File: test_owtable.py

package info (click to toggle)
orange3 3.40.0-1
  • links: PTS, VCS
  • area: main
  • in suites:
  • size: 15,908 kB
  • sloc: python: 162,745; ansic: 622; makefile: 322; sh: 93; cpp: 77
file content (323 lines) | stat: -rw-r--r-- 13,054 bytes parent folder | download
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
# pylint: disable=protected-access
import unittest
from unittest.mock import patch

from AnyQt.QtCore import Qt

from orangewidget.tests.utils import excepthook_catch

from Orange.widgets.data.owtable import OWTable
from Orange.widgets.tests.base import WidgetTest, WidgetOutputsTestMixin
from Orange.data import Table, Domain
from Orange.data.sql.table import SqlTable
from Orange.tests.sql.base import DataBaseTest as dbt


class TestOWTable(WidgetTest, WidgetOutputsTestMixin):
    @classmethod
    def setUpClass(cls):
        super().setUpClass()
        WidgetOutputsTestMixin.init(cls,
                                    output_all_on_no_selection=True)

        cls.signal_name = OWTable.Inputs.data
        cls.signal_data = cls.data  # pylint: disable=no-member

    def setUp(self):
        super().setUp()
        self.widget = self.create_widget(OWTable)

    def test_input_data(self):
        self.send_signal(self.widget.Inputs.data, self.data)
        self.assertIs(self.widget.input.table, self.data)
        self.assertIs(self.widget.view.model().source, self.data)
        self.send_signal(self.widget.Inputs.data, None)
        self.assertIsNone(self.widget.input)
        self.assertIsNone(self.widget.view.model())

    def test_input_data_empty(self):
        self.send_signal(self.widget.Inputs.data, self.data[:0])
        output = self.get_output(self.widget.Outputs.annotated_data)
        self.assertIsNone(output)

    def test_data_model(self):
        self.send_signal(self.widget.Inputs.data, self.data)
        self.assertEqual(self.widget.view.model().rowCount(), len(self.data))

    def test_reset_select(self):
        self.send_signal(self.widget.Inputs.data, self.data)
        self._select_data()
        self.send_signal(self.widget.Inputs.data, Table('heart_disease'))
        self.assertListEqual([], self.widget.stored_selection["columns"])
        self.assertListEqual([], self.widget.stored_selection["rows"])

    def test_clear_selection(self):
        self.send_signal(self.widget.Inputs.data, self.data)
        self.assertFalse(self.widget.clear_button.isEnabled())
        self._select_data()
        self.assertTrue(self.widget.clear_button.isEnabled())
        self.widget.clear_button.click()
        self.assertListEqual([], self.widget.stored_selection["columns"])
        self.assertListEqual([], self.widget.stored_selection["rows"])
        self.assertFalse(self.widget.clear_button.isEnabled())

    def _select_data(self):
        self.widget.set_selection(
            list(range(0, len(self.data), 10)),
            list(range(len(self.data.domain.variables))),
        )
        return self.widget.stored_selection["rows"]

    def test_attrs_appear_in_corner_text(self):
        domain = self.data.domain
        new_domain = Domain(
            domain.attributes[1:], domain.class_var, domain.attributes[:1])
        new_domain.metas[0].attributes = {"c": "foo"}
        new_domain.attributes[0].attributes = {"a": "bar", "c": "baz"}
        new_domain.class_var.attributes = {"b": "foo"}
        self.send_signal(self.widget.Inputs.data, self.data.transform(new_domain))
        self.assertEqual(self.widget.view.cornerText(), "\na\nb\nc")

    def test_unconditional_commit_on_new_signal(self):
        with patch.object(self.widget.commit, 'now') as commit:
            self.widget.auto_commit = False
            commit.reset_mock()
            self.send_signal(self.widget.Inputs.data, self.data)
            commit.assert_called()

    def test_pending_selection(self):
        widget = self.create_widget(OWTable, stored_settings={
            "stored_selection": {
                "rows": [5, 6, 7, 8, 9],
                "columns": list(range(len(self.data.domain.variables)))
            }
        })
        self.send_signal(widget.Inputs.data, None)
        self.send_signal(widget.Inputs.data, self.data)
        output = self.get_output(widget.Outputs.selected_data)
        self.assertEqual(5, len(output))

