def __init__(self):
super().__init__()
self.old_purge_classes = True
self.conditions = []
self.last_output_conditions = None
self.data = None
self.data_desc = self.match_desc = self.nonmatch_desc = None
box = gui.vBox(self.controlArea, 'Conditions', stretch=100)
self.cond_list = QTableWidget(
box, showGrid=False, selectionMode=QTableWidget.NoSelection)
box.layout().addWidget(self.cond_list)
self.cond_list.setColumnCount(4)
self.cond_list.setRowCount(0)
self.cond_list.verticalHeader().hide()
self.cond_list.horizontalHeader().hide()
for i in range(3):
self.cond_list.horizontalHeader().setSectionResizeMode(i, QHeaderView.Stretch)
self.cond_list.horizontalHeader().resizeSection(3, 30)
self.cond_list.viewport().setBackgroundRole(QPalette.Window)
box2 = gui.hBox(box)
gui.rubber(box2)
self.add_button = gui.button(
box2, self, "Add Condition", callback=self.add_row)
self.add_all_button = gui.button(
box2, self, "Add All Variables", callback=self.add_all)
self.remove_all_button = gui.button(
box2, self, "Remove All", callback=self.remove_all)
gui.rubber(box2)
boxes = gui.widgetBox(self.controlArea, orientation=QHBoxLayout())
layout = boxes.layout()
box_setting = gui.vBox(boxes, addToLayout=False, box=True)
self.cb_pa = gui.checkBox(
box_setting, self, "purge_attributes", "Remove unused features",
callback=self.conditions_changed)
gui.separator(box_setting, height=1)
self.cb_pc = gui.checkBox(
box_setting, self, "purge_classes", "Remove unused classes",
callback=self.conditions_changed)
layout.addWidget(box_setting, 1)
self.report_button.setFixedWidth(120)
gui.rubber(self.buttonsArea.layout())
layout.addWidget(self.buttonsArea)
acbox = gui.auto_send(None, self, "auto_commit")
layout.addWidget(acbox, 1)
layout.setAlignment(acbox, Qt.AlignBottom)
self.info.set_input_summary(self.info.NoInput)
self.info.set_output_summary(self.info.NoOutput)
self.set_data(None)
self.resize(600, 400)
def __init__(self):
super().__init__()
self.old_purge_classes = True
self.conditions = []
self.last_output_conditions = None
self.data = None
self.data_desc = self.match_desc = self.nonmatch_desc = None
self.variable_model = DomainModel(
[list(self.AllTypes), DomainModel.Separator,
DomainModel.CLASSES, DomainModel.ATTRIBUTES, DomainModel.METAS])
box = gui.vBox(self.controlArea, 'Conditions', stretch=100)
self.cond_list = QTableWidget(
box, showGrid=False, selectionMode=QTableWidget.NoSelection)
box.layout().addWidget(self.cond_list)
self.cond_list.setColumnCount(4)
self.cond_list.setRowCount(0)
self.cond_list.verticalHeader().hide()
self.cond_list.horizontalHeader().hide()
for i in range(3):
self.cond_list.horizontalHeader().setSectionResizeMode(i, QHeaderView.Stretch)
self.cond_list.horizontalHeader().resizeSection(3, 30)
self.cond_list.viewport().setBackgroundRole(QPalette.Window)
box2 = gui.hBox(box)
gui.rubber(box2)
self.add_button = gui.button(
box2, self, "Add Condition", callback=self.add_row)
self.add_all_button = gui.button(
box2, self, "Add All Variables", callback=self.add_all)
self.remove_all_button = gui.button(
box2, self, "Remove All", callback=self.remove_all)
gui.rubber(box2)
box_setting = gui.vBox(self.buttonsArea)
self.cb_pa = gui.checkBox(
box_setting, self, "purge_attributes", "Remove unused features",
callback=self.conditions_changed)
self.cb_pc = gui.checkBox(
box_setting, self, "purge_classes", "Remove unused classes",
callback=self.conditions_changed)
self.report_button.setFixedWidth(120)
gui.rubber(self.buttonsArea.layout())
acbox = gui.auto_send(self.buttonsArea, self, "auto_commit")
self.info.set_input_summary(self.info.NoInput)
self.info.set_output_summary(self.info.NoOutput)
self.set_data(None)
self.resize(600, 400)
