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# pylint: disable=unsubscriptable-object
import unittest
from unittest import TestCase
from unittest.mock import Mock, patch
import numpy as np
from AnyQt.QtCore import QMimeData, QPoint, QPointF, Qt
from AnyQt.QtGui import QDragEnterEvent, QDropEvent, QDrag
from AnyQt.QtWidgets import QApplication
from orangewidget.tests.base import GuiTest
from Orange.data import Table, Domain, \
ContinuousVariable, DiscreteVariable, StringVariable
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, \
SelectAttributesDomainContextHandler, SelectedVarsView, PrimitivesView
from Orange.widgets.data.owrank import OWRank
from Orange.widgets.utils.itemmodels import select_rows
from Orange.widgets.widget import AttributeList
Continuous = vartype(ContinuousVariable("c"))
Discrete = vartype(DiscreteVariable("d"))
# It is, what it is (and should be), pylint: disable=invalid-name
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(first_match=False)
self.handler.read_defaults = lambda: None
def test_open_context(self):
# Why not? pylint: disable=use-dict-literal
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)
domain = self.args[0]
self.handler.open_context(widget, domain)
self.assertEqual(widget.domain_role_hints,
{domain['d1']: ('available', 0),
domain['d2']: ('meta', 0),
domain['c1']: ('attribute', 0),
domain['d3']: ('attribute', 1),
domain['d4']: ('attribute', 2),
domain['c2']: ('class', 0)})
def test_open_context_with_imperfect_match(self):
# Why not? pylint: disable=use-dict-literal
self.handler.bind(SimpleWidget)
context1 = Mock(values=dict(
domain_role_hints=({('d1', Discrete): ('attribute', 0),
('m2', Discrete): ('meta', 0)}, -2)
))
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={}), context1, context, Mock(values={})]
widget = SimpleWidget()
self.handler.initialize(widget)
domain = self.args[0]
self.handler.open_context(widget, domain)
self.assertEqual(widget.domain_role_hints,
{domain['d1']: ('available', 0),
domain['d2']: ('meta', 0),
domain['c1']: ('attribute', 0),
domain['c2']: ('class', 0)})
class TestModel(TestCase):
def setUp(self):
self.variables = \
[ContinuousVariable(c) for c in "xyz"] + \
[StringVariable(s) for s in "spqr"] + \
[DiscreteVariable(d, values=tuple("def")) for d in "abc"]
@staticmethod
def _vars(s):
return "".join(var.name for var in s)
def test_drop_mime(self):
m = VariablesListItemModel(self.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[11], m[1])
def test_drop_mime_primitive(self):
mime = QMimeData()
# the encoded 'data' is empty, variables are passed by properties
mime.setData(VariablesListItemModel.MIME_TYPE, b'')
mime.setProperty("_items", self.variables[2:])
m = VariablesListItemModel(self.variables[:2], primitive=False)
assert m.dropMimeData(mime, Qt.MoveAction, 1, 0, m.index(-1, -1))
self.assertEqual(self._vars(m), "xzspqrabcy")
self.assertTrue(mime.property("_moved"))
m = VariablesListItemModel(self.variables[:2], primitive=True)
assert m.dropMimeData(mime, Qt.MoveAction, 1, 0, m.index(-1, -1))
self.assertEqual(self._vars(m), "xzabcy")
self.assertEqual(self._vars(mime.property("_moved")), "zabc")
def test_drop_mime_noop(self):
m = VariablesListItemModel(self.variables[:2], primitive=False)
mime = QMimeData()
# the encoded 'data' is empty, variables are passed by properties
mime.setData(VariablesListItemModel.MIME_TYPE, b'')
mime.setProperty("_items", self.variables[:2])
self.assertTrue(m.dropMimeData(mime, Qt.IgnoreAction, 1, 0, m.index(-1, -1)))
self.assertEqual(self._vars(m), "xy")
self.assertIsNone(mime.property("_moved"))
mime.setProperty("_items", None)