    def test_pending_sorted_selection(self):
        rows = [5, 6, 7, 8, 9, 55, 56, 57, 58, 59]
        widget = self.create_widget(OWTable, stored_settings={
            "stored_selection": {
                "rows": rows,
                "columns": list(range(len(self.data.domain.variables)))
            },
            "stored_sort": [("sepal length", 1), ("sepal width", -1)]
        })
        self.send_signal(widget.Inputs.data, None)
        self.assertFalse(widget.restore_button.isEnabled())
        self.send_signal(widget.Inputs.data, self.data)
        self.assertTrue(widget.restore_button.isEnabled())
        self.assertEqual(widget.view.horizontalHeader().sortIndicatorOrder(),
                         Qt.DescendingOrder)
        self.assertEqual(widget.view.horizontalHeader().sortIndicatorSection(), 2)
        output = self.get_output(widget.Outputs.selected_data)
        self.assertEqual(len(rows), len(output))
        sepal_width = output.get_column("sepal width").tolist()
        sepal_length = output.get_column("sepal length").tolist()
        self.assertSequenceEqual(sepal_width, sorted(sepal_width, reverse=True))
        dd = list(zip(sepal_length, sepal_width))
        dd_sorted = sorted(dd, key=lambda t: t[0])
        dd_sorted = sorted(dd_sorted, key=lambda t: t[1], reverse=True)
        self.assertSequenceEqual(dd, dd_sorted)
        ids = self.data[rows].ids
        self.assertSetEqual(set(output.ids), set(ids))

    def test_missing_sort_column_shows_warning(self):
        widget = self.create_widget(OWTable, stored_settings={
            "stored_sort": [("sepal length", 1), ("no such column", -1)]
        })
        self.send_signal(widget.Inputs.data, self.data)
        self.assertTrue(widget.Warning.missing_sort_columns.is_shown())
        self.send_signal(widget.Inputs.data, None)
        self.assertFalse(widget.Warning.missing_sort_columns.is_shown())

    def test_sorting(self):
        self.send_signal(self.widget.Inputs.data, self.data)
        self.widget.set_selection(
            [0, 1, 2, 3, 4],
            list(range(len(self.data.domain.variables)))
        )
        output = self.get_output(self.widget.Outputs.selected_data)
        output = output.get_column(0)
        output_original = output.tolist()
        self.assertFalse(self.widget.restore_button.isEnabled())

        self.widget.view.sortByColumn(1, Qt.AscendingOrder)
        self.assertTrue(self.widget.restore_button.isEnabled())
        self.assertEqual(self.widget.stored_sort, [('sepal length', 1)])
        output = self.get_output(self.widget.Outputs.selected_data)
        output = output.get_column(0)
        output_sorted = output.tolist()

        # the two outputs should not be the same.
        self.assertTrue(output_original != output_sorted)

        # check if output after sorting is actually sorted.
        self.assertTrue(sorted(output_original) == output_sorted)
        self.assertTrue(sorted(output_sorted) == output_sorted)

        self.widget.restore_order()
        self.assertFalse(self.widget.restore_button.isEnabled())
        output = self.get_output(self.widget.Outputs.selected_data)
        self.assertEqual(output.get_column(0).tolist(), output_original)

        # Check that output is the same with no sorting and cleared selection.
        self.widget.set_selection([], [])
        output = self.get_output(self.widget.Outputs.selected_data)
        self.assertIs(output, self.data)

    def test_sort_basket_column(self):
        data = self.data.to_sparse()
        self.send_signal(self.widget.Inputs.data, data)
        self.widget.view.sortByColumn(0, Qt.AscendingOrder)
        self.assertEqual(self.widget.stored_sort, [("iris", 1)])
        self.widget.view.sortByColumn(1, Qt.AscendingOrder)
        self.assertEqual(self.widget.stored_sort,
                         [("iris", 1), ("\\BASKET(FEATURES)", 1)])
        # test restore
        w = self.create_widget(OWTable, stored_settings={
            "stored_sort": self.widget.stored_sort
        })
        self.send_signal(w.Inputs.data, data)
        self.assertEqual(w.stored_sort, self.widget.stored_sort)
        output_a = self.get_output(self.widget.Outputs.selected_data)
        output_b = self.get_output(w.Outputs.selected_data)
        self.assertEqual(output_a.ids.tolist(), output_b.ids.tolist())

    def test_info(self):
        info_text = self.widget.info_text
        no_input = "No data."
        self.assertEqual(info_text.text(), no_input)

