pipelines/sdk/python/kfp/components_tests/test_structure_model_base.py

307 lines
11 KiB
Python

# Copyright 2018 The Kubeflow Authors
#
# Licensed 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 os
import sys
import unittest
from pathlib import Path
from typing import List, Dict, Union, Optional
from ..components.modelbase import ModelBase
class TestModel1(ModelBase):
_serialized_names = {
'prop_1': 'prop1',
'prop_2': 'prop 2',
'prop_3': '@@',
}
def __init__(
self,
prop_0: str,
prop_1: Optional[str] = None,
prop_2: Union[int, str, bool] = '',
prop_3: 'TestModel1' = None,
prop_4: Optional[Dict[str, 'TestModel1']] = None,
prop_5: Optional[Union['TestModel1', List['TestModel1'],
Dict[str, 'TestModel1']]] = None,
prop_6: Optional[Union[str, List, Dict]] = None,
):
#print(locals())
super().__init__(locals())
class StructureModelBaseTestCase(unittest.TestCase):
def test_handle_type_check_for_simple_builtin(self):
self.assertEqual(TestModel1(prop_0='value 0').prop_0, 'value 0')
with self.assertRaises(TypeError):
TestModel1(prop_0=1)
with self.assertRaises(TypeError):
TestModel1(prop_0=None)
with self.assertRaises(TypeError):
TestModel1(prop_0=TestModel1(prop_0='value 0'))
def test_handle_type_check_for_optional_builtin(self):
self.assertEqual(
TestModel1(prop_0='', prop_1='value 1').prop_1, 'value 1')
self.assertEqual(TestModel1(prop_0='', prop_1=None).prop_1, None)
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_1=1)
with self.assertRaises(TypeError):
TestModel1(
prop_0='', prop_1=TestModel1(prop_0='', prop_1='value 1'))
def test_handle_type_check_for_union_builtin(self):
self.assertEqual(
TestModel1(prop_0='', prop_2='value 2').prop_2, 'value 2')
self.assertEqual(TestModel1(prop_0='', prop_2=22).prop_2, 22)
self.assertEqual(TestModel1(prop_0='', prop_2=True).prop_2, True)
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_2=None)
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_2=22.22)
with self.assertRaises(TypeError):
TestModel1(
prop_0='', prop_2=TestModel1(prop_0='', prop_2='value 2'))
def test_handle_type_check_for_class(self):
val3 = TestModel1(prop_0='value 0')
self.assertEqual(TestModel1(prop_0='', prop_3=val3).prop_3, val3)
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_3=1)
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_3='value 3')
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_3=[val3])
def test_handle_type_check_for_dict_class(self):
val4 = TestModel1(prop_0='value 0')
self.assertEqual(
TestModel1(prop_0='', prop_4={
'key 4': val4
}).prop_4['key 4'], val4)
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_4=1)
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_4='value 4')
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_4=[val4])
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_4={42: val4})
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_4={'key 4': [val4]})
def test_handle_type_check_for_union_dict_class(self):
val5 = TestModel1(prop_0='value 0')
self.assertEqual(TestModel1(prop_0='', prop_5=val5).prop_5, val5)
self.assertEqual(TestModel1(prop_0='', prop_5=[val5]).prop_5[0], val5)
self.assertEqual(
TestModel1(prop_0='', prop_5={
'key 5': val5
}).prop_5['key 5'], val5)
self.assertEqual(TestModel1(prop_0='', prop_5=None).prop_5, None)
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_5=1)
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_5='value 5')
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_5={'key 5': 'value 5'})
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_5={42: val5})
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_5={'key 5': [val5]})
def test_handle_type_check_for_open_generic_classes(self):
val6 = TestModel1(prop_0='value 0')
self.assertEqual(TestModel1(prop_0='', prop_6='val6').prop_6, 'val6')
self.assertEqual(TestModel1(prop_0='', prop_6=[val6]).prop_6[0], val6)
self.assertEqual(
TestModel1(prop_0='', prop_6={
'key 6': val6
}).prop_6['key 6'], val6)
self.assertEqual(TestModel1(prop_0='', prop_6=None).prop_6, None)
with self.assertRaises(TypeError):
TestModel1(prop_0='', prop_6=1)
def test_handle_from_to_dict_for_simple_builtin(self):
struct0 = {'prop_0': 'value 0'}
obj0 = TestModel1.from_dict(struct0)
self.assertEqual(obj0.prop_0, 'value 0')
self.assertDictEqual(obj0.to_dict(), struct0)
