Files
superset2/tests/unit_tests/models/test_multivalue_length.py
T

131 lines
4.9 KiB
Python

# 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.
"""The Length array filter operators: length(col) compared to a number."""
from __future__ import annotations
from typing import Any
import pytest
from flask import Flask
from pytest_mock import MockerFixture
from superset.connectors.sqla.models import SqlaTable, SqlMetric, TableColumn
from superset.exceptions import QueryObjectValidationError
from superset.models.core import Database
from superset.superset_typing import QueryObjectDict
from superset.utils.core import FilterOperator
def _make_dataset(mocker: MockerFixture) -> SqlaTable:
database = Database(id=1, database_name="test_db", sqlalchemy_uri="sqlite://")
columns = [
TableColumn(column_name="skills", type="Array(String)"),
TableColumn(column_name="city", type="VARCHAR(100)"),
]
dataset = SqlaTable(
table_name="jobs",
columns=columns,
database=database,
metrics=[SqlMetric(metric_name="count", expression="COUNT(*)")],
)
mocker.patch(
"superset.connectors.sqla.models.security_manager.get_guest_rls_filters",
return_value=[],
)
mocker.patch(
"superset.connectors.sqla.models.security_manager.is_guest_user",
return_value=False,
)
return dataset
def _clickhouse(mocker: MockerFixture, dataset: SqlaTable) -> None:
from superset.db_engine_specs.clickhouse import ClickHouseEngineSpec
mocker.patch.object(
SqlaTable, "db_engine_spec", new=property(lambda self: ClickHouseEngineSpec)
)
def _sql(dataset: SqlaTable, op: str, val: Any, col: str = "skills") -> str:
query: QueryObjectDict = {
"granularity": None,
"from_dttm": None,
"to_dttm": None,
"is_timeseries": False,
"groupby": ["city"],
"metrics": ["count"],
"filter": [{"col": col, "op": op, "val": val}],
"columns": [],
}
return dataset.get_query_str_extended(query, mutate=False).sql.lower()
@pytest.mark.parametrize(
"op,expected",
[
(FilterOperator.LENGTH_EQUALS, "length(skills) = 3"),
(FilterOperator.LENGTH_GREATER_THAN, "length(skills) > 3"),
(FilterOperator.LENGTH_LESS_THAN, "length(skills) < 3"),
(FilterOperator.LENGTH_GREATER_THAN_OR_EQUALS, "length(skills) >= 3"),
(FilterOperator.LENGTH_LESS_THAN_OR_EQUALS, "length(skills) <= 3"),
],
)
def test_length_operators_generate_length_comparison(
mocker: MockerFixture, app: Flask, op: FilterOperator, expected: str
) -> None:
dataset = _make_dataset(mocker)
_clickhouse(mocker, dataset)
with app.test_request_context():
sql = _sql(dataset, op.value, 3)
assert expected in sql
def test_length_accepts_string_number(mocker: MockerFixture, app: Flask) -> None:
"""A numeric string value is coerced (e.g. '2' -> length(col) > 2)."""
dataset = _make_dataset(mocker)
_clickhouse(mocker, dataset)
with app.test_request_context():
sql = _sql(dataset, FilterOperator.LENGTH_GREATER_THAN.value, "2")
assert "length(skills) > 2" in sql
def test_length_non_numeric_value_raises(mocker: MockerFixture, app: Flask) -> None:
dataset = _make_dataset(mocker)
_clickhouse(mocker, dataset)
with app.test_request_context(): # noqa: SIM117
with pytest.raises(QueryObjectValidationError):
_sql(dataset, FilterOperator.LENGTH_EQUALS.value, "abc")
def test_length_on_scalar_column_raises(mocker: MockerFixture, app: Flask) -> None:
"""Length on a scalar column is rejected even on an array-capable engine."""
dataset = _make_dataset(mocker)
_clickhouse(mocker, dataset)
with app.test_request_context(): # noqa: SIM117
with pytest.raises(QueryObjectValidationError):
_sql(dataset, FilterOperator.LENGTH_GREATER_THAN.value, 1, col="city")
def test_length_unsupported_engine_raises(mocker: MockerFixture, app: Flask) -> None:
"""On an engine without array support (sqlite) the length op is rejected."""
dataset = _make_dataset(mocker)
with app.test_request_context(): # noqa: SIM117
with pytest.raises(QueryObjectValidationError):
_sql(dataset, FilterOperator.LENGTH_GREATER_THAN.value, 1)