File: test_owviolinplot.py

package info (click to toggle)
orange3 3.40.0-1
  • links: PTS, VCS
  • area: main
  • in suites: sid
  • size: 15,908 kB
  • sloc: python: 162,745; ansic: 622; makefile: 322; sh: 93; cpp: 77
file content (427 lines) | stat: -rw-r--r-- 17,465 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
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
# pylint: disable=protected-access
import unittest
from unittest.mock import patch, Mock

import numpy as np

from AnyQt.QtCore import QItemSelectionModel, QPointF, Qt
from AnyQt.QtGui import QFont

from pyqtgraph import ViewBox

from Orange.data import Table, Domain, ContinuousVariable, TimeVariable
from Orange.widgets.tests.base import datasets, simulate, \
    WidgetOutputsTestMixin, WidgetTest
from Orange.widgets.visualize.owviolinplot import OWViolinPlot, \
    ViolinPlotViewBox, scale_density, WIDTH


class TestUtils(unittest.TestCase):
    # pylint: disable=no-self-use
    def test_scale_density_retain_original_data(self):
        array = np.arange(10)
        scaled = scale_density(WIDTH, array, 15, 20)
        np.testing.assert_array_equal(array, np.arange(10))
        np.testing.assert_array_equal(scaled, np.arange(10) / 20)


class TestOWViolinPlot(WidgetTest, WidgetOutputsTestMixin):
    @classmethod
    def setUpClass(cls):
        super().setUpClass()
        WidgetOutputsTestMixin.init(cls)

        cls.signal_name = OWViolinPlot.Inputs.data
        cls.signal_data = cls.data
        cls.housing = Table("housing")

    def setUp(self):
        self.widget = self.create_widget(OWViolinPlot)

    def _select_data(self):
        self.widget.graph._update_selection(QPointF(0, 5), QPointF(0, 6), True)
        assert len(self.widget.selection) == 30
        return self.widget.selection

    def test_kernels(self):
        self.send_signal(self.widget.Inputs.data, self.data)
        kernel_combo = self.widget.controls.kernel_index
        for kernel in self.widget.KERNEL_LABELS[1:]:
            simulate.combobox_activate_item(kernel_combo, kernel)

    def test_no_cont_features(self):
        data = Table("zoo")
        self.send_signal(self.widget.Inputs.data, data)
        self.assertTrue(self.widget.Error.no_cont_features.is_shown())
        self.send_signal(self.widget.Inputs.data, None)
        self.assertFalse(self.widget.Error.no_cont_features.is_shown())

    def test_not_enough_instances(self):
        self.send_signal(self.widget.Inputs.data, self.data[:1])
        self.assertTrue(self.widget.Error.not_enough_instances.is_shown())
        self.send_signal(self.widget.Inputs.data, None)
        self.assertFalse(self.widget.Error.not_enough_instances.is_shown())

    def test_controls(self):
        self.widget.controls.show_strip_plot.setChecked(True)
        self.widget.controls.show_rug_plot.setChecked(True)
        self.widget.controls.order_violins.setChecked(True)
        self.widget.controls.show_grid.setChecked(True)
        self.widget.controls.orientation_index.buttons[0].click()
        self.widget.controls.kernel_index.setCurrentIndex(1)
        self.widget.controls.scale_index.setCurrentIndex(1)

        self.send_signal(self.widget.Inputs.data, self.data)
        self.widget.controls.show_box_plot.setChecked(False)
        self.widget.controls.show_strip_plot.setChecked(False)
        self.widget.controls.show_rug_plot.setChecked(False)
        self.widget.controls.order_violins.setChecked(False)
        self.widget.controls.show_grid.setChecked(False)
        self.widget.controls.orientation_index.buttons[1].click()
        self.widget.controls.kernel_index.setCurrentIndex(0)
        self.widget.controls.scale_index.setCurrentIndex(2)

        self.send_signal(self.widget.Inputs.data, None)
        self.widget.controls.show_box_plot.setChecked(True)
        self.widget.controls.show_strip_plot.setChecked(True)
        self.widget.controls.show_rug_plot.setChecked(True)
        self.widget.controls.order_violins.setChecked(True)
        self.widget.controls.show_grid.setChecked(True)
        self.widget.controls.orientation_index.buttons[0].click()
        self.widget.controls.kernel_index.setCurrentIndex(1)
        self.widget.controls.scale_index.setCurrentIndex(1)

    def test_enable_controls(self):
        self.assertTrue(self.widget.controls.order_violins.isEnabled())
        self.assertTrue(self.widget.controls.scale_index.isEnabled())

