from __future__ import annotations import tempfile from unittest import TestCase import warnings from optuna.exceptions import ExperimentalWarning import optuna.storages from optuna.storages import JournalFileStorage from optuna.storages import JournalStorage from optuna.storages import RDBStorage from optuna_dashboard._storage_url import get_storage import sqlalchemy.exc class GetStorageTestCase(TestCase): def setUp(self) -> None: optuna.logging.set_verbosity(optuna.logging.ERROR) warnings.simplefilter("ignore", category=ExperimentalWarning) def test_get_rdb_storage_valid(self) -> None: with tempfile.NamedTemporaryFile() as file: sqlite_url = f"sqlite:///{file.name}" RDBStorage(sqlite_url) # Create SQLite3 file self.assertIsInstance(get_storage(sqlite_url), RDBStorage) self.assertIsInstance(get_storage(sqlite_url, storage_class="RDBStorage"), RDBStorage) # Return it when given RDBStorage with tempfile.NamedTemporaryFile() as file: storage = optuna.storages.RDBStorage(f"sqlite:///{file.name}") assert isinstance(get_storage(storage), RDBStorage) def test_get_rdb_storage_invalid(self) -> None: # Unmatched storage class with tempfile.NamedTemporaryFile() as file: sqlite_url = f"sqlite:///{file.name}" RDBStorage(sqlite_url) # Create SQLite3 file with self.assertRaises(sqlalchemy.exc.ArgumentError): get_storage(file.name, storage_class="RDBStorage") def test_get_journal_file_storage_valid(self) -> None: with tempfile.NamedTemporaryFile() as file: storage = get_storage(file.name) assert isinstance(storage, JournalStorage) self.assertIsInstance(storage._backend, JournalFileStorage) with tempfile.NamedTemporaryFile() as file: storage = get_storage(file.name, storage_class="JournalFileStorage") assert isinstance(storage, JournalStorage) self.assertIsInstance(storage._backend, JournalFileStorage) with tempfile.NamedTemporaryFile() as file: storage = get_storage(file.name, storage_class="JournalFileStorage") assert isinstance(storage, JournalStorage) self.assertIsInstance(storage._backend, JournalFileStorage) def test_get_journal_file_storage_invalid(self) -> None: with tempfile.NamedTemporaryFile() as file: with self.assertRaises(FileNotFoundError): get_storage(f"sqlite:///{file.name}", storage_class="JournalFileStorage")