superset/tests/model_tests.py

318 lines
12 KiB
Python

# Licensed to the Apache Software Foundation (ASF) under one
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# 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.
import textwrap
import pandas
from sqlalchemy.engine.url import make_url
from superset import app, db
from superset.models.core import Database
from superset.utils.core import get_main_database, QueryStatus
from .base_tests import SupersetTestCase
class DatabaseModelTestCase(SupersetTestCase):
def test_database_schema_presto(self):
sqlalchemy_uri = 'presto://presto.airbnb.io:8080/hive/default'
model = Database(sqlalchemy_uri=sqlalchemy_uri)
db = make_url(model.get_sqla_engine().url).database
self.assertEquals('hive/default', db)
db = make_url(model.get_sqla_engine(schema='core_db').url).database
self.assertEquals('hive/core_db', db)
sqlalchemy_uri = 'presto://presto.airbnb.io:8080/hive'
model = Database(sqlalchemy_uri=sqlalchemy_uri)
db = make_url(model.get_sqla_engine().url).database
self.assertEquals('hive', db)
db = make_url(model.get_sqla_engine(schema='core_db').url).database
self.assertEquals('hive/core_db', db)
def test_database_schema_postgres(self):
sqlalchemy_uri = 'postgresql+psycopg2://postgres.airbnb.io:5439/prod'
model = Database(sqlalchemy_uri=sqlalchemy_uri)
db = make_url(model.get_sqla_engine().url).database
self.assertEquals('prod', db)
db = make_url(model.get_sqla_engine(schema='foo').url).database
self.assertEquals('prod', db)
def test_database_schema_hive(self):
sqlalchemy_uri = 'hive://hive@hive.airbnb.io:10000/default?auth=NOSASL'
model = Database(sqlalchemy_uri=sqlalchemy_uri)
db = make_url(model.get_sqla_engine().url).database
self.assertEquals('default', db)
db = make_url(model.get_sqla_engine(schema='core_db').url).database
self.assertEquals('core_db', db)
def test_database_schema_mysql(self):
sqlalchemy_uri = 'mysql://root@localhost/superset'
model = Database(sqlalchemy_uri=sqlalchemy_uri)
db = make_url(model.get_sqla_engine().url).database
self.assertEquals('superset', db)
db = make_url(model.get_sqla_engine(schema='staging').url).database
self.assertEquals('staging', db)
def test_database_impersonate_user(self):
uri = 'mysql://root@localhost'
example_user = 'giuseppe'
model = Database(sqlalchemy_uri=uri)
model.impersonate_user = True
user_name = make_url(model.get_sqla_engine(user_name=example_user).url).username
self.assertEquals(example_user, user_name)
model.impersonate_user = False
user_name = make_url(model.get_sqla_engine(user_name=example_user).url).username
self.assertNotEquals(example_user, user_name)
def test_select_star(self):
main_db = get_main_database(db.session)
table_name = 'energy_usage'
sql = main_db.select_star(
table_name, show_cols=False, latest_partition=False)
expected = textwrap.dedent(f"""\
SELECT *
FROM {table_name}
LIMIT 100""")
assert sql.startswith(expected)
sql = main_db.select_star(
table_name, show_cols=True, latest_partition=False)
expected = textwrap.dedent(f"""\
SELECT source,
target,
value
FROM energy_usage
LIMIT 100""")
assert sql.startswith(expected)
def test_grains_dict(self):
uri = 'mysql://root@localhost'
database = Database(sqlalchemy_uri=uri)
d = database.grains_dict()
self.assertEquals(d.get('day').function, 'DATE({col})')
self.assertEquals(d.get('P1D').function, 'DATE({col})')
self.assertEquals(d.get('Time Column').function, '{col}')