        self.send_signal(self.widget.Inputs.data, self.housing)
        self.assertFalse(self.widget.controls.order_violins.isEnabled())
        self.assertFalse(self.widget.controls.scale_index.isEnabled())

        self.send_signal(self.widget.Inputs.data, self.data)
        self.assertTrue(self.widget.controls.order_violins.isEnabled())
        self.assertTrue(self.widget.controls.scale_index.isEnabled())

        self.__select_value(self.widget._group_var_view, "None")
        self.assertFalse(self.widget.controls.order_violins.isEnabled())
        self.assertFalse(self.widget.controls.scale_index.isEnabled())

        self.send_signal(self.widget.Inputs.data, None)
        self.assertTrue(self.widget.controls.order_violins.isEnabled())
        self.assertTrue(self.widget.controls.scale_index.isEnabled())

    @patch("Orange.widgets.visualize.owviolinplot.ViolinPlot.set_show_grid")
    def test_show_grid_sets_show_grid(self, show_grid):
        self.send_signal(self.widget.Inputs.data, self.data)
        self.widget.show_grid = True

        show_grid.reset_mock()
        self.widget.controls.show_grid.click()
        show_grid.assert_called_once()

        show_grid.reset_mock()
        self.widget.controls.show_grid.click()
        show_grid.assert_called_once()

    def test_show_grid_orientation(self):
        if not self.widget.show_grid:
            self.widget.controls.show_grid.click()
        assert self.widget.show_grid

        self.send_signal(self.widget.Inputs.data, self.data)

        self.widget.controls.orientation_index.buttons[1].click()  # Vertical
        get_axis = self.widget.graph.plotItem.getAxis
        self.assertIs(get_axis("bottom").grid, False)
        self.assertIsNot(get_axis("left").grid, False)

        self.widget.controls.orientation_index.buttons[0].click()
        self.assertIsNot(get_axis("bottom").grid, False)
        self.assertIs(get_axis("left").grid, False)

        self.widget.controls.show_grid.click()
        self.assertIs(get_axis("bottom").grid, False)
        self.assertIs(get_axis("left").grid, False)

    def test_datasets(self):
        self.widget.controls.show_strip_plot.setChecked(True)
        self.widget.controls.show_rug_plot.setChecked(True)
        for ds in datasets.datasets():
            self.send_signal(self.widget.Inputs.data, ds)
            for i in range(3):
                cb = self.widget.controls.scale_index
                simulate.combobox_activate_index(cb, i)

    def test_unique_values(self):
        self.send_signal(self.widget.Inputs.data, self.data[:5])
        self.__select_value(self.widget._value_var_view, "petal width")

    def test_paint(self):
        self.send_signal(self.widget.Inputs.data, self.data)
        self.widget.controls.show_strip_plot.setChecked(True)
        self.widget.controls.show_rug_plot.setChecked(True)

        painter = Mock()
        painter.save = Mock()
        painter.drawLine = Mock()
        painter.drawPath = Mock()
        painter.drawRect = Mock()
        painter.restore = Mock()

        item = self.widget.graph._ViolinPlot__violin_items[0]
        item.paint(painter, Mock())
        painter.drawPath.assert_called_once()

        painter.drawLine.reset_mock()
        item = self.widget.graph._ViolinPlot__box_items[0]
        item.paint(painter, Mock(), None)
        self.assertEqual(painter.drawLine.call_count, 2)

        self._select_data()
        item = self.widget.graph._ViolinPlot__selection_rects[0]
        item.paint(painter, Mock())
        painter.drawRect.assert_called_once()

        self.widget.controls.orientation_index.buttons[0].click()

        painter.drawPath.reset_mock()
        item = self.widget.graph._ViolinPlot__violin_items[0]
        item.paint(painter, Mock())
        painter.drawPath.assert_called_once()

        painter.drawLine.reset_mock()
        item = self.widget.graph._ViolinPlot__box_items[0]
        item.paint(painter, Mock(), None)
        self.assertEqual(painter.drawLine.call_count, 2)

        painter.drawRect.reset_mock()
        item = self.widget.graph._ViolinPlot__selection_rects[0]
        item.paint(painter, Mock())
        painter.drawRect.assert_called_once()

        self.assertEqual(painter.save.call_count, 6)
        self.assertEqual(painter.restore.call_count, 6)

