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test_owselectcolumns.py
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from unittest import TestCase
from unittest.mock import Mock
from AnyQt.QtCore import QMimeData, QPoint, Qt
from AnyQt.QtGui import QDragEnterEvent
from Orange.data import Table, ContinuousVariable, DiscreteVariable, Domain
from Orange.widgets.data.contexthandlers import \
SelectAttributesDomainContextHandler
from Orange.widgets.settings import ContextSetting
from Orange.widgets.utils import vartype
from Orange.widgets.tests.base import WidgetTest
from Orange.widgets.data.owselectcolumns \
import OWSelectAttributes, VariablesListItemModel
from Orange.widgets.data.owrank import OWRank
from Orange.widgets.widget import AttributeList
Continuous = vartype(ContinuousVariable("c"))
Discrete = vartype(DiscreteVariable("d"))
class TestSelectAttributesDomainContextHandler(TestCase):
def setUp(self):
self.domain = Domain(
attributes=[ContinuousVariable('c1'),
DiscreteVariable('d1', values='abc'),
DiscreteVariable('d2', values='def')],
class_vars=[DiscreteVariable('d3', values='ghi')],
metas=[ContinuousVariable('c2'),
DiscreteVariable('d4', values='jkl')]
)
self.args = (self.domain,
{'c1': Continuous, 'd1': Discrete,
'd2': Discrete, 'd3': Discrete},
{'c2': Continuous, 'd4': Discrete, })
self.handler = SelectAttributesDomainContextHandler()
self.handler.read_defaults = lambda: None
def test_open_context(self):
self.handler.bind(SimpleWidget)
context = Mock(
attributes=self.args[1], metas=self.args[2], values=dict(
domain_role_hints=({('d1', Discrete): ('available', 0),
('d2', Discrete): ('meta', 0),
('c1', Continuous): ('attribute', 0),
('d3', Discrete): ('attribute', 1),
('d4', Discrete): ('attribute', 2),
('c2', Continuous): ('class', 0)}, -2),
with_metas=[('d1', Discrete), ('d2', Discrete)]
))
self.handler.global_contexts = \
[Mock(values={}), context, Mock(values={})]
widget = SimpleWidget()
self.handler.initialize(widget)
self.handler.open_context(widget, self.args[0])
self.assertEqual(widget.domain_role_hints,
{('d1', Discrete): ('available', 0),
('d2', Discrete): ('meta', 0),
('c1', Continuous): ('attribute', 0),
('d3', Discrete): ('attribute', 1),
('d4', Discrete): ('attribute', 2),
('c2', Continuous): ('class', 0)})
def test_open_context_with_imperfect_match(self):
self.handler.bind(SimpleWidget)
context = Mock(values=dict(
domain_role_hints=({('d1', Discrete): ('available', 0),
('d2', Discrete): ('meta', 0),
('c1', Continuous): ('attribute', 0),
('d6', Discrete): ('attribute', 1),
('d7', Discrete): ('attribute', 2),
('c2', Continuous): ('class', 0)}, -2)
))
self.handler.global_contexts = \
[Mock(values={}), context, Mock(values={})]
widget = SimpleWidget()
self.handler.initialize(widget)
self.handler.open_context(widget, self.args[0])
self.assertEqual(widget.domain_role_hints,
{('d1', Discrete): ('available', 0),
('d2', Discrete): ('meta', 0),
('c1', Continuous): ('attribute', 0),
('c2', Continuous): ('class', 0)})
def test_open_context_with_no_match(self):
self.handler.bind(SimpleWidget)
context = Mock(values=dict(
domain_role_hints=({('d1', Discrete): ('available', 0),
('d2', Discrete): ('meta', 0),
('c1', Continuous): ('attribute', 0),
('d3', Discrete): ('attribute', 1),
('d4', Discrete): ('attribute', 2),
('c2', Continuous): ('class', 0)}, -2),
required=('g1', Continuous),
))
self.handler.global_contexts = [context]
widget = SimpleWidget()
self.handler.initialize(widget)
self.handler.open_context(widget, self.args[0])
