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import_export_tests.py
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import_export_tests.py
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"""Unit tests for Superset"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from __future__ import unicode_literals
from sqlalchemy.orm.session import make_transient
import json
import pickle
import unittest
from superset import db, models
from .base_tests import SupersetTestCase
class ImportExportTests(SupersetTestCase):
"""Testing export import functionality for dashboards"""
def __init__(self, *args, **kwargs):
super(ImportExportTests, self).__init__(*args, **kwargs)
@classmethod
def delete_imports(cls):
# Imported data clean up
session = db.session
for slc in session.query(models.Slice):
if 'remote_id' in slc.params_dict:
session.delete(slc)
for dash in session.query(models.Dashboard):
if 'remote_id' in dash.params_dict:
session.delete(dash)
for table in session.query(models.SqlaTable):
if 'remote_id' in table.params_dict:
session.delete(table)
for datasource in session.query(models.DruidDatasource):
if 'remote_id' in datasource.params_dict:
session.delete(datasource)
session.commit()
@classmethod
def setUpClass(cls):
cls.delete_imports()
@classmethod
def tearDownClass(cls):
cls.delete_imports()
def create_slice(self, name, ds_id=None, id=None, db_name='main',
table_name='wb_health_population'):
params = {
'num_period_compare': '10',
'remote_id': id,
'datasource_name': table_name,
'database_name': db_name,
'schema': '',
# Test for trailing commas
"metrics": [
"sum__signup_attempt_email",
"sum__signup_attempt_facebook",
],
}
if table_name and not ds_id:
table = self.get_table_by_name(table_name)
if table:
ds_id = table.id
return models.Slice(
slice_name=name,
datasource_type='table',
viz_type='bubble',
params=json.dumps(params),
datasource_id=ds_id,
id=id
)
def create_dashboard(self, title, id=0, slcs=[]):
json_metadata = {'remote_id': id}
return models.Dashboard(
id=id,
dashboard_title=title,
slices=slcs,
position_json='{"size_y": 2, "size_x": 2}',
slug='{}_imported'.format(title.lower()),
json_metadata=json.dumps(json_metadata)
)
def create_table(
self, name, schema='', id=0, cols_names=[], metric_names=[]):
params = {'remote_id': id, 'database_name': 'main'}
table = models.SqlaTable(
id=id,
schema=schema,
table_name=name,
params=json.dumps(params)
)
for col_name in cols_names:
table.columns.append(
models.TableColumn(column_name=col_name))
for metric_name in metric_names:
table.metrics.append(models.SqlMetric(metric_name=metric_name))
return table
def create_druid_datasource(
self, name, id=0, cols_names=[], metric_names=[]):
params = {'remote_id': id, 'database_name': 'druid_test'}
datasource = models.DruidDatasource(
id=id,
datasource_name=name,
cluster_name='druid_test',
params=json.dumps(params)
)
for col_name in cols_names:
datasource.columns.append(
models.DruidColumn(column_name=col_name))
for metric_name in metric_names:
datasource.metrics.append(models.DruidMetric(
metric_name=metric_name))
return datasource
def get_slice(self, slc_id):
return db.session.query(models.Slice).filter_by(id=slc_id).first()
def get_slice_by_name(self, name):
return db.session.query(models.Slice).filter_by(
slice_name=name).first()
def get_dash(self, dash_id):
return db.session.query(models.Dashboard).filter_by(
id=dash_id).first()
def get_dash_by_slug(self, dash_slug):
return db.session.query(models.Dashboard).filter_by(
slug=dash_slug).first()
def get_datasource(self, datasource_id):
return db.session.query(models.DruidDatasource).filter_by(
