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feat(sip-68): Add DatasourceDAO class to manage querying different datasources easier #20030
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# Licensed to the Apache Software Foundation (ASF) under one | ||||||
# or more contributor license agreements. See the NOTICE file | ||||||
# distributed with this work for additional information | ||||||
# regarding copyright ownership. The ASF licenses this file | ||||||
# to you under the Apache License, Version 2.0 (the | ||||||
# "License"); you may not use this file except in compliance | ||||||
# with the License. You may obtain a copy of the License at | ||||||
# | ||||||
# http://www.apache.org/licenses/LICENSE-2.0 | ||||||
# | ||||||
# Unless required by applicable law or agreed to in writing, | ||||||
# software distributed under the License is distributed on an | ||||||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||||||
# KIND, either express or implied. See the License for the | ||||||
# specific language governing permissions and limitations | ||||||
# under the License. | ||||||
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from typing import Any, Dict, List, Optional, Set, Union | ||||||
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from flask_babel import _ | ||||||
from sqlalchemy import or_ | ||||||
from sqlalchemy.orm import Session, subqueryload | ||||||
from sqlalchemy.orm.exc import NoResultFound | ||||||
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from superset.connectors.sqla.models import SqlaTable | ||||||
from superset.dao.base import BaseDAO | ||||||
from superset.datasets.commands.exceptions import DatasetNotFoundError | ||||||
from superset.datasets.models import Dataset | ||||||
from superset.models.core import Database | ||||||
from superset.models.sql_lab import Query, SavedQuery | ||||||
from superset.tables.models import Table | ||||||
from superset.utils.core import DatasourceType | ||||||
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Datasource = Union[Dataset, SqlaTable, Table, Query, SavedQuery, Any] | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. do you think we should keep the There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Yea i'll move the |
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class DatasourceDAO(BaseDAO): | ||||||
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sources: Dict[DatasourceType, Datasource] = { | ||||||
DatasourceType.SQLATABLE: SqlaTable, | ||||||
DatasourceType.QUERY: Query, | ||||||
DatasourceType.SAVEDQUERY: SavedQuery, | ||||||
DatasourceType.DATASET: Dataset, | ||||||
DatasourceType.TABLE: Table, | ||||||
} | ||||||
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@classmethod | ||||||
def get_datasource( | ||||||
cls, datasource_type: DatasourceType, datasource_id: int, session: Session | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Small nit, but it's nice to standardize: in your other methods the |
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) -> Datasource: | ||||||
if datasource_type not in cls.sources: | ||||||
raise DatasetNotFoundError() | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. We should create a custom exception here ( |
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datasource = ( | ||||||
session.query(cls.sources[datasource_type]) | ||||||
.filter_by(id=datasource_id) | ||||||
.one_or_none() | ||||||
) | ||||||
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if not datasource: | ||||||
raise DatasetNotFoundError() | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. same thing here re what Beto said above. This could be a missing Table or Query. |
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return datasource | ||||||
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@classmethod | ||||||
def get_all_datasources(cls, session: Session) -> List[Datasource]: | ||||||
datasources: List[Datasource] = [] | ||||||
for source_class in DatasourceDAO.sources.values(): | ||||||
qry = session.query(source_class) | ||||||
if isinstance(source_class, SqlaTable): | ||||||
qry = source_class.default_query(qry) | ||||||
datasources.extend(qry.all()) | ||||||
return datasources | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I think we can just limit this to just SqlaTable since no charts or dashboards will be able to be saved with any other datasources |
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@classmethod | ||||||
def get_datasource_by_name( # pylint: disable=too-many-arguments | ||||||
cls, | ||||||
session: Session, | ||||||
datasource_type: DatasourceType, | ||||||
datasource_name: str, | ||||||
schema: str, | ||||||
database_name: str, | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. A similar small nit here: in general |
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) -> Optional[Datasource]: | ||||||
datasource_class = DatasourceDAO.sources[datasource_type] | ||||||
if isinstance(datasource_class, SqlaTable): | ||||||
return datasource_class.get_datasource_by_name( | ||||||
session, datasource_name, schema, database_name | ||||||
) | ||||||
return None | ||||||
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@classmethod | ||||||
def query_datasources_by_permissions( # pylint: disable=invalid-name | ||||||
cls, | ||||||
session: Session, | ||||||
database: Database, | ||||||
permissions: Set[str], | ||||||
schema_perms: Set[str], | ||||||
) -> List[Datasource]: | ||||||
# TODO(bogdan): add unit test | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Don't leave TODOs for other people! :)
Suggested change
Or remove it altogether. |
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datasource_class = DatasourceDAO.sources[DatasourceType[database.type]] | ||||||
if isinstance(datasource_class, SqlaTable): | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Nit, if you invert the if you can remove an indentation level: if not isinstance(datasource_class, SqlaTable):
return []
return (
session.query(...)