self.assertEqual(widget.domain_role_hints, {})
class TestModel(TestCase):
def test_drop_mime(self):
iris = Table("iris")
m = VariablesListItemModel(iris.domain.variables)
mime = m.mimeData([m.index(1, 0)])
self.assertTrue(mime.hasFormat(VariablesListItemModel.MIME_TYPE))
assert m.dropMimeData(mime, Qt.MoveAction, 5, 0, m.index(-1, -1))
self.assertIs(m[5], m[1])
assert m.dropMimeData(mime, Qt.MoveAction, -1, -1, m.index(-1, -1))
self.assertIs(m[6], m[1])
def test_flags(self):
m = VariablesListItemModel([ContinuousVariable("X")])
flags = m.flags(m.index(0))
self.assertTrue(flags & Qt.ItemIsDragEnabled)
self.assertFalse(flags & Qt.ItemIsDropEnabled)
# 'invalid' index is drop enabled -> indicates insertion capability
flags = m.flags(m.index(-1, -1))
self.assertTrue(flags & Qt.ItemIsDropEnabled)
class SimpleWidget:
domain_role_hints = ContextSetting({})
required = ContextSetting("", required=ContextSetting.REQUIRED)
def retrieveSpecificSettings(self):
pass
def storeSpecificSettings(self):
pass
class TestOWSelectAttributes(WidgetTest):
def setUp(self):
self.widget = self.create_widget(OWSelectAttributes)
def assertVariableCountsEqual(self, available, used, classattrs, metas=0):
self.assertEqual(len(self.widget.available_attrs), available)
self.assertEqual(len(self.widget.used_attrs), used)
self.assertEqual(len(self.widget.class_attrs), classattrs)
self.assertEqual(len(self.widget.meta_attrs), metas)
def assertControlsEnabled(self, _list, button, box, widget=None):
if widget is None:
widget = self.widget
control = widget.use_features_box
self.assertEqual(control.button.isEnabled(), button)
self.assertEqual(control.isVisibleTo(widget), box)
self.assertEqual(widget.used_attrs_view.isEnabled(), _list)
self.assertEqual(widget.up_attr_button.isEnabled(), _list)
self.assertEqual(widget.move_attr_button.isEnabled(), _list)
self.assertEqual(widget.down_attr_button.isEnabled(), _list)
if button:
control.button.click()
self.assertEqual(control.button.isEnabled(), False)
def test_multiple_target_variable(self):
"""
More than one target variable can be moved to a box for target variables
at the same time and moved back as well.
GH-2100
GH-2086
"""
iris = Table("iris")
self.send_signal(self.widget.Inputs.data, iris)
self.assertVariableCountsEqual(available=0, used=4, classattrs=1)
self.widget.move_class_button.click()
self.assertVariableCountsEqual(available=0, used=4, classattrs=1)
self.widget.used_attrs_view.selectAll()
self.widget.move_selected(self.widget.used_attrs_view)
self.assertVariableCountsEqual(available=4, used=0, classattrs=1)
self.widget.available_attrs_view.selectAll()
self.widget.move_selected(self.widget.class_attrs_view)
self.assertVariableCountsEqual(0, 0, 5)
def test_input_features(self):
data = Table("zoo")
in_features = AttributeList(data.domain.attributes)
self.send_signal(self.widget.Inputs.data, data)
self.send_signal(self.widget.Inputs.features, in_features)
self.assertControlsEnabled(True, False, True)
self.assertVariableCountsEqual(0, 16, 1, 1)
self.assertListEqual(self.get_output(self.widget.Outputs.features),
list(data.domain.attributes))
def test_input_features_by_name(self):
data = Table("zoo")
in_features = AttributeList([DiscreteVariable(attr.name, attr.values)
for attr in data.domain.attributes])
self.send_signal(self.widget.Inputs.data, data)
self.send_signal(self.widget.Inputs.features, in_features)
self.assertControlsEnabled(True, False, True)
self.assertVariableCountsEqual(0, 16, 1, 1)
self.assertListEqual(self.get_output(self.widget.Outputs.features),