id=datasource_id).first()
def get_table_by_name(self, name):
return db.session.query(models.SqlaTable).filter_by(
table_name=name).first()
def assert_dash_equals(self, expected_dash, actual_dash,
check_position=True):
self.assertEquals(expected_dash.slug, actual_dash.slug)
self.assertEquals(
expected_dash.dashboard_title, actual_dash.dashboard_title)
self.assertEquals(
len(expected_dash.slices), len(actual_dash.slices))
expected_slices = sorted(
expected_dash.slices, key=lambda s: s.slice_name)
actual_slices = sorted(
actual_dash.slices, key=lambda s: s.slice_name)
for e_slc, a_slc in zip(expected_slices, actual_slices):
self.assert_slice_equals(e_slc, a_slc)
if check_position:
self.assertEquals(
expected_dash.position_json, actual_dash.position_json)
def assert_table_equals(self, expected_ds, actual_ds):
self.assertEquals(expected_ds.table_name, actual_ds.table_name)
self.assertEquals(expected_ds.main_dttm_col, actual_ds.main_dttm_col)
self.assertEquals(expected_ds.schema, actual_ds.schema)
self.assertEquals(len(expected_ds.metrics), len(actual_ds.metrics))
self.assertEquals(len(expected_ds.columns), len(actual_ds.columns))
self.assertEquals(
set([c.column_name for c in expected_ds.columns]),
set([c.column_name for c in actual_ds.columns]))
self.assertEquals(
set([m.metric_name for m in expected_ds.metrics]),
set([m.metric_name for m in actual_ds.metrics]))
def assert_datasource_equals(self, expected_ds, actual_ds):
self.assertEquals(
expected_ds.datasource_name, actual_ds.datasource_name)
self.assertEquals(expected_ds.main_dttm_col, actual_ds.main_dttm_col)
self.assertEquals(len(expected_ds.metrics), len(actual_ds.metrics))
self.assertEquals(len(expected_ds.columns), len(actual_ds.columns))
self.assertEquals(
set([c.column_name for c in expected_ds.columns]),
set([c.column_name for c in actual_ds.columns]))
self.assertEquals(
set([m.metric_name for m in expected_ds.metrics]),
set([m.metric_name for m in actual_ds.metrics]))
def assert_slice_equals(self, expected_slc, actual_slc):
self.assertEquals(expected_slc.slice_name, actual_slc.slice_name)
self.assertEquals(
expected_slc.datasource_type, actual_slc.datasource_type)
self.assertEquals(expected_slc.viz_type, actual_slc.viz_type)
self.assertEquals(
json.loads(expected_slc.params), json.loads(actual_slc.params))
def test_export_1_dashboard(self):
birth_dash = self.get_dash_by_slug('births')
export_dash_url = (
'/dashboardmodelview/export_dashboards_form?id={}&action=go'
.format(birth_dash.id)
)
resp = self.client.get(export_dash_url)
exported_dashboards = pickle.loads(resp.data)['dashboards']
self.assert_dash_equals(birth_dash, exported_dashboards[0])
self.assertEquals(
birth_dash.id,
json.loads(exported_dashboards[0].json_metadata)['remote_id'])
exported_tables = pickle.loads(resp.data)['datasources']
self.assertEquals(1, len(exported_tables))
self.assert_table_equals(
self.get_table_by_name('birth_names'), exported_tables[0])
def test_export_2_dashboards(self):
birth_dash = self.get_dash_by_slug('births')
world_health_dash = self.get_dash_by_slug('world_health')
export_dash_url = (
'/dashboardmodelview/export_dashboards_form?id={}&id={}&action=go'
.format(birth_dash.id, world_health_dash.id))
resp = self.client.get(export_dash_url)
exported_dashboards = sorted(pickle.loads(resp.data)['dashboards'],
key=lambda d: d.dashboard_title)
self.assertEquals(2, len(exported_dashboards))
self.assert_dash_equals(birth_dash, exported_dashboards[0])
self.assertEquals(
birth_dash.id,
json.loads(exported_dashboards[0].json_metadata)['remote_id']
)