def __init__(self, lights, parent):
super(LightConfigUI, self).__init__()
self.title = 'Lighting Configuration'
self.setLayout(QVBoxLayout(self))
self.layout().setAlignment(Qt.AlignCenter)
self.parent = parent
self.lights = lights
# Init logger
self.logger = Logger('lightConfig', "UI : LightConfig", level='debug')
# Create layout
self._plus = QPushButton('+', self)
self._plus.clicked.connect(self.__createLight)
self._minus = QPushButton('-', self)
self._minus.clicked.connect(self.__destroyLight)
_panel = QWidget(self)
_panel.setLayout(QHBoxLayout(_panel))
_panel.layout().setAlignment(Qt.AlignRight)
_panel.layout().addWidget(self._plus)
_panel.layout().addWidget(self._minus)
self.layout().addWidget(_panel)
self._lightsList = QTableWidget(0, 5, self)
self._lightsList.setSelectionBehavior(QAbstractItemView.SelectRows)
self._lightsList.setHorizontalHeaderLabels(
['Name', 'Output Pin', 'Enabled', 'Icon', 'Strobe'])
self._lightsList.horizontalHeader().setSectionResizeMode(
QHeaderView.Stretch)
self.keyPressed.connect(self.__onKey)
self.layout().addWidget(self._lightsList)
self._editBtn = QPushButton('Edit', self)
self._editBtn.clicked.connect(self.__editLight)
self.layout().addWidget(self._editBtn)
self._closeBtn = QPushButton('Close', self)
self._closeBtn.clicked.connect(self.__closeBtnAction)
self.layout().addWidget(self._closeBtn)
# Populate table
for _light in self.lights:
_i = self._lightsList.rowCount()
self._lightsList.setRowCount(_i + 1)
for _c, _item in enumerate([
_light.name,
str(_light.outputPin),
str(_light.enabled), _light.icon,
str(_light.strobe)
]):
_tblItem = QTableWidgetItem(_item)
_tblItem.setFlags(Qt.ItemIsSelectable | Qt.ItemIsEnabled)
self._lightsList.setItem(_i, _c, _tblItem)
def __init__(self, obas, parent):
super(OBAConfigUI, self).__init__()
self.title = 'OnBoard Air Configuration'
self.setLayout(QVBoxLayout(self))
self.layout().setAlignment(Qt.AlignCenter)
self.parent = parent
self.obas = obas
# Init logger
self.logger = Logger('obaConfig', "UI : OBAConfig")
# Create layout
self._plus = QPushButton('+', self)
self._plus.clicked.connect(self.__createOBA)
self._minus = QPushButton('-', self)
self._minus.clicked.connect(self.__destroyOBA)
_panel = QWidget(self)
_panel.layout = QHBoxLayout(_panel)
_panel.layout.setAlignment(Qt.AlignRight)
_panel.layout.addWidget(self._plus)
_panel.layout.addWidget(self._minus)
self.layout().addWidget(_panel)
self._obaList = QTableWidget(0, 5, self)
self._obaList.setSelectionBehavior(QAbstractItemView.SelectRows)
self._obaList.setHorizontalHeaderLabels(
['Name', 'Output Pin', 'Momentary', 'Enabled', 'Icon'])
self._obaList.horizontalHeader().setSectionResizeMode(
QHeaderView.Stretch)
self.keyPressed.connect(self.__onKey)
self.layout().addWidget(self._obaList)
self._editBtn = QPushButton('Edit', self)
self._editBtn.clicked.connect(self.__editOBA)
self.layout().addWidget(self._editBtn)
self._closeBtn = QPushButton('Close', self)
self._closeBtn.clicked.connect(self.__closeBtnAction)
self.layout().addWidget(self._closeBtn)
# Populate table
for _oba in self.obas:
_i = self._obaList.rowCount()
self._obaList.setRowCount(_i + 1)
for _c, _item in enumerate([
_oba.name,
str(_oba.outputPin),
str(_oba.momentary),
str(_oba.enabled), _oba.icon
]):
_tblItem = QTableWidgetItem(_item)
_tblItem.setFlags(Qt.ItemIsSelectable | Qt.ItemIsEnabled)
self._obaList.setItem(_i, _c, _tblItem)
def __init__(self):
super().__init__()
self.data = None
self.test_data = None
self.preprocessor = None
self.train_data_missing_vals = False
self.test_data_missing_vals = False
self.scorers = []
self.__pending_comparison_criterion = self.comparison_criterion
#: An Ordered dictionary with current inputs and their testing results.