with self.assertRaises(AttributeError): #TypeError:
TestModel1.from_dict(None)
with self.assertRaises(AttributeError): #TypeError:
TestModel1.from_dict('')
with self.assertRaises(TypeError):
TestModel1.from_dict({})
with self.assertRaises(TypeError):
TestModel1.from_dict({'prop0': 'value 0'})
def test_handle_from_to_dict_for_optional_builtin(self):
struct11 = {'prop_0': '', 'prop1': 'value 1'}
obj11 = TestModel1.from_dict(struct11)
self.assertEqual(obj11.prop_1, struct11['prop1'])
self.assertDictEqual(obj11.to_dict(), struct11)
struct12 = {'prop_0': '', 'prop1': None}
obj12 = TestModel1.from_dict(struct12)
self.assertEqual(obj12.prop_1, None)
self.assertDictEqual(obj12.to_dict(), {'prop_0': ''})
with self.assertRaises(TypeError):
TestModel1.from_dict({'prop_0': '', 'prop 1': ''})
with self.assertRaises(TypeError):
TestModel1.from_dict({'prop_0': '', 'prop1': 1})
def test_handle_from_to_dict_for_union_builtin(self):
struct21 = {'prop_0': '', 'prop 2': 'value 2'}
obj21 = TestModel1.from_dict(struct21)
self.assertEqual(obj21.prop_2, struct21['prop 2'])
self.assertDictEqual(obj21.to_dict(), struct21)
struct22 = {'prop_0': '', 'prop 2': 22}
obj22 = TestModel1.from_dict(struct22)
self.assertEqual(obj22.prop_2, struct22['prop 2'])
self.assertDictEqual(obj22.to_dict(), struct22)
struct23 = {'prop_0': '', 'prop 2': True}
obj23 = TestModel1.from_dict(struct23)
self.assertEqual(obj23.prop_2, struct23['prop 2'])
self.assertDictEqual(obj23.to_dict(), struct23)
with self.assertRaises(TypeError):
TestModel1.from_dict({'prop_0': 'ZZZ', 'prop 2': None})
with self.assertRaises(TypeError):
TestModel1.from_dict({'prop_0': '', 'prop 2': 22.22})
def test_handle_from_to_dict_for_class(self):
val3 = TestModel1(prop_0='value 0')
struct31 = {
'prop_0': '',
'@@': val3.to_dict()
} #{'prop_0': '', '@@': TestModel1(prop_0='value 0')} is also valid for from_dict, but this cannot happen when parsing for real
obj31 = TestModel1.from_dict(struct31)
self.assertEqual(obj31.prop_3, val3)
self.assertDictEqual(obj31.to_dict(), struct31)
with self.assertRaises(TypeError):
TestModel1.from_dict({'prop_0': '', '@@': 'value 3'})
def test_handle_from_to_dict_for_dict_class(self):
val4 = TestModel1(prop_0='value 0')
struct41 = {'prop_0': '', 'prop_4': {'val 4': val4.to_dict()}}
obj41 = TestModel1.from_dict(struct41)
self.assertEqual(obj41.prop_4['val 4'], val4)
self.assertDictEqual(obj41.to_dict(), struct41)
with self.assertRaises(TypeError):
TestModel1.from_dict({'prop_0': '', 'prop_4': {44: val4.to_dict()}})
def test_handle_from_to_dict_for_union_dict_class(self):
val5 = TestModel1(prop_0='value 0')
struct51 = {'prop_0': '', 'prop_5': val5.to_dict()}
obj51 = TestModel1.from_dict(struct51)
self.assertEqual(obj51.prop_5, val5)
self.assertDictEqual(obj51.to_dict(), struct51)
struct52 = {'prop_0': '', 'prop_5': [val5.to_dict()]}
obj52 = TestModel1.from_dict(struct52)
self.assertListEqual(obj52.prop_5, [val5])
self.assertDictEqual(obj52.to_dict(), struct52)
with self.assertRaises(TypeError):
TestModel1.from_dict({'prop_0': '', 'prop_5': {44: val5.to_dict()}})
with self.assertRaises(TypeError):
TestModel1.from_dict({
'prop_0': '',
'prop_5': [val5.to_dict(), None]
})
def test_handle_from_to_dict_for_open_generic_class(self):
value61 = "value 6 1"
struct61 = {'prop_0': '', 'prop_6': value61}
obj61 = TestModel1.from_dict(struct61)
self.assertEqual(obj61.prop_6, value61)
self.assertEqual(obj61.to_dict(), struct61)
value62 = ["value 6 2"]
struct62 = {'prop_0': '', 'prop_6': value62}
obj62 = TestModel1.from_dict(struct62)
self.assertEqual(obj62.prop_6, value62)
self.assertEqual(obj62.to_dict(), struct62)
value63 = {"key 6 3": "value 6 3"}
struct63 = {'prop_0': '', 'prop_6': value63}
obj63 = TestModel1.from_dict(struct63)
self.assertEqual(obj63.prop_6, value63)
self.assertEqual(obj63.to_dict(), struct63)
with self.assertRaises(TypeError):
TestModel1.from_dict({'prop_0': '', 'prop_6': 64})
def test_handle_comparisons(self):
class A(ModelBase):
def __init__(self, a, b):
super().__init__(locals())
self.assertEqual(A(1, 2), A(1, 2))
self.assertNotEqual(A(1, 2), A(1, 3))
class B(ModelBase):
def __init__(self, a, b):
super().__init__(locals())
self.assertNotEqual(A(1, 2), B(1, 2))
if __name__ == '__main__':
unittest.main()