self.assertFalse(m.dropMimeData(mime, Qt.MoveAction, 1, 0, m.index(-1, -1)))
self.assertEqual(self._vars(m), "xy")
self.assertIsNone(mime.property("_moved"))
mime = QMimeData()
mime.setData("application/x-that-other-format", b'')
mime.setProperty("_items", self.variables[:2])
self.assertFalse(m.dropMimeData(mime, Qt.MoveAction, 1, 0, m.index(-1, -1)))
self.assertEqual(self._vars(m), "xy")
self.assertIsNone(mime.property("_moved"))
def test_mimedata(self):
m = VariablesListItemModel(self.variables)
mime = m.mimeData([m.index(i, 0) for i in (1, 2, 5, 7, 9)])
# 0123456789
# xyzspqrabc
self.assertEqual(self._vars(mime.property("_items")), "yzqac")
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 TestViews(GuiTest):
def setUp(self):
self.variables = \
[ContinuousVariable(c) for c in "xyz"] + \
[StringVariable(s) for s in "spqr"] + \
[DiscreteVariable(d, values=tuple("def")) for d in "abc"]
self.model = VariablesListItemModel(self.variables)
self.view = SelectedVarsView()
self.view.setModel(self.model)
@staticmethod
def _vars(s):
return "".join(var.name for var in s)
@patch("AnyQt.QtGui.QDrag.exec")
def test_noop(self, drag_exec):
with patch.object(self.view, "selectedIndexes", return_value=[]):
assert self.view.startDrag(Qt.MoveAction) is None
drag_exec.assert_not_called()
with patch.object(self.view, "selectedIndexes",
return_value=[self.model.index(1, 0)]), \
patch.object(self.model, "mimeData", return_value=None):
assert self.view.startDrag(Qt.MoveAction) is None
drag_exec.assert_not_called()
def test_move(self):
def drag_exec(self, *_):
self.mimeData().setProperty("_moved", moved)
return Qt.MoveAction
# 0123456789
# xyzspqrabc
# yz p rab
indexes = [self.model.index(i, 0) for i in (1, 2, 4, 6, 7, 8)]
selmodel = self.view.selectionModel()
for index in indexes:
selmodel.select(index, selmodel.Select)
with patch("AnyQt.QtGui.QDrag.exec", drag_exec):
moved = None
self.view.startDrag(Qt.MoveAction)
self.assertEqual(self.model.rowCount(), 10)
moved = True
self.view.startDrag(Qt.MoveAction)
self.assertEqual(self._vars(self.model), "xsqc")
self.model[:] = self.variables
indexes = [self.model.index(i, 0) for i in (1, 2, 4, 6, 7, 8)]
for index in indexes:
selmodel.select(index, selmodel.Select)
moved = [self.model[i] for i in (4, 6)]
self.view.startDrag(Qt.MoveAction)
self.assertEqual(self._vars(self.model), "xyzsqabc")
@patch("AnyQt.QtGui.QDropEvent.source")
def test_primitives_accepts_drop(self, src):
view = PrimitivesView()
mime = QMimeData()
mime.setData(VariablesListItemModel.MIME_TYPE, b'')
event = QDropEvent(QPointF(20, 20), Qt.MoveAction, mime,
Qt.NoButton, Qt.NoModifier)
with patch.object(event, "mimeData"):
self.assertFalse(view.acceptsDropEvent(event))
event.mimeData.assert_not_called()
self.assertFalse(event.isAccepted())
src.return_value.window.return_value = view.window()
mime.setProperty("_items", self.variables)
self.assertTrue(view.acceptsDropEvent(event))
self.assertTrue(event.isAccepted())
event.setAccepted(False)
mime.setProperty("_items", None)
self.assertFalse(view.acceptsDropEvent(event))
self.assertFalse(event.isAccepted())
mime.setProperty("_items", [])
self.assertFalse(view.acceptsDropEvent(event))
self.assertFalse(event.isAccepted())
mime.setProperty("_items", self.variables[3:7]) # string variables
self.assertFalse(view.acceptsDropEvent(event))
self.assertFalse(event.isAccepted())
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.widget.update_interface_state()
for (name, box, view), nattrs in zip(self.widget.view_boxes,
(available, used, classattrs, metas)):
self.assertEqual(view.model().rowCount(), nattrs)
if nattrs:
self.assertEqual(box.title(), f"{name} ({nattrs})")
else:
self.assertEqual(box.title(), name)