    @patch.object(ViolinPlotViewBox, "mapToView")
    def test_select(self, mocked_mapToView: Mock):
        mocked_mapToView.side_effect = lambda x: x

        view_box: ViewBox = self.widget.graph.getViewBox()

        event = Mock()
        event.button.return_value = Qt.LeftButton
        event.buttonDownPos.return_value = QPointF(0, 5)
        event.pos.return_value = QPointF(0, 6)
        event.isFinish.return_value = True

        view_box.mouseDragEvent(event)
        selected = self.get_output(self.widget.Outputs.selected_data)
        self.assertIsNone(selected)

        self.send_signal(self.widget.Inputs.data, self.data)
        view_box.mouseDragEvent(event)
        selected = self.get_output(self.widget.Outputs.selected_data)
        self.assertEqual(len(selected), 30)

        view_box.mouseDragEvent(event, 1)
        selected = self.get_output(self.widget.Outputs.selected_data)
        self.assertEqual(len(selected), 30)

        view_box.mouseClickEvent(Mock())
        selected = self.get_output(self.widget.Outputs.selected_data)
        self.assertIsNone(selected)

        view_box.mouseDragEvent(event)
        selected = self.get_output(self.widget.Outputs.selected_data)
        self.assertEqual(len(selected), 30)

    def test_set_selection_not_data(self):
        self.widget.graph.set_selection([1, 2])

    @patch.object(ViolinPlotViewBox, "mapToView")
    def test_selection_rect(self, mocked_mapToView: Mock):
        mocked_mapToView.side_effect = lambda x: x

        view_box: ViewBox = self.widget.graph.getViewBox()

        event = Mock()
        event.button.return_value = Qt.LeftButton
        event.buttonDownPos.return_value = QPointF(0, 5)
        event.pos.return_value = QPointF(0, 6)
        event.isFinish.return_value = True

        self.send_signal(self.widget.Inputs.data, self.data)
        view_box.mouseDragEvent(event)
        selected = self.get_output(self.widget.Outputs.selected_data)
        self.assertEqual(len(selected), 30)

        sel_rect = self.widget.graph._ViolinPlot__selection_rects[0]
        self.assertEqual(sel_rect.selection_rect.height(), 1)

        self.widget.controls.orientation_index.buttons[0].click()
        sel_rect = self.widget.graph._ViolinPlot__selection_rects[0]
        self.assertEqual(sel_rect.selection_rect.width(), 1)

    def test_selection_no_data(self):
        self.widget.graph._update_selection(QPointF(0, 5), QPointF(0, 6), 1)
        selected = self.get_output(self.widget.Outputs.selected_data)
        self.assertIsNone(selected)

    def test_selection_no_group(self):
        self.send_signal(self.widget.Inputs.data, self.housing)
        self.widget.graph._update_selection(QPointF(0, 30), QPointF(0, 40), 1)
        selected = self.get_output(self.widget.Outputs.selected_data)
        self.assertEqual(len(selected), 53)

    def test_selection_sort_violins(self):
        self.send_signal(self.widget.Inputs.data, self.data)
        self.__select_value(self.widget._value_var_view, "sepal width")
        self.widget.controls.show_strip_plot.setChecked(True)

        self.widget.graph._update_selection(QPointF(0, 4), QPointF(0, 5), 1)
        selected1 = self.get_output(self.widget.Outputs.selected_data)

        self.widget.controls.order_violins.setChecked(True)
        selected2 = self.get_output(self.widget.Outputs.selected_data)

        self.assert_table_equal(selected1, selected2)

    def test_selection_orientation(self):
        self.send_signal(self.widget.Inputs.data, self.housing)
        self.widget.graph._update_selection(QPointF(0, 30), QPointF(0, 40), 1)
        self.widget.controls.orientation_index.buttons[0].click()
        selected = self.get_output(self.widget.Outputs.selected_data)
        self.assertEqual(len(selected), 53)

        self.widget.graph._update_selection(QPointF(30, 0), QPointF(40, 0), 1)
        selected = self.get_output(self.widget.Outputs.selected_data)
        self.assertEqual(len(selected), 53)

    def test_saved_selection(self):
        graph = self.widget.graph
        self.send_signal(self.widget.Inputs.data, self.data)
        graph._update_selection(QPointF(0, 6), QPointF(0, 5.5), 1)
        selected1 = self.get_output(self.widget.Outputs.selected_data)
        self.assertEqual(len(selected1), 5)

        with patch("AnyQt.QtWidgets.QApplication.keyboardModifiers",
                   lambda: Qt.ShiftModifier):
            graph._update_selection(QPointF(6, 6), QPointF(6, 5.5), 1)
        selected2 = self.get_output(self.widget.Outputs.selected_data)
        self.assertEqual(len(selected2), 13)

        settings = self.widget.settingsHandler.pack_data(self.widget)
        widget = self.create_widget(OWViolinPlot, stored_settings=settings)
        self.send_signal(widget.Inputs.data, self.data, widget=widget)
        selected3 = self.get_output(widget.Outputs.selected_data,
                                    widget=widget)
        self.assert_table_equal(selected2, selected3)