...
) |
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return ( | ||||||
session.query(datasource_class) | ||||||
.filter_by(database_id=database.id) | ||||||
.filter( | ||||||
or_( | ||||||
datasource_class.perm.in_(permissions), | ||||||
datasource_class.schema_perm.in_(schema_perms), | ||||||
) | ||||||
) | ||||||
.all() | ||||||
) | ||||||
return [] | ||||||
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@classmethod | ||||||
def get_eager_datasource( | ||||||
cls, session: Session, datasource_type: str, datasource_id: int | ||||||
) -> Optional[Datasource]: | ||||||
"""Returns datasource with columns and metrics.""" | ||||||
datasource_class = DatasourceDAO.sources[DatasourceType[datasource_type]] | ||||||
if isinstance(datasource_class, SqlaTable): | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Same here, if you invert the if the code is a bit easier to read: if not isinstance(datasource_class, SqlaTable):
return None
return (...) |
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return ( | ||||||
session.query(datasource_class) | ||||||
.options( | ||||||
subqueryload(datasource_class.columns), | ||||||
subqueryload(datasource_class.metrics), | ||||||
) | ||||||
.filter_by(id=datasource_id) | ||||||
.one() | ||||||
) | ||||||
return None | ||||||
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@classmethod | ||||||
def query_datasources_by_name( | ||||||
cls, | ||||||
session: Session, | ||||||
database: Database, | ||||||
datasource_name: str, | ||||||
schema: Optional[str] = None, | ||||||
) -> List[Datasource]: | ||||||
datasource_class = DatasourceDAO.sources[DatasourceType[database.type]] | ||||||
if isinstance(datasource_class, SqlaTable): | ||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Ditto here. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. why only sqlatable on these? Is the plan to add in the rest when we need them? |
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return datasource_class.query_datasources_by_name( | ||||||
session, database, datasource_name, schema=schema | ||||||
) | ||||||
return [] |
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# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
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import pytest | ||
from sqlalchemy.orm.session import Session | ||
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from superset.utils.core import DatasourceType | ||
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def create_test_data(session: Session) -> None: | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. You can also rewrite this as a fixture: @pytest.fixture
def session_with_data(session: Session) -> Iterator[Session]:
... # code of `create_test_data` here
yield session And then in your tests: def test_get_datasource_sqlatable(app_context: None, session_with_data: Session) -> None:
... But there's no need, a function like this also works fine. |
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from superset.columns.models import Column | ||
from superset.connectors.sqla.models import SqlaTable, TableColumn | ||
from superset.datasets.models import Dataset | ||
from superset.models.core import Database | ||
from superset.models.sql_lab import Query, SavedQuery | ||
from superset.tables.models import Table | ||
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engine = session.get_bind() | ||
SqlaTable.metadata.create_all(engine) # pylint: disable=no-member | ||
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db = Database(database_name="my_database", sqlalchemy_uri="sqlite://") | ||
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columns = [ | ||
TableColumn(column_name="a", type="INTEGER"), | ||
] | ||
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sqla_table = SqlaTable( | ||
table_name="my_sqla_table", | ||
columns=columns, | ||
metrics=[], | ||
database=db, | ||
) | ||
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query_obj = Query( | ||
client_id="foo", | ||
database=db, | ||
tab_name="test_tab", | ||
sql_editor_id="test_editor_id", | ||
sql="select * from bar", | ||
select_sql="select * from bar", | ||
executed_sql="select * from bar", | ||
limit=100, | ||
select_as_cta=False, | ||
rows=100, | ||
error_message="none", | ||
results_key="abc", | ||
) | ||
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saved_query = SavedQuery(database=db, sql="select * from foo") | ||
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table = Table( | ||
name="my_table", | ||
schema="my_schema", | ||
catalog="my_catalog", | ||
database=db, | ||
columns=[], | ||
) | ||
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dataset = Dataset( | ||
database=table.database, | ||
name="positions", | ||
expression=""" | ||
SELECT array_agg(array[longitude,latitude]) AS position | ||
FROM my_catalog.my_schema.my_table | ||
""", | ||
tables=[table], | ||
columns=[ | ||
Column( | ||
name="position", | ||
expression="array_agg(array[longitude,latitude])", | ||
), | ||
], | ||
) | ||
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session.add(dataset) | ||