self.assert_dash_equals(world_health_dash, exported_dashboards[1])
self.assertEquals(
world_health_dash.id,
json.loads(exported_dashboards[1].json_metadata)['remote_id']
)
exported_tables = sorted(
pickle.loads(resp.data)['datasources'], key=lambda t: t.table_name)
self.assertEquals(2, len(exported_tables))
self.assert_table_equals(
self.get_table_by_name('birth_names'), exported_tables[0])
self.assert_table_equals(
self.get_table_by_name('wb_health_population'), exported_tables[1])
def test_import_1_slice(self):
expected_slice = self.create_slice('Import Me', id=10001);
slc_id = models.Slice.import_obj(expected_slice, import_time=1989)
slc = self.get_slice(slc_id)
self.assertEquals(slc.datasource.perm, slc.perm)
self.assert_slice_equals(expected_slice, slc)
table_id = self.get_table_by_name('wb_health_population').id
self.assertEquals(table_id, self.get_slice(slc_id).datasource_id)
def test_import_2_slices_for_same_table(self):
table_id = self.get_table_by_name('wb_health_population').id
# table_id != 666, import func will have to find the table
slc_1 = self.create_slice('Import Me 1', ds_id=666, id=10002)
slc_id_1 = models.Slice.import_obj(slc_1)
slc_2 = self.create_slice('Import Me 2', ds_id=666, id=10003)
slc_id_2 = models.Slice.import_obj(slc_2)
imported_slc_1 = self.get_slice(slc_id_1)
imported_slc_2 = self.get_slice(slc_id_2)
self.assertEquals(table_id, imported_slc_1.datasource_id)
self.assert_slice_equals(slc_1, imported_slc_1)
self.assertEquals(imported_slc_1.datasource.perm, imported_slc_1.perm)
self.assertEquals(table_id, imported_slc_2.datasource_id)
self.assert_slice_equals(slc_2, imported_slc_2)
self.assertEquals(imported_slc_2.datasource.perm, imported_slc_2.perm)
def test_import_slices_for_non_existent_table(self):
with self.assertRaises(IndexError):
models.Slice.import_obj(self.create_slice(
'Import Me 3', id=10004, table_name='non_existent'))
def test_import_slices_override(self):
slc = self.create_slice('Import Me New', id=10005)
slc_1_id = models.Slice.import_obj(slc, import_time=1990)
slc.slice_name = 'Import Me New'
slc_2_id = models.Slice.import_obj(
self.create_slice('Import Me New', id=10005), import_time=1990)
self.assertEquals(slc_1_id, slc_2_id)
imported_slc = self.get_slice(slc_2_id)
self.assert_slice_equals(slc, imported_slc)
def test_import_empty_dashboard(self):
empty_dash = self.create_dashboard('empty_dashboard', id=10001)
imported_dash_id = models.Dashboard.import_obj(
empty_dash, import_time=1989)
imported_dash = self.get_dash(imported_dash_id)
self.assert_dash_equals(
empty_dash, imported_dash, check_position=False)
def test_import_dashboard_1_slice(self):
slc = self.create_slice('health_slc', id=10006)
dash_with_1_slice = self.create_dashboard(
'dash_with_1_slice', slcs=[slc], id=10002)
dash_with_1_slice.position_json = """
[{{
"col": 5,
"row": 10,
"size_x": 4,
"size_y": 2,
"slice_id": "{}"
}}]
""".format(slc.id)
imported_dash_id = models.Dashboard.import_obj(
dash_with_1_slice, import_time=1990)
imported_dash = self.get_dash(imported_dash_id)
expected_dash = self.create_dashboard(
'dash_with_1_slice', slcs=[slc], id=10002)
make_transient(expected_dash)
self.assert_dash_equals(
expected_dash, imported_dash, check_position=False)
self.assertEquals({"remote_id": 10002, "import_time": 1990},
json.loads(imported_dash.json_metadata))
expected_position = dash_with_1_slice.position_array
expected_position[0]['slice_id'] = '{}'.format(
imported_dash.slices[0].id)
self.assertEquals(expected_position, imported_dash.position_array)
def test_import_dashboard_2_slices(self):