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.move_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_move_to_primitive(self):
app = QApplication.instance()
widget = self.widget
data = Table("zoo")
self.send_signal(widget.Inputs.data, data)
# Selecting meta attribute must enable the corresponding button
widget.meta_attrs_view.selectAll()
app.processEvents()
self.assertFalse(widget.move_attr_button.isEnabled())
self.assertFalse(widget.move_class_button.isEnabled())
self.assertTrue(widget.move_meta_button.isEnabled())
# Moving to available
widget.move_meta_button.click()
self.assertVariableCountsEqual(available=1, used=16, classattrs=1, metas=0)
# Selecting available attributes must enable only meta button
# because all selected attrs are non-primitive and can't be used for
# features or classes
widget.available_attrs_view.selectAll()
app.processEvents()
self.assertFalse(widget.move_attr_button.isEnabled())
self.assertFalse(widget.move_class_button.isEnabled())
self.assertTrue(widget.move_meta_button.isEnabled())
# Selecting class attributes must enable the corresponding button
widget.class_attrs_view.selectAll()
app.processEvents()
self.assertFalse(widget.move_attr_button.isEnabled())
self.assertTrue(widget.move_class_button.isEnabled())
self.assertFalse(widget.move_meta_button.isEnabled())
# Move it to available
widget.move_class_button.click()
self.assertVariableCountsEqual(available=2, used=16, classattrs=0, metas=0)
# Selecting meta attributes: nothing there, so disable all buttons
widget.meta_attrs_view.selectAll()
app.processEvents()
self.assertFalse(widget.move_attr_button.isEnabled())
self.assertFalse(widget.move_class_button.isEnabled())
self.assertFalse(widget.move_meta_button.isEnabled())
# Selecting available attributes must now enable all buttons because
# there some of selected attributes are not primitive
widget.available_attrs_view.selectAll()
app.processEvents()
self.assertTrue(widget.move_attr_button.isEnabled())
self.assertTrue(widget.move_class_button.isEnabled())
self.assertTrue(widget.move_meta_button.isEnabled())
# Move to metas should move both attributes
widget.move_meta_button.click()
self.assertVariableCountsEqual(available=0, used=16, classattrs=0, metas=2)
# Move them back to available
widget.meta_attrs_view.selectAll()
app.processEvents()
widget.move_meta_button.click()
self.assertVariableCountsEqual(available=2, used=16, classattrs=0, metas=0)
# Now move them to class: only one should be moved
widget.available_attrs_view.selectAll()
app.processEvents()
widget.move_class_button.click()
self.assertVariableCountsEqual(available=1, used=16, classattrs=1, metas=0)
# Move them back to available
widget.class_attrs_view.selectAll()
app.processEvents()
widget.move_class_button.click()
self.assertVariableCountsEqual(available=2, used=16, classattrs=0, metas=0)
# Now move them to attributes: only one should be moved
widget.available_attrs_view.selectAll()
app.processEvents()
widget.move_attr_button.click()
self.assertVariableCountsEqual(available=1, used=17, classattrs=0, metas=0)
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
)
def test_drag_drop_move_rows(self):
data = Table("iris")[:5]
w = self.widget
self.send_signal(w.Inputs.data, data)
used = w.used_attrs_view
unused = w.available_attrs_view
model = used.model()
select_rows(used, [0, 1])
def drag_exec(self, supported, default):
mime = self.mimeData()
drop = QDropEvent(QPointF(20, 20), supported, mime,
Qt.NoButton, Qt.NoModifier)
drop.setDropAction(default)
drop.setAccepted(False)
unused.dropEvent(drop)
assert drop.isAccepted()
return drop.dropAction()
with patch.object(QDrag, "exec", drag_exec):