    def test_show_distributions(self):
        w = self.widget
        self.send_signal(w.Inputs.data, self.data)
        # run through the delegate paint routines
        with excepthook_catch():
            w.grab()
        w.controls.show_distributions.toggle()
        with excepthook_catch():
            w.grab()
        w.controls.color_by_class.toggle()
        with excepthook_catch():
            w.grab()
        w.controls.show_distributions.toggle()

    def test_whole_rows(self):
        w = self.widget
        self.send_signal(w.Inputs.data, self.data)
        self.assertTrue(w.select_rows)  # default value
        with excepthook_catch():
            w.controls.select_rows.toggle()
        self.assertFalse(w.select_rows)
        w.set_selection([0, 1, 2, 3], [0, 1])
        out = self.get_output(w.Outputs.selected_data)
        self.assertEqual(out.domain,
                         Domain([self.data.domain.attributes[0]], self.data.domain.class_var))
        with excepthook_catch():
            w.controls.select_rows.toggle()
        out = self.get_output(w.Outputs.selected_data)
        self.assertTrue(w.select_rows)
        self.assertEqual(out.domain, self.data.domain)

    def test_show_attribute_labels(self):
        w = self.widget
        self.send_signal(w.Inputs.data, self.data)
        self.assertTrue(w.show_attribute_labels)  # default value
        with excepthook_catch():
            w.controls.show_attribute_labels.toggle()
        self.assertFalse(w.show_attribute_labels)

    def test_subset_input(self):
        w = self.widget
        self.send_signal(w.Inputs.data, self.data)
        with patch.object(w.signalManager, "send") as m:
            self.send_signal(w.Inputs.data_subset, self.data[[0, 1, 5]])
            m.assert_not_called()
        w.view.grab()  # cover delegate painting methods

        model = w.view.model()
        self.assertTrue(model.index(0, 0).data(model.SubsetRole))
        self.assertFalse(model.index(2, 0).data(model.SubsetRole))
        self.assertTrue(model.headerData(0, Qt.Vertical, model.SubsetRole))
        self.assertFalse(model.headerData(2, Qt.Vertical, model.SubsetRole))

        with patch.object(w.signalManager, "send") as m:
            self.send_signal(w.Inputs.data_subset, None)
            m.assert_not_called()

        w.view.grab()

        model = w.view.model()
        self.assertFalse(model.index(0, 0).data(model.SubsetRole))
        self.assertFalse(model.headerData(0, Qt.Vertical, model.SubsetRole))


class TestOWTableSQL(TestOWTable, dbt):
    def setUpDB(self):
        # pylint: disable=attribute-defined-outside-init
        conn, iris = self.create_iris_sql_table()
        data = SqlTable(conn, iris, inspect_values=True)
        if self.current_db == "mssql":
            # when loading data from mssql db, Sql widget returns Table (not SqlTable)
            data = Table(data)
        self.data = data.transform(Domain(data.domain.attributes[:-1],
                                          data.domain.attributes[-1]))

    def tearDownDB(self):
        self.drop_iris_sql_table()

    @dbt.run_on(["postgres", "mssql"])
    def test_input_data(self):
        super().test_input_data()

    @unittest.skip("no data output")
    def test_input_data_empty(self):
        super().test_input_data_empty()

    @unittest.skip("approx_len messes up row count")
    def test_data_model(self):
        super().test_data_model()

    @dbt.run_on(["postgres", "mssql"])
    def test_unconditional_commit_on_new_signal(self):
        super().test_unconditional_commit_on_new_signal()

    @dbt.run_on(["postgres", "mssql"])
    def test_reset_select(self):
        super().test_reset_select()

    @dbt.run_on(["postgres", "mssql"])
    def test_attrs_appear_in_corner_text(self):
        super().test_attrs_appear_in_corner_text()

    @unittest.skip("no data output")
    def test_pending_selection(self):
        super().test_pending_selection()

    @unittest.skip("sorting not implemented")
    def test_sorting(self):
        super().test_sorting()

    @unittest.skip("does nothing")
    def test_info(self):
        super().test_info()

    @dbt.run_on(["postgres", "mssql"])
    def test_show_distributions(self):
        super().test_show_distributions()

    @unittest.skip("no data output")
    def test_whole_rows(self):
        super().test_whole_rows()

    @dbt.run_on(["postgres", "mssql"])
    def test_show_attribute_labels(self):
        super().test_show_distributions()


if __name__ == "__main__":
    unittest.main()