    @WidgetTest.skipNonEnglish
    def test_visual_settings(self):
        graph = self.widget.graph

        def test_settings():
            font = QFont("Helvetica", italic=True, pointSize=20)
            self.assertFontEqual(
                graph.parameter_setter.title_item.item.font(), font
            )

            font.setPointSize(16)
            for item in graph.parameter_setter.axis_items:
                self.assertFontEqual(item.label.font(), font)

            font.setPointSize(15)
            for item in graph.parameter_setter.axis_items:
                self.assertFontEqual(item.style["tickFont"], font)

            self.assertEqual(
                graph.parameter_setter.title_item.item.toPlainText(), "Foo"
            )
            self.assertEqual(graph.parameter_setter.title_item.text, "Foo")

            self.assertTrue(
                graph.parameter_setter.bottom_axis.style["rotateTicks"]
            )

        self.send_signal(self.widget.Inputs.data, self.data)
        key, value = ("Fonts", "Font family", "Font family"), "Helvetica"
        self.widget.set_visual_settings(key, value)

        key, value = ("Fonts", "Title", "Font size"), 20
        self.widget.set_visual_settings(key, value)
        key, value = ("Fonts", "Title", "Italic"), True
        self.widget.set_visual_settings(key, value)

        key, value = ("Fonts", "Axis title", "Font size"), 16
        self.widget.set_visual_settings(key, value)
        key, value = ("Fonts", "Axis title", "Italic"), True
        self.widget.set_visual_settings(key, value)

        key, value = ("Fonts", "Axis ticks", "Font size"), 15
        self.widget.set_visual_settings(key, value)
        key, value = ("Fonts", "Axis ticks", "Italic"), True
        self.widget.set_visual_settings(key, value)

        key, value = ("Annotations", "Title", "Title"), "Foo"
        self.widget.set_visual_settings(key, value)

        key, value = ("Figure", "Bottom axis", "Vertical tick text"), True
        self.widget.set_visual_settings(key, value)

        self.send_signal(self.widget.Inputs.data, self.data)
        test_settings()

        self.send_signal(self.widget.Inputs.data, None)
        self.send_signal(self.widget.Inputs.data, self.data)
        test_settings()

    def assertFontEqual(self, font1, font2):
        self.assertEqual(font1.family(), font2.family())
        self.assertEqual(font1.pointSize(), font2.pointSize())
        self.assertEqual(font1.italic(), font2.italic())

    def test_use_time(self):
        widget = self.widget
        widget.orientation_index = 1  # Vertical
        left_axis = widget.graph.plotItem.getAxis("left")
        bottom_axis = widget.graph.plotItem.getAxis("bottom")
        x, y = TimeVariable("x"), ContinuousVariable("y")
        domain = Domain([x, y], [])
        data = Table.from_list(domain, [
            ["2020-01-01", 1],
            ["2020-01-02", 2],
            ["2020-01-03", 3],
            ["2020-01-04", 4],
            ["2020-01-05", 5]])
        self.send_signal(widget.Inputs.data, data)
        self.__select_value(widget._value_var_view, "y")
        self.assertFalse(left_axis.is_time())
        self.assertFalse(bottom_axis.is_time())

        self.__select_value(widget._value_var_view, "x")
        self.assertTrue(left_axis.is_time())
        self.assertFalse(bottom_axis.is_time())

        widget.controls.orientation_index.buttons[0].click()
        assert widget.orientation_index == 0  # Horizontal
        self.assertFalse(left_axis.is_time())
        self.assertTrue(bottom_axis.is_time())

        self.__select_value(widget._value_var_view, "y")
        self.assertFalse(left_axis.is_time())
        self.assertFalse(bottom_axis.is_time())

    @staticmethod
    def __select_value(list_, value):
        model = list_.model()
        for i in range(model.rowCount()):
            idx = model.index(i, 0)
            if model.data(idx) == value:
                list_.selectionModel().setCurrentIndex(
                    idx, QItemSelectionModel.ClearAndSelect)


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