def test_postgres_expression_time_grain(self):
uri = 'postgresql+psycopg2://uid:pwd@localhost:5432/superset'
database = Database(sqlalchemy_uri=uri)
pdf, time_grain = '', 'P1D'
expression, column_name = 'COALESCE(lowercase_col, "MixedCaseCol")', ''
grain = database.grains_dict().get(time_grain)
col = database.db_engine_spec.get_timestamp_column(expression, column_name)
grain_expr = database.db_engine_spec.get_time_expr(col, pdf, time_grain, grain)
grain_expr_expected = grain.function.replace('{col}', expression)
self.assertEqual(grain_expr, grain_expr_expected)
def test_postgres_lowercase_col_time_grain(self):
uri = 'postgresql+psycopg2://uid:pwd@localhost:5432/superset'
database = Database(sqlalchemy_uri=uri)
pdf, time_grain = '', 'P1D'
expression, column_name = '', 'lowercase_col'
grain = database.grains_dict().get(time_grain)
col = database.db_engine_spec.get_timestamp_column(expression, column_name)
grain_expr = database.db_engine_spec.get_time_expr(col, pdf, time_grain, grain)
grain_expr_expected = grain.function.replace('{col}', column_name)
self.assertEqual(grain_expr, grain_expr_expected)
def test_postgres_mixedcase_col_time_grain(self):
uri = 'postgresql+psycopg2://uid:pwd@localhost:5432/superset'
database = Database(sqlalchemy_uri=uri)
pdf, time_grain = '', 'P1D'
expression, column_name = '', 'MixedCaseCol'
grain = database.grains_dict().get(time_grain)
col = database.db_engine_spec.get_timestamp_column(expression, column_name)
grain_expr = database.db_engine_spec.get_time_expr(col, pdf, time_grain, grain)
grain_expr_expected = grain.function.replace('{col}', f'"{column_name}"')
self.assertEqual(grain_expr, grain_expr_expected)
def test_single_statement(self):
main_db = get_main_database(db.session)
if main_db.backend == 'mysql':
df = main_db.get_df('SELECT 1', None)
self.assertEquals(df.iat[0, 0], 1)
df = main_db.get_df('SELECT 1;', None)
self.assertEquals(df.iat[0, 0], 1)
def test_multi_statement(self):
main_db = get_main_database(db.session)
if main_db.backend == 'mysql':
df = main_db.get_df('USE superset; SELECT 1', None)
self.assertEquals(df.iat[0, 0], 1)
df = main_db.get_df("USE superset; SELECT ';';", None)
self.assertEquals(df.iat[0, 0], ';')
class SqlaTableModelTestCase(SupersetTestCase):
def test_get_timestamp_expression(self):
tbl = self.get_table_by_name('birth_names')
ds_col = tbl.get_column('ds')
sqla_literal = ds_col.get_timestamp_expression(None)
self.assertEquals(str(sqla_literal.compile()), 'ds')
sqla_literal = ds_col.get_timestamp_expression('P1D')
compiled = '{}'.format(sqla_literal.compile())
if tbl.database.backend == 'mysql':
self.assertEquals(compiled, 'DATE(ds)')
prev_ds_expr = ds_col.expression
ds_col.expression = 'DATE_ADD(ds, 1)'
sqla_literal = ds_col.get_timestamp_expression('P1D')
compiled = '{}'.format(sqla_literal.compile())
if tbl.database.backend == 'mysql':
self.assertEquals(compiled, 'DATE(DATE_ADD(ds, 1))')
ds_col.expression = prev_ds_expr
def test_get_timestamp_expression_epoch(self):
tbl = self.get_table_by_name('birth_names')
ds_col = tbl.get_column('ds')
ds_col.expression = None
ds_col.python_date_format = 'epoch_s'
sqla_literal = ds_col.get_timestamp_expression(None)
compiled = '{}'.format(sqla_literal.compile())
if tbl.database.backend == 'mysql':
self.assertEquals(compiled, 'from_unixtime(ds)')
ds_col.python_date_format = 'epoch_s'