used.startDrag(Qt.MoveAction)
self.assertEqual(model.rowCount(), 2)
self.assertEqual(unused.model().rowCount(), 2)
out = self.get_output(w.Outputs.data, w)
self.assertEqual(out.domain.attributes, data.domain.attributes[2:])
def test_domain_new_feature(self):
""" Test scenario when new attribute is added at position 0 """
data = Table("iris")
self.send_signal(self.widget.Inputs.data, data)
data1 = Table(
Domain(
(ContinuousVariable("a"),) + data.domain.attributes,
data.domain.class_var),
np.hstack((np.ones((len(data), 1)), data.X)),
data.Y
)
self.send_signal(self.widget.Inputs.data, data1)
def test_select_new_features(self):
"""
When ignore_new_features unchecked new attributes must appear in one of
selected columns. Test with fist make context remember attributes of
reduced domain and then testing with full domain. Features in missing
in reduced domain must appears as seleceted.
"""
data = Table("iris")
domain = data.domain
# data with one feature missing
new_domain = Domain(
domain.attributes[:-1], domain.class_var, domain.metas
)
new_data = Table.from_table(new_domain, data)
# make context remember features in reduced domain
self.send_signal(self.widget.Inputs.data, new_data)
output = self.get_output(self.widget.Outputs.data)
self.assertTupleEqual(
new_data.domain.attributes, output.domain.attributes
)
self.assertTupleEqual(new_data.domain.metas, output.domain.metas)
self.assertEqual(new_data.domain.class_var, output.domain.class_var)
# send full domain
self.send_signal(self.widget.Inputs.data, data)
output = self.get_output(self.widget.Outputs.data)
# if select_new_features checked all new features goes in the selected
# features columns - domain equal original
self.assertFalse(self.widget.ignore_new_features)
self.assertTupleEqual(data.domain.attributes, output.domain.attributes)
self.assertTupleEqual(data.domain.metas, output.domain.metas)
self.assertEqual(data.domain.class_var, output.domain.class_var)
def test_unselect_new_features(self):
"""
When ignore_new_features checked new attributes must appear in one
available attributes column. Test with fist make context remember
attributes of reduced domain and then testing with full domain.
Features in missing in reduced domain must appears as not seleceted.
"""
data = Table("iris")
domain = data.domain
# data with one feature missing
new_domain = Domain(
domain.attributes[:-1], domain.class_var, domain.metas
)
new_data = Table.from_table(new_domain, data)
# make context remember features in reduced domain
self.send_signal(self.widget.Inputs.data, new_data)
# select ignore_new_features
self.widget.controls.ignore_new_features.click()
self.assertTrue(self.widget.ignore_new_features)
output = self.get_output(self.widget.Outputs.data)
self.assertTupleEqual(
new_data.domain.attributes, output.domain.attributes
)
self.assertTupleEqual(new_data.domain.metas, output.domain.metas)
self.assertEqual(new_data.domain.class_var, output.domain.class_var)
# send full domain
self.send_signal(self.widget.Inputs.data, data)
output = self.get_output(self.widget.Outputs.data)
# if ignore_new_features checked all new features goes in the
# available attributes column
self.assertTrue(self.widget.ignore_new_features)
self.assertTupleEqual(new_domain.attributes, output.domain.attributes)
self.assertTupleEqual(new_domain.metas, output.domain.metas)
self.assertEqual(new_domain.class_var, output.domain.class_var)
# test if new attribute was added to unselected attributes
self.assertEqual(
domain.attributes[-1], list(self.widget.available_attrs)[0]
)
if __name__ == "__main__":
unittest.main()
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