e_slc = self.create_slice('e_slc', id=10007, table_name='energy_usage')
b_slc = self.create_slice('b_slc', id=10008, table_name='birth_names')
dash_with_2_slices = self.create_dashboard(
'dash_with_2_slices', slcs=[e_slc, b_slc], id=10003)
dash_with_2_slices.json_metadata = json.dumps({
"remote_id": 10003,
"filter_immune_slices": ["{}".format(e_slc.id)],
"expanded_slices": {
"{}".format(e_slc.id): True,
"{}".format(b_slc.id): False
}
})
imported_dash_id = models.Dashboard.import_obj(
dash_with_2_slices, import_time=1991)
imported_dash = self.get_dash(imported_dash_id)
expected_dash = self.create_dashboard(
'dash_with_2_slices', slcs=[e_slc, b_slc], id=10003)
make_transient(expected_dash)
self.assert_dash_equals(
imported_dash, expected_dash, check_position=False)
i_e_slc = self.get_slice_by_name('e_slc')
i_b_slc = self.get_slice_by_name('b_slc')
expected_json_metadata = {
"remote_id": 10003,
"import_time": 1991,
"filter_immune_slices": ["{}".format(i_e_slc.id)],
"expanded_slices": {
'{}'.format(i_e_slc.id): True,
'{}'.format(i_b_slc.id): False
}
}
self.assertEquals(expected_json_metadata,
json.loads(imported_dash.json_metadata))
def test_import_override_dashboard_2_slices(self):
e_slc = self.create_slice('e_slc', id=10009, table_name='energy_usage')
b_slc = self.create_slice('b_slc', id=10010, table_name='birth_names')
dash_to_import = self.create_dashboard(
'override_dashboard', slcs=[e_slc, b_slc], id=10004)
imported_dash_id_1 = models.Dashboard.import_obj(
dash_to_import, import_time=1992)
# create new instances of the slices
e_slc = self.create_slice(
'e_slc', id=10009, table_name='energy_usage')
b_slc = self.create_slice(
'b_slc', id=10010, table_name='birth_names')
c_slc = self.create_slice('c_slc', id=10011, table_name='birth_names')
dash_to_import_override = self.create_dashboard(
'override_dashboard_new', slcs=[e_slc, b_slc, c_slc], id=10004)
imported_dash_id_2 = models.Dashboard.import_obj(
dash_to_import_override, import_time=1992)
# override doesn't change the id
self.assertEquals(imported_dash_id_1, imported_dash_id_2)
expected_dash = self.create_dashboard(
'override_dashboard_new', slcs=[e_slc, b_slc, c_slc], id=10004)
make_transient(expected_dash)
imported_dash = self.get_dash(imported_dash_id_2)
self.assert_dash_equals(
expected_dash, imported_dash, check_position=False)
self.assertEquals({"remote_id": 10004, "import_time": 1992},
json.loads(imported_dash.json_metadata))
def test_import_table_no_metadata(self):
table = self.create_table('pure_table', id=10001)
imported_id = models.SqlaTable.import_obj(table, import_time=1989)
imported = self.get_table(imported_id)
self.assert_table_equals(table, imported)
def test_import_table_1_col_1_met(self):
table = self.create_table(
'table_1_col_1_met', id=10002,
cols_names=["col1"], metric_names=["metric1"])
imported_id = models.SqlaTable.import_obj(table, import_time=1990)
imported = self.get_table(imported_id)
self.assert_table_equals(table, imported)
self.assertEquals(
{'remote_id': 10002, 'import_time': 1990, 'database_name': 'main'},
json.loads(imported.params))
def test_import_table_2_col_2_met(self):
table = self.create_table(
'table_2_col_2_met', id=10003, cols_names=['c1', 'c2'],
metric_names=['m1', 'm2'])
imported_id = models.SqlaTable.import_obj(table, import_time=1991)
imported = self.get_table(imported_id)
self.assert_table_equals(table, imported)
def test_import_table_override(self):
table = self.create_table(
'table_override', id=10003, cols_names=['col1'],
metric_names=['m1'])
imported_id = models.SqlaTable.import_obj(table, import_time=1991)
table_over = self.create_table(
