1
|
|
|
import inspect |
2
|
|
|
import pytest |
3
|
|
|
|
4
|
|
|
|
5
|
|
|
@pytest.fixture |
6
|
|
|
def client_pandas_tabular_implementation(): |
7
|
|
|
"""Client code that defines an Engine Backend""" |
8
|
|
|
from so_magic.data.interfaces import TabularRetriever, TabularIterator, TabularMutator |
9
|
|
|
|
10
|
|
|
class TestPDTabularRetrieverDelegate(TabularRetriever): |
11
|
|
|
|
12
|
|
|
@classmethod |
13
|
|
|
def column(cls, identifier, data): |
14
|
|
|
return inspect.currentframe().f_code.co_name |
15
|
|
|
|
16
|
|
|
def row(self, identifier, data): |
17
|
|
|
return inspect.currentframe().f_code.co_name |
18
|
|
|
|
19
|
|
|
@classmethod |
20
|
|
|
def nb_columns(cls, data): |
21
|
|
|
return inspect.currentframe().f_code.co_name |
22
|
|
|
|
23
|
|
|
@classmethod |
24
|
|
|
def nb_rows(cls, data): |
25
|
|
|
return inspect.currentframe().f_code.co_name |
26
|
|
|
|
27
|
|
|
@classmethod |
28
|
|
|
def get_numerical_attributes(cls, data): |
29
|
|
|
return inspect.currentframe().f_code.co_name |
30
|
|
|
|
31
|
|
|
class TestPDTabularIteratorDelegate(TabularIterator): |
32
|
|
|
|
33
|
|
|
def columnnames(self, data): |
34
|
|
|
return inspect.currentframe().f_code.co_name |
35
|
|
|
|
36
|
|
|
@classmethod |
37
|
|
|
def iterrows(cls, data): |
38
|
|
|
return inspect.currentframe().f_code.co_name |
39
|
|
|
|
40
|
|
|
@classmethod |
41
|
|
|
def itercolumns(cls, data): |
42
|
|
|
return inspect.currentframe().f_code.co_name |
43
|
|
|
|
44
|
|
|
class TestPDTabularMutatorDelegate(TabularMutator): |
45
|
|
|
|
46
|
|
|
@classmethod |
47
|
|
|
def add_column(cls, datapoints, values, new_attribute, **kwargs): |
48
|
|
|
return inspect.currentframe().f_code.co_name |
49
|
|
|
|
50
|
|
|
BACKEND = { |
51
|
|
|
'backend_id': 'test-pd', |
52
|
|
|
'backend_name': 'test-pandas', |
53
|
|
|
'interfaces': [ |
54
|
|
|
TestPDTabularRetrieverDelegate, |
55
|
|
|
TestPDTabularIteratorDelegate, |
56
|
|
|
TestPDTabularMutatorDelegate, |
57
|
|
|
] |
58
|
|
|
} |
59
|
|
|
|
60
|
|
|
return BACKEND |
61
|
|
|
|
62
|
|
|
|
63
|
|
|
@pytest.fixture |
64
|
|
|
def built_in_n_client_backends(built_in_backends, client_pandas_tabular_implementation): |
65
|
|
|
CLIENT_BACKENDS = [ |
66
|
|
|
client_pandas_tabular_implementation, |
67
|
|
|
] |
68
|
|
|
|
69
|
|
|
built_in_backends.add(*CLIENT_BACKENDS) |
70
|
|
|
return built_in_backends |
71
|
|
|
|
72
|
|
|
|
73
|
|
|
@pytest.fixture(params=[ |
74
|
|
|
['test-pd'], # client backend |
75
|
|
|
['pd'], # so magic built in (default) backend |
76
|
|
|
]) |
77
|
|
|
def engine_backend(request, built_in_n_client_backends): |
78
|
|
|
return built_in_n_client_backends.backends[request.param[0]] |
79
|
|
|
|
80
|
|
|
|
81
|
|
|
def test_delegate_sanity_check2(built_in_n_client_backends, engine_backend, tabular_operators, data_manager): |
82
|
|
|
dt_manager = data_manager() |
83
|
|
|
assert dt_manager.engine.backend.id == 'pd' |
84
|
|
|
|
85
|
|
|
dt_manager.engine.backend = engine_backend |
86
|
|
|
assert dt_manager.engine.backend.id == engine_backend.id |
87
|
|
|
assert all(all(hasattr(getattr(engine_backend, operator_interface_name)(), required_method_name) |
88
|
|
|
for required_method_name in required_methods) |
89
|
|
|
for operator_interface_name, required_methods in tabular_operators['required_methods']) |
90
|
|
|
|
91
|
|
|
|
92
|
|
|
def test_client_backend(built_in_n_client_backends, tabular_operators): |
93
|
|
|
# just invoke all methods of each operator as a 'smoke test' |
94
|
|
|
assert all(all(getattr(built_in_n_client_backends.implementations['test-pd'][operator_interface_name](), m) |
95
|
|
|
(*list([None] * tabular_operators['get_nb_args'](operator_interface_name, m))) == m |
96
|
|
|
for m in required_methods) |
97
|
|
|
for operator_interface_name, required_methods in tabular_operators['required_methods']) |
98
|
|
|
|