session.add(table) | ||
session.add(saved_query) | ||
session.add(query_obj) | ||
session.add(db) | ||
session.add(sqla_table) | ||
session.flush() | ||
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def test_get_datasource_sqlatable(app_context: None, session: Session) -> None: | ||
from superset.connectors.sqla.models import SqlaTable | ||
from superset.dao.datasource.dao import DatasourceDAO | ||
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create_test_data(session) | ||
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result = DatasourceDAO.get_datasource( | ||
datasource_type=DatasourceType.SQLATABLE, datasource_id=1, session=session | ||
) | ||
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assert 1 == result.id | ||
assert "my_sqla_table" == result.table_name | ||
assert isinstance(result, SqlaTable) | ||
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def test_get_datasource_query(app_context: None, session: Session) -> None: | ||
from superset.dao.datasource.dao import DatasourceDAO | ||
from superset.models.sql_lab import Query | ||
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create_test_data(session) | ||
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result = DatasourceDAO.get_datasource( | ||
datasource_type=DatasourceType.QUERY, datasource_id=1, session=session | ||
) | ||
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assert result.id == 1 | ||
assert isinstance(result, Query) | ||
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def test_get_datasource_saved_query(app_context: None, session: Session) -> None: | ||
from superset.dao.datasource.dao import DatasourceDAO | ||
from superset.models.sql_lab import SavedQuery | ||
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create_test_data(session) | ||
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result = DatasourceDAO.get_datasource( | ||
datasource_type=DatasourceType.SAVEDQUERY, datasource_id=1, session=session | ||
) | ||
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assert result.id == 1 | ||
assert isinstance(result, SavedQuery) | ||
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def test_get_datasource_sl_table(app_context: None, session: Session) -> None: | ||
from superset.dao.datasource.dao import DatasourceDAO | ||
from superset.tables.models import Table | ||
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create_test_data(session) | ||
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# todo(hugh): This will break once we remove the dual write | ||
# update the datsource_id=1 and this will pass again | ||
result = DatasourceDAO.get_datasource( | ||
datasource_type=DatasourceType.TABLE, datasource_id=2, session=session | ||
) | ||
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assert result.id == 2 | ||
assert isinstance(result, Table) | ||
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def test_get_datasource_sl_dataset(app_context: None, session: Session) -> None: | ||
from superset.dao.datasource.dao import DatasourceDAO | ||
from superset.datasets.models import Dataset | ||
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create_test_data(session) | ||
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# todo(hugh): This will break once we remove the dual write | ||
# update the datsource_id=1 and this will pass again | ||
result = DatasourceDAO.get_datasource( | ||
datasource_type=DatasourceType.DATASET, datasource_id=2, session=session | ||
) | ||
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assert result.id == 2 | ||
assert isinstance(result, Dataset) | ||
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def test_get_all_datasources(app_context: None, session: Session) -> None: | ||
from superset.dao.datasource.dao import DatasourceDAO | ||
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create_test_data(session) | ||
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# todo(hugh): This will break once we remove the dual write | ||
# update the assert len(result) == 5 and this will pass again | ||
result = DatasourceDAO.get_all_datasources(session=session) | ||
assert len(result) == 7 |
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We don't want
Datasource
to be of typeAny
— on the contrary, it's really nice that the type clearly defines what constitutes a datasource.There was a problem hiding this comment.
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@betodealmeida this is a hack to allow the types to play nice with mypy, the good thing is it still does some type checking. I was going to look into this more, but literally spent most of the day looking into it and had no luck. I can revisit this if you think it's a mandatory thing
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Yeah, if you need to add
Any
to makemypy
pass it's because something is wrong. AddingAny
never fixes anything, it only makes the type checker happy. In this case it defeats the purpose of type checking, because all objects are of typeAny
.Was this fixed by using
Type
?