Source code for gui.ui.cv_GP
# -*- coding: utf-8 -*-
# Automatically generated - don't edit.
# Use `python setup.py build_ui` to update it.
from PyQt5 import QtCore, QtWidgets
[docs]
class Ui_Form(object):
[docs]
def setupUi(self, Form):
Form.setObjectName("Form")
sizePolicy = QtWidgets.QSizePolicy(
QtWidgets.QSizePolicy.Ignored, QtWidgets.QSizePolicy.Ignored
)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(Form.sizePolicy().hasHeightForWidth())
Form.setSizePolicy(sizePolicy)
self.verticalLayout = QtWidgets.QVBoxLayout(Form)
self.verticalLayout.setObjectName("verticalLayout")
self.formGroupBox = QtWidgets.QGroupBox(Form)
self.formGroupBox.setTitle("")
self.formGroupBox.setObjectName("formGroupBox")
self.formLayout = QtWidgets.QFormLayout(self.formGroupBox)
self.formLayout.setFieldGrowthPolicy(
QtWidgets.QFormLayout.AllNonFixedFieldsGrow
)
self.formLayout.setObjectName("formLayout")
self.reductionMethodLabel = QtWidgets.QLabel(self.formGroupBox)
self.reductionMethodLabel.setObjectName("reductionMethodLabel")
self.formLayout.setWidget(
1, QtWidgets.QFormLayout.LabelRole, self.reductionMethodLabel
)
self.DimRedList = QtWidgets.QListWidget(self.formGroupBox)
sizePolicy = QtWidgets.QSizePolicy(
QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Fixed
)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(self.DimRedList.sizePolicy().hasHeightForWidth())
self.DimRedList.setSizePolicy(sizePolicy)
self.DimRedList.setMinimumSize(QtCore.QSize(0, 0))
self.DimRedList.setMaximumSize(QtCore.QSize(16777215, 50))
self.DimRedList.setSelectionMode(QtWidgets.QAbstractItemView.MultiSelection)
self.DimRedList.setObjectName("DimRedList")
item = QtWidgets.QListWidgetItem()
self.DimRedList.addItem(item)
item = QtWidgets.QListWidgetItem()
self.DimRedList.addItem(item)
self.formLayout.setWidget(1, QtWidgets.QFormLayout.FieldRole, self.DimRedList)
self.numOfComponenetsLabel = QtWidgets.QLabel(self.formGroupBox)
self.numOfComponenetsLabel.setObjectName("numOfComponenetsLabel")
self.formLayout.setWidget(
3, QtWidgets.QFormLayout.LabelRole, self.numOfComponenetsLabel
)
self.numOfComponenetsLineEdit = QtWidgets.QLineEdit(self.formGroupBox)
self.numOfComponenetsLineEdit.setObjectName("numOfComponenetsLineEdit")
self.formLayout.setWidget(
3, QtWidgets.QFormLayout.FieldRole, self.numOfComponenetsLineEdit
)
self.regrLabel = QtWidgets.QLabel(self.formGroupBox)
self.regrLabel.setObjectName("regrLabel")
self.formLayout.setWidget(4, QtWidgets.QFormLayout.LabelRole, self.regrLabel)
self.regression_list = QtWidgets.QListWidget(self.formGroupBox)
sizePolicy = QtWidgets.QSizePolicy(
QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Fixed
)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.regression_list.sizePolicy().hasHeightForWidth()
)
self.regression_list.setSizePolicy(sizePolicy)
self.regression_list.setMaximumSize(QtCore.QSize(16777215, 75))
self.regression_list.setSelectionMode(
QtWidgets.QAbstractItemView.MultiSelection
)
self.regression_list.setObjectName("regression_list")
item = QtWidgets.QListWidgetItem()
self.regression_list.addItem(item)
item = QtWidgets.QListWidgetItem()
self.regression_list.addItem(item)
item = QtWidgets.QListWidgetItem()
self.regression_list.addItem(item)
self.formLayout.setWidget(
4, QtWidgets.QFormLayout.FieldRole, self.regression_list
)
self.corrLabel = QtWidgets.QLabel(self.formGroupBox)
self.corrLabel.setObjectName("corrLabel")
self.formLayout.setWidget(5, QtWidgets.QFormLayout.LabelRole, self.corrLabel)
self.CorrelationList = QtWidgets.QListWidget(self.formGroupBox)
self.CorrelationList.setMaximumSize(QtCore.QSize(16777215, 75))
self.CorrelationList.setSelectionMode(
QtWidgets.QAbstractItemView.MultiSelection
)
self.CorrelationList.setObjectName("CorrelationList")
item = QtWidgets.QListWidgetItem()
self.CorrelationList.addItem(item)
item = QtWidgets.QListWidgetItem()
self.CorrelationList.addItem(item)
item = QtWidgets.QListWidgetItem()
self.CorrelationList.addItem(item)
