optuna.get_all_study_summaries

optuna.get_all_study_summaries(storage, include_best_trial=True)[source]

Get all history of studies stored in a specified storage.

Example

import optuna


def objective(trial):
    x = trial.suggest_float("x", -10, 10)
    return (x - 2) ** 2


study = optuna.create_study(study_name="example-study", storage="sqlite:///example.db")
study.optimize(objective, n_trials=3)

study_summaries = optuna.study.get_all_study_summaries(storage="sqlite:///example.db")
assert len(study_summaries) == 1

study_summary = study_summaries[0]
assert study_summary.study_name == "example-study"
Parameters:
  • storage (str | BaseStorage) – Database URL such as sqlite:///example.db. Please see also the documentation of create_study() for further details.

  • include_best_trial (bool) – Include the best trials if exist. It potentially increases the number of queries and may take longer to fetch summaries depending on the storage.

Returns:

List of study history summarized as StudySummary objects.

Return type:

list[StudySummary]