self.learners = OrderedDict() # type: Dict[Any, Input]
self.__state = State.Waiting
# Do we need to [re]test any learners, set by _invalidate and
# cleared by __update
self.__needupdate = False
self.__task = None # type: Optional[TaskState]
self.__executor = ThreadExecutor()
sbox = gui.vBox(self.controlArea, "Sampling")
rbox = gui.radioButtons(sbox,
self,
"resampling",
callback=self._param_changed)
gui.appendRadioButton(rbox, "Cross validation")
ibox = gui.indentedBox(rbox)
gui.comboBox(ibox,
self,
"n_folds",
label="Number of folds: ",
items=[str(x) for x in self.NFolds],
maximumContentsLength=3,
orientation=Qt.Horizontal,
callback=self.kfold_changed)
gui.checkBox(ibox,
self,
"cv_stratified",
"Stratified",
callback=self.kfold_changed)
gui.appendRadioButton(rbox, "Cross validation by feature")
ibox = gui.indentedBox(rbox)
self.feature_model = DomainModel(order=DomainModel.METAS,
valid_types=DiscreteVariable)
self.features_combo = gui.comboBox(ibox,
self,
"fold_feature",
model=self.feature_model,
orientation=Qt.Horizontal,
callback=self.fold_feature_changed)
gui.appendRadioButton(rbox, "Random sampling")
ibox = gui.indentedBox(rbox)
gui.comboBox(ibox,
self,
"n_repeats",
label="Repeat train/test: ",
items=[str(x) for x in self.NRepeats],
maximumContentsLength=3,
orientation=Qt.Horizontal,
callback=self.shuffle_split_changed)
gui.comboBox(ibox,
self,
"sample_size",
label="Training set size: ",
items=["{} %".format(x) for x in self.SampleSizes],
maximumContentsLength=5,
orientation=Qt.Horizontal,
callback=self.shuffle_split_changed)
gui.checkBox(ibox,
self,
"shuffle_stratified",
"Stratified",
callback=self.shuffle_split_changed)
gui.appendRadioButton(rbox, "Leave one out")
gui.appendRadioButton(rbox, "Test on train data")
gui.appendRadioButton(rbox, "Test on test data")
self.cbox = gui.vBox(self.controlArea, "Target Class")
self.class_selection_combo = gui.comboBox(
self.cbox,
self,
"class_selection",
items=[],
sendSelectedValue=True,
valueType=str,
callback=self._on_target_class_changed,
contentsLength=8)
self.modcompbox = box = gui.vBox(self.controlArea, "Model Comparison")
gui.comboBox(box,
self,
"comparison_criterion",
model=PyListModel(),
callback=self.update_comparison_table)
hbox = gui.hBox(box)
gui.checkBox(hbox,
self,
"use_rope",
"Negligible difference: ",
callback=self._on_use_rope_changed)
gui.lineEdit(hbox,
self,
"rope",
validator=QDoubleValidator(),
controlWidth=70,
callback=self.update_comparison_table,
alignment=Qt.AlignRight)
self.controls.rope.setEnabled(self.use_rope)
gui.rubber(self.controlArea)
self.score_table = ScoreTable(self)
self.score_table.shownScoresChanged.connect(self.update_stats_model)
view = self.score_table.view
view.setSizeAdjustPolicy(view.AdjustToContents)
box = gui.vBox(self.mainArea, "Evaluation Results")
box.layout().addWidget(self.score_table.view)
self.compbox = box = gui.vBox(self.mainArea, box="Model comparison")
table = self.comparison_table = QTableWidget(
wordWrap=False,
editTriggers=QTableWidget.NoEditTriggers,
selectionMode=QTableWidget.NoSelection)
table.setSizeAdjustPolicy(table.AdjustToContents)
header = table.verticalHeader()