list(data.domain.attributes))
def test_input_features_same_domain(self):
data = Table("zoo")
in_features = AttributeList(data.domain.variables + data.domain.metas)
self.send_signal(self.widget.Inputs.data, data)
self.send_signal(self.widget.Inputs.features, in_features)
self.assertControlsEnabled(True, False, True)
self.assertVariableCountsEqual(0, 16, 1, 1)
self.assertListEqual(self.get_output(self.widget.Outputs.features),
list(data.domain.attributes))
def test_input_features_sub_domain(self):
data = Table("zoo")
in_features = AttributeList(data.domain.attributes[::3])
self.send_signal(self.widget.Inputs.data, data)
self.send_signal(self.widget.Inputs.features, in_features)
self.assertControlsEnabled(True, True, True)
self.assertVariableCountsEqual(10, 6, 1, 1)
self.assertListEqual(self.get_output(self.widget.Outputs.features),
in_features)
def test_input_features_by_name_sub_domain(self):
data = Table("zoo")
in_features = AttributeList([DiscreteVariable(attr.name, attr.values)
for attr in data.domain.attributes[:5]])
self.send_signal(self.widget.Inputs.data, data)
self.send_signal(self.widget.Inputs.features, in_features)
self.assertControlsEnabled(True, True, True)
self.assertVariableCountsEqual(11, 5, 1, 1)
self.assertListEqual(self.get_output(self.widget.Outputs.features),
list(data.domain.attributes[:5]))
def test_input_features_diff_domain(self):
zoo = Table("zoo")
in_features = AttributeList(Table("iris").domain.attributes)
self.send_signal(self.widget.Inputs.data, zoo)
self.send_signal(self.widget.Inputs.features, in_features)
self.assertControlsEnabled(True, False, False)
self.assertVariableCountsEqual(0, 16, 1, 1)
self.assertListEqual(self.get_output(self.widget.Outputs.features),
list(zoo.domain.attributes))
self.assertTrue(self.widget.Warning.mismatching_domain.is_shown())
self.send_signal(self.widget.Inputs.features, None)
self.assertFalse(self.widget.Warning.mismatching_domain.is_shown())
def test_input_features_no_data(self):
data = Table("zoo")
in_features = AttributeList(data.domain.variables + data.domain.metas)
self.send_signal(self.widget.Inputs.features, in_features)
self.assertControlsEnabled(True, False, False)
self.assertVariableCountsEqual(0, 0, 0, 0)
self.assertIsNone(self.get_output(self.widget.Outputs.features))
def test_input_combinations(self):
data = Table("iris")
in_features = AttributeList(data.domain.attributes[:2])
# check initial state
self.assertControlsEnabled(True, False, False)
self.assertVariableCountsEqual(0, 0, 0, 0)
self.assertIsNone(self.get_output(self.widget.Outputs.features))
# send data
self.send_signal(self.widget.Inputs.data, data)
self.assertControlsEnabled(True, False, False)
self.assertVariableCountsEqual(0, 4, 1, 0)
self.assertEqual(len(self.get_output(self.widget.Outputs.features)), 4)
# send features
self.send_signal(self.widget.Inputs.features, in_features)
self.assertControlsEnabled(True, True, True)
self.assertVariableCountsEqual(2, 2, 1, 0)
self.assertEqual(len(self.get_output(self.widget.Outputs.features)), 2)
# remove data
self.send_signal(self.widget.Inputs.data, None)
self.assertControlsEnabled(True, False, False)
self.assertVariableCountsEqual(0, 0, 0, 0)
self.assertIsNone(self.get_output(self.widget.Outputs.features))
# remove features
self.send_signal(self.widget.Inputs.features, None)
self.assertControlsEnabled(True, False, False)
self.assertVariableCountsEqual(0, 0, 0, 0)
self.assertIsNone(self.get_output(self.widget.Outputs.features))
# send features
self.send_signal(self.widget.Inputs.features, in_features)