sqla_literal = ds_col.get_timestamp_expression('P1D')
compiled = '{}'.format(sqla_literal.compile())
if tbl.database.backend == 'mysql':
self.assertEquals(compiled, 'DATE(from_unixtime(ds))')
prev_ds_expr = ds_col.expression
ds_col.expression = 'DATE_ADD(ds, 1)'
sqla_literal = ds_col.get_timestamp_expression('P1D')
compiled = '{}'.format(sqla_literal.compile())
if tbl.database.backend == 'mysql':
self.assertEquals(compiled, 'DATE(from_unixtime(DATE_ADD(ds, 1)))')
ds_col.expression = prev_ds_expr
def test_get_timestamp_expression_backward(self):
tbl = self.get_table_by_name('birth_names')
ds_col = tbl.get_column('ds')
ds_col.expression = None
ds_col.python_date_format = None
sqla_literal = ds_col.get_timestamp_expression('day')
compiled = '{}'.format(sqla_literal.compile())
if tbl.database.backend == 'mysql':
self.assertEquals(compiled, 'DATE(ds)')
ds_col.expression = None
ds_col.python_date_format = None
sqla_literal = ds_col.get_timestamp_expression('Time Column')
compiled = '{}'.format(sqla_literal.compile())
if tbl.database.backend == 'mysql':
self.assertEquals(compiled, 'ds')
def query_with_expr_helper(self, is_timeseries, inner_join=True):
tbl = self.get_table_by_name('birth_names')
ds_col = tbl.get_column('ds')
ds_col.expression = None
ds_col.python_date_format = None
spec = self.get_database_by_id(tbl.database_id).db_engine_spec
if not spec.inner_joins and inner_join:
# if the db does not support inner joins, we cannot force it so
return None
old_inner_join = spec.inner_joins
spec.inner_joins = inner_join
arbitrary_gby = "state || gender || '_test'"
arbitrary_metric = (dict(label='arbitrary', expressionType='SQL',
sqlExpression='COUNT(1)'))
query_obj = dict(
groupby=[arbitrary_gby, 'name'],
metrics=[arbitrary_metric],
filter=[],
is_timeseries=is_timeseries,
prequeries=[],
columns=[],
granularity='ds',
from_dttm=None,
to_dttm=None,
is_prequery=False,
extras=dict(time_grain_sqla='P1Y'),
)
qr = tbl.query(query_obj)
self.assertEqual(qr.status, QueryStatus.SUCCESS)
sql = qr.query
self.assertIn(arbitrary_gby, sql)
self.assertIn('name', sql)
if inner_join and is_timeseries:
self.assertIn('JOIN', sql.upper())
else:
self.assertNotIn('JOIN', sql.upper())
spec.inner_joins = old_inner_join
self.assertIsNotNone(qr.df)
return qr.df
def test_query_with_expr_groupby_timeseries(self):
def cannonicalize_df(df):
ret = df.sort_values(by=list(df.columns.values), inplace=False)
ret.reset_index(inplace=True, drop=True)
return ret
df1 = self.query_with_expr_helper(is_timeseries=True, inner_join=True)
df2 = self.query_with_expr_helper(is_timeseries=True, inner_join=False)
self.assertIsNotNone(df2) # df1 can be none if the db does not support join
if df1 is not None:
pandas.testing.assert_frame_equal(
cannonicalize_df(df1),
cannonicalize_df(df2))
def test_query_with_expr_groupby(self):
self.query_with_expr_helper(is_timeseries=False)
def test_sql_mutator(self):
tbl = self.get_table_by_name('birth_names')
query_obj = dict(
groupby=[],
metrics=[],
filter=[],
is_timeseries=False,
columns=['name'],
granularity=None,
from_dttm=None, to_dttm=None,
is_prequery=False,
extras={},
)
sql = tbl.get_query_str(query_obj)
self.assertNotIn('--COMMENT', sql)
def mutator(*args):
return '--COMMENT\n' + args[0]
app.config['SQL_QUERY_MUTATOR'] = mutator
sql = tbl.get_query_str(query_obj)
self.assertIn('--COMMENT', sql)
app.config['SQL_QUERY_MUTATOR'] = None