header.setSectionResizeMode(QHeaderView.Fixed)
header.setSectionsClickable(False)
header = table.horizontalHeader()
header.setTextElideMode(Qt.ElideRight)
header.setDefaultAlignment(Qt.AlignCenter)
header.setSectionsClickable(False)
header.setStretchLastSection(False)
header.setSectionResizeMode(QHeaderView.ResizeToContents)
avg_width = self.fontMetrics().averageCharWidth()
header.setMinimumSectionSize(8 * avg_width)
header.setMaximumSectionSize(15 * avg_width)
header.setDefaultSectionSize(15 * avg_width)
box.layout().addWidget(table)
box.layout().addWidget(
QLabel(
"<small>Table shows probabilities that the score for the model in "
"the row is higher than that of the model in the column. "
"Small numbers show the probability that the difference is "
"negligible.</small>",
wordWrap=True))
def __init__(self):
super().__init__()
self.old_purge_classes = True
self.conditions = []
self.last_output_conditions = None
self.data = None
self.data_desc = self.match_desc = self.nonmatch_desc = None
box = gui.vBox(self.controlArea, '条件', stretch=100)
self.cond_list = QTableWidget(box,
showGrid=False,
selectionMode=QTableWidget.NoSelection)
box.layout().addWidget(self.cond_list)
self.cond_list.setColumnCount(4)
self.cond_list.setRowCount(0)
self.cond_list.verticalHeader().hide()
self.cond_list.horizontalHeader().hide()
for i in range(3):
self.cond_list.horizontalHeader().setSectionResizeMode(
i, QHeaderView.Stretch)
self.cond_list.horizontalHeader().resizeSection(3, 30)
self.cond_list.viewport().setBackgroundRole(QPalette.Window)
box2 = gui.hBox(box)
gui.rubber(box2)
self.add_button = gui.button(box2, self, "添加条件", callback=self.add_row)
self.add_all_button = gui.button(box2,
self,
"添加所有变量",
callback=self.add_all)
self.remove_all_button = gui.button(box2,
self,
"全部删除",
callback=self.remove_all)
gui.rubber(box2)
boxes = gui.widgetBox(self.controlArea, orientation=QGridLayout())
layout = boxes.layout()
layout.setColumnStretch(0, 1)
layout.setColumnStretch(1, 1)
box_data = gui.vBox(boxes, '数据', addToLayout=False)
self.data_in_variables = gui.widgetLabel(box_data, " ")
self.data_out_rows = gui.widgetLabel(box_data, " ")
layout.addWidget(box_data, 0, 0)
box_setting = gui.vBox(boxes, '删除', addToLayout=False)
self.cb_pa = gui.checkBox(box_setting,
self,
"purge_attributes",
"删除未使用的特征",
callback=self.conditions_changed)
gui.separator(box_setting, height=1)
self.cb_pc = gui.checkBox(box_setting,
self,
"purge_classes",
"删除未使用的类",
callback=self.conditions_changed)
layout.addWidget(box_setting, 0, 1)
self.report_button.setFixedWidth(120)
gui.rubber(self.buttonsArea.layout())
layout.addWidget(self.buttonsArea, 1, 0)
acbox = gui.auto_commit(None,
self,
"auto_commit",
label="发送",
orientation=Qt.Horizontal,
checkbox_label="自动发送")
layout.addWidget(acbox, 1, 1)
self.set_data(None)
self.resize(600, 400)
def __init__(self):
super().__init__()
self.data = None
self.test_data = None
self.preprocessor = None
self.train_data_missing_vals = False
self.test_data_missing_vals = False
self.scorers = []
self.__pending_comparison_criterion = self.comparison_criterion
#: An Ordered dictionary with current inputs and their testing results.
