Exemplo n.º 1
0
    def create_new_study(self, study_name: Optional[str] = None) -> int:

        session = self.scoped_session()

        if study_name is None:
            study_name = self._create_unique_study_name(session)

        study = models.StudyModel(study_name=study_name, direction=StudyDirection.NOT_SET)
        session.add(study)
        if not self._commit_with_integrity_check(session):
            raise optuna.exceptions.DuplicatedStudyError(
                "Another study with name '{}' already exists. "
                "Please specify a different name, or reuse the existing one "
                "by setting `load_if_exists` (for Python API) or "
                "`--skip-if-exists` flag (for CLI).".format(study_name)
            )

        _logger.info("A new study created in RDB with name: {}".format(study.study_name))

        return study.study_id
Exemplo n.º 2
0
    def create_new_study(self, study_name: Optional[str] = None) -> int:

        try:
            with _create_scoped_session(self.scoped_session) as session:
                if study_name is None:
                    study_name = self._create_unique_study_name(session)

                direction = models.StudyDirectionModel(
                    direction=StudyDirection.NOT_SET, objective=0
                )
                study = models.StudyModel(study_name=study_name, directions=[direction])
                session.add(study)
        except IntegrityError:
            raise optuna.exceptions.DuplicatedStudyError(
                "Another study with name '{}' already exists. "
                "Please specify a different name, or reuse the existing one "
                "by setting `load_if_exists` (for Python API) or "
                "`--skip-if-exists` flag (for CLI).".format(study_name)
            )

        _logger.info("A new study created in RDB with name: {}".format(study_name))

        return self.get_study_id_from_name(study_name)