self.assertControlsEnabled(True, False, False)
self.assertVariableCountsEqual(0, 0, 0, 0)
self.assertIsNone(self.get_output(self.widget.Outputs.features))
# send data
self.send_signal(self.widget.Inputs.data, data)
self.assertControlsEnabled(True, False, True)
self.assertVariableCountsEqual(2, 2, 1, 0)
self.assertEqual(len(self.get_output(self.widget.Outputs.features)), 2)
# remove features
self.send_signal(self.widget.Inputs.features, None)
self.assertControlsEnabled(True, False, False)
self.assertVariableCountsEqual(2, 2, 1, 0)
self.assertEqual(len(self.get_output(self.widget.Outputs.features)), 2)
def test_input_features_from_rank(self):
data = Table("iris")
owrank = self.create_widget(OWRank)
self.send_signal(owrank.Inputs.data, data, widget=owrank)
rank_features = self.get_output(owrank.Outputs.features, widget=owrank)
self.send_signal(self.widget.Inputs.data, data)
self.send_signal(self.widget.Inputs.features, rank_features)
self.assertControlsEnabled(True, True, True)
features = self.get_output(self.widget.Outputs.features)
self.assertListEqual(rank_features, features)
def test_use_features_checked(self):
data = Table("iris")
attrs = data.domain.attributes
# prepare stored settings (check "Use input features")
in_features = AttributeList(attrs[:2])
self.send_signal(self.widget.Inputs.data, data)
self.send_signal(self.widget.Inputs.features, in_features)
self.widget.use_features_box.checkbox.setChecked(True)
self.assertControlsEnabled(False, False, True)
out_features = self.get_output(self.widget.Outputs.features)
self.assertListEqual(out_features, in_features)
settings = self.widget.settingsHandler.pack_data(self.widget)
# "Use input features" is checked by default
widget = self.create_widget(OWSelectAttributes, settings)
in_features = AttributeList(attrs[:3])
self.send_signal(widget.Inputs.data, data, widget=widget)
self.send_signal(widget.Inputs.features, in_features, widget=widget)
self.assertControlsEnabled(False, False, True, widget)
out_features = self.get_output(widget.Outputs.features, widget=widget)
self.assertListEqual(out_features, in_features)
# reset "Features"
widget.reset()
out_features = self.get_output(widget.Outputs.features, widget=widget)
self.assertFalse(widget.use_features_box.checkbox.isChecked())
self.assertListEqual(out_features, AttributeList(attrs))
self.assertControlsEnabled(True, True, True, widget)
def test_used_attrs_supported_types(self):
data = Table("zoo")
event = self._drag_enter_event(data.domain[:1])
self.widget.used_attrs_view.dragEnterEvent(event)
self.assertTrue(event.isAccepted())
event = self._drag_enter_event(data.domain.metas)
self.widget.used_attrs_view.dragEnterEvent(event)
self.assertFalse(event.isAccepted())
def _drag_enter_event(self, variables):
# pylint: disable=attribute-defined-outside-init
self.event_data = mime = QMimeData()
mime.setProperty("_items", variables)
return QDragEnterEvent(QPoint(0, 0), Qt.MoveAction, mime,
Qt.NoButton, Qt.NoModifier)
def test_move_rows(self):
data = Table("iris")[:5]
w = self.widget
self.send_signal(w.Inputs.data, data)
view = w.used_attrs_view
model = view.model()
selmodel = view.selectionModel()
midx = model.index(1, 0)
selmodel.select(midx, selmodel.ClearAndSelect)
w.move_up(view)
d1 = self.get_output(w.Outputs.data, w)
self.assertEqual(
d1.domain.attributes,
data.domain.attributes[:2][::-1] + data.domain.attributes[2:]
)
w.move_down(view)
d1 = self.get_output(w.Outputs.data, w)
self.assertEqual(
d1.domain.attributes,
data.domain.attributes
)