self.learners = OrderedDict() # type: Dict[Any, Input]
self.__state = State.Waiting
# Do we need to [re]test any learners, set by _invalidate and
# cleared by __update
self.__needupdate = False
self.__task = None # type: Optional[TaskState]
self.__executor = ThreadExecutor()
sbox = gui.vBox(self.controlArea, "抽样")
rbox = gui.radioButtons(
sbox, self, "resampling", callback=self._param_changed)
gui.appendRadioButton(rbox, "交叉验证(Cross validation)")
ibox = gui.indentedBox(rbox)
gui.comboBox(
ibox, self, "n_folds", label="折叠次数(Number of folds): ",
items=[str(x) for x in self.NFolds], maximumContentsLength=3,
orientation=Qt.Horizontal, callback=self.kfold_changed)
gui.checkBox(
ibox, self, "cv_stratified", "分层(Stratified)",
callback=self.kfold_changed)
gui.appendRadioButton(rbox, "按特征交叉验证(Cross validation by feature)")
ibox = gui.indentedBox(rbox)
self.feature_model = DomainModel(
order=DomainModel.METAS, valid_types=DiscreteVariable)
self.features_combo = gui.comboBox(
ibox, self, "fold_feature", model=self.feature_model,
orientation=Qt.Horizontal, callback=self.fold_feature_changed)
gui.appendRadioButton(rbox, "随机抽样(Random sampling)")
ibox = gui.indentedBox(rbox)
gui.comboBox(
ibox, self, "n_repeats", label="重复训练/测试: ",
items=[str(x) for x in self.NRepeats], maximumContentsLength=3,
orientation=Qt.Horizontal, callback=self.shuffle_split_changed)
gui.comboBox(
ibox, self, "sample_size", label="训练集大小: ",
items=["{} %".format(x) for x in self.SampleSizes],
maximumContentsLength=5, orientation=Qt.Horizontal,
callback=self.shuffle_split_changed)
gui.checkBox(
ibox, self, "shuffle_stratified", "分层(Stratified)",
callback=self.shuffle_split_changed)
gui.appendRadioButton(rbox, "留一法(Leave one out)")
gui.appendRadioButton(rbox, "测试训练数据")
gui.appendRadioButton(rbox, "测试测试数据")
self.cbox = gui.vBox(self.controlArea, "目标类别")
self.class_selection_combo = gui.comboBox(
self.cbox, self, "class_selection", items=[],
sendSelectedValue=True, valueType=str,
callback=self._on_target_class_changed,
contentsLength=8)
self.modcompbox = box = gui.vBox(self.controlArea, "模型比较")
gui.comboBox(
box, self, "comparison_criterion", model=PyListModel(),
callback=self.update_comparison_table)
hbox = gui.hBox(box)
gui.checkBox(hbox, self, "use_rope",
"可忽略区别: ",
callback=self._on_use_rope_changed)
gui.lineEdit(hbox, self, "rope", validator=QDoubleValidator(),
controlWidth=70, callback=self.update_comparison_table,
alignment=Qt.AlignRight)
self.controls.rope.setEnabled(self.use_rope)
gui.rubber(self.controlArea)
self.score_table = ScoreTable(self)
self.score_table.shownScoresChanged.connect(self.update_stats_model)
view = self.score_table.view
view.setSizeAdjustPolicy(view.AdjustToContents)
box = gui.vBox(self.mainArea, "评价结果")
box.layout().addWidget(self.score_table.view)
self.compbox = box = gui.vBox(self.mainArea, box='模型比较')
table = self.comparison_table = QTableWidget(
wordWrap=False, editTriggers=QTableWidget.NoEditTriggers,
selectionMode=QTableWidget.NoSelection)
table.setSizeAdjustPolicy(table.AdjustToContents)
header = table.verticalHeader()
header.setSectionResizeMode(QHeaderView.Fixed)
header.setSectionsClickable(False)
header = table.horizontalHeader()
header.setTextElideMode(Qt.ElideRight)
header.setDefaultAlignment(Qt.AlignCenter)
header.setSectionsClickable(False)
header.setStretchLastSection(False)
header.setSectionResizeMode(QHeaderView.ResizeToContents)
avg_width = self.fontMetrics().averageCharWidth()
header.setMinimumSectionSize(8 * avg_width)
header.setMaximumSectionSize(15 * avg_width)
header.setDefaultSectionSize(15 * avg_width)
box.layout().addWidget(table)
box.layout().addWidget(QLabel(
"<small>此表显示数值为一概率. 此概率表示\"行模型\"的评价指标大于"
"\"列模型\"的评价指标. "
"值小说明概率很小, 区别可以忽略不计.</small>", wordWrap=True))