'table_override', id=10003, cols_names=['new_col1', 'col2', 'col3'],
metric_names=['new_metric1'])
imported_over_id = models.SqlaTable.import_obj(
table_over, import_time=1992)
imported_over = self.get_table(imported_over_id)
self.assertEquals(imported_id, imported_over.id)
expected_table = self.create_table(
'table_override', id=10003, metric_names=['new_metric1', 'm1'],
cols_names=['col1', 'new_col1', 'col2', 'col3'])
self.assert_table_equals(expected_table, imported_over)
def test_import_table_override_idential(self):
table = self.create_table(
'copy_cat', id=10004, cols_names=['new_col1', 'col2', 'col3'],
metric_names=['new_metric1'])
imported_id = models.SqlaTable.import_obj(table, import_time=1993)
copy_table = self.create_table(
'copy_cat', id=10004, cols_names=['new_col1', 'col2', 'col3'],
metric_names=['new_metric1'])
imported_id_copy = models.SqlaTable.import_obj(
copy_table, import_time=1994)
self.assertEquals(imported_id, imported_id_copy)
self.assert_table_equals(copy_table, self.get_table(imported_id))
def test_import_druid_no_metadata(self):
datasource = self.create_druid_datasource('pure_druid', id=10001)
imported_id = models.DruidDatasource.import_obj(
datasource, import_time=1989)
imported = self.get_datasource(imported_id)
self.assert_datasource_equals(datasource, imported)
def test_import_druid_1_col_1_met(self):
datasource = self.create_druid_datasource(
'druid_1_col_1_met', id=10002,
cols_names=["col1"], metric_names=["metric1"])
imported_id = models.DruidDatasource.import_obj(
datasource, import_time=1990)
imported = self.get_datasource(imported_id)
self.assert_datasource_equals(datasource, imported)
self.assertEquals(
{'remote_id': 10002, 'import_time': 1990,
'database_name': 'druid_test'},
json.loads(imported.params))
def test_import_druid_2_col_2_met(self):
datasource = self.create_druid_datasource(
'druid_2_col_2_met', id=10003, cols_names=['c1', 'c2'],
metric_names=['m1', 'm2'])
imported_id = models.DruidDatasource.import_obj(
datasource, import_time=1991)
imported = self.get_datasource(imported_id)
self.assert_datasource_equals(datasource, imported)
def test_import_druid_override(self):
datasource = self.create_druid_datasource(
'druid_override', id=10003, cols_names=['col1'],
metric_names=['m1'])
imported_id = models.DruidDatasource.import_obj(
datasource, import_time=1991)
table_over = self.create_druid_datasource(
'druid_override', id=10003,
cols_names=['new_col1', 'col2', 'col3'],
metric_names=['new_metric1'])
imported_over_id = models.DruidDatasource.import_obj(
table_over, import_time=1992)
imported_over = self.get_datasource(imported_over_id)
self.assertEquals(imported_id, imported_over.id)
expected_datasource = self.create_druid_datasource(
'druid_override', id=10003, metric_names=['new_metric1', 'm1'],
cols_names=['col1', 'new_col1', 'col2', 'col3'])
self.assert_datasource_equals(expected_datasource, imported_over)
def test_import_druid_override_idential(self):
datasource = self.create_druid_datasource(
'copy_cat', id=10004, cols_names=['new_col1', 'col2', 'col3'],
metric_names=['new_metric1'])
imported_id = models.DruidDatasource.import_obj(
datasource, import_time=1993)
copy_datasource = self.create_druid_datasource(
'copy_cat', id=10004, cols_names=['new_col1', 'col2', 'col3'],
metric_names=['new_metric1'])
imported_id_copy = models.DruidDatasource.import_obj(
copy_datasource, import_time=1994)
self.assertEquals(imported_id, imported_id_copy)
self.assert_datasource_equals(
copy_datasource, self.get_datasource(imported_id))
if __name__ == '__main__':
unittest.main()