Base

systematica.portfolio.trackers.base

BaseTracker

BaseTracker()

Abstract base class for trackers.

Ancestors

• abc.ABC

Descendants

• systematica.portfolio.trackers.neptune_ai.NeptuneTracker

Methods

run_study

run_study(
    self,
    objective: Callable,
    create_study_kwargs: Dict[str, Any],
    optimize_kwargs: Dict[str, Any],
) ‑> optuna.study.study.Study

Run study.

Parameters:

Name	Type	Default	Description
objective	tp.Callable	--	The objective function to be optimized.
create_study_kwargs	tp.Kwargs	--	Keyword arguments for creating the Optuna study.
optimize_kwargs	tp.Kwargs	--	Keyword arguments for the optimization process.

Returns:

Type	Description
optuna.Study	The Optuna study object containing optimization results.

BaseCustomNeptuneCallback

BaseCustomNeptuneCallback(
    run: neptune.metadata_containers.run.Run,
    **kwargs,
)

Abstract base class for custom Neptune.ai tracker callback.

This class extends Neptune’s callback functionality to track Optuna trials and log them to Neptune.ai.

Initialize the Neptune custom callback.

Parameters:

Name	Type	Default	Description
run	neptune.Run	--	Neptune run instance for logging.
kwargs	tp.Kwargs	--	Additional keyword arguments passed to parent class.

Ancestors

• abc.ABC
• systematica.portfolio.trackers.custom_neptune_ai.NeptuneCallback

Descendants

• systematica.portfolio.trackers.custom_neptune_callbacks.CustomCallback