item = QtWidgets.QListWidgetItem()
self.CorrelationList.addItem(item)
item = QtWidgets.QListWidgetItem()
self.CorrelationList.addItem(item)
self.formLayout.setWidget(
5, QtWidgets.QFormLayout.FieldRole, self.CorrelationList
)
self.theta0Label = QtWidgets.QLabel(self.formGroupBox)
self.theta0Label.setObjectName("theta0Label")
self.formLayout.setWidget(6, QtWidgets.QFormLayout.LabelRole, self.theta0Label)
self.theta0LineEdit = QtWidgets.QLineEdit(self.formGroupBox)
self.theta0LineEdit.setObjectName("theta0LineEdit")
self.formLayout.setWidget(
6, QtWidgets.QFormLayout.FieldRole, self.theta0LineEdit
)
self.ThetaL_Label = QtWidgets.QLabel(self.formGroupBox)
self.ThetaL_Label.setObjectName("ThetaL_Label")
self.formLayout.setWidget(7, QtWidgets.QFormLayout.LabelRole, self.ThetaL_Label)
self.ThetaL = QtWidgets.QLineEdit(self.formGroupBox)
self.ThetaL.setObjectName("ThetaL")
self.formLayout.setWidget(7, QtWidgets.QFormLayout.FieldRole, self.ThetaL)
self.ThetaU_Label = QtWidgets.QLabel(self.formGroupBox)
self.ThetaU_Label.setObjectName("ThetaU_Label")
self.formLayout.setWidget(8, QtWidgets.QFormLayout.LabelRole, self.ThetaU_Label)
self.ThetaU = QtWidgets.QLineEdit(self.formGroupBox)
self.ThetaU.setObjectName("ThetaU")
self.formLayout.setWidget(8, QtWidgets.QFormLayout.FieldRole, self.ThetaU)
self.randomStartLabel = QtWidgets.QLabel(self.formGroupBox)
self.randomStartLabel.setObjectName("randomStartLabel")
self.formLayout.setWidget(
9, QtWidgets.QFormLayout.LabelRole, self.randomStartLabel
)
self.randomStartLineEdit = QtWidgets.QLineEdit(self.formGroupBox)
self.randomStartLineEdit.setObjectName("randomStartLineEdit")
self.formLayout.setWidget(
9, QtWidgets.QFormLayout.FieldRole, self.randomStartLineEdit
)
self.normalize_label = QtWidgets.QLabel(self.formGroupBox)
self.normalize_label.setObjectName("normalize_label")
self.formLayout.setWidget(
10, QtWidgets.QFormLayout.LabelRole, self.normalize_label
)
self.normalize_list = QtWidgets.QListWidget(self.formGroupBox)
self.normalize_list.setSelectionMode(QtWidgets.QAbstractItemView.MultiSelection)
self.normalize_list.setObjectName("normalize_list")
item = QtWidgets.QListWidgetItem()
self.normalize_list.addItem(item)
item = QtWidgets.QListWidgetItem()
self.normalize_list.addItem(item)
self.formLayout.setWidget(
10, QtWidgets.QFormLayout.FieldRole, self.normalize_list
)
self.verticalLayout.addWidget(self.formGroupBox)
self.retranslateUi(Form)
QtCore.QMetaObject.connectSlotsByName(Form)
[docs]
def retranslateUi(self, Form):
_translate = QtCore.QCoreApplication.translate
Form.setWindowTitle(("Form"))
self.formGroupBox.setToolTip(
(
"<html><head/><body><p>Gaussian Processes (GP) are a generic "
"supervised learning method designed to solve regression and "
"probabilistic classification "
"problems.</p><p><br/></p><p><span "
'style=" font-weight:600;">The advantages of Gaussian '
"processes are:</span></p><p>The prediction interpolates the "
"observations (at least for regular kernels).</p><p>The "
"prediction is probabilistic (Gaussian) so that one can "
"compute "
"empirical confidence intervals and decide based on those if "
"one "
"should refit (online fitting, adaptive fitting) the "
"prediction "
"in some region of interest.</p><p>Versatile: different "
"kernels "
"can be specified. Common kernels are provided, but it is "
"also "
"possible to specify custom kernels.</p><p><br/></p><p><span "
'style=" font-weight:600;">The disadvantages of Gaussian '
"processes include:</span></p><p>They are not sparse, i.e., "
"they use the whole samples/features information to perform "
"the "
"prediction.</p><p>They lose efficiency in high dimensional "
"spaces - namely when the number of features exceeds a few "
"dozens.</p></body></html>"
)
)
self.reductionMethodLabel.setText(("Choose dimensionality reduction method:"))
__sortingEnabled = self.DimRedList.isSortingEnabled()
self.DimRedList.setSortingEnabled(False)
item = self.DimRedList.item(0)
item.setText(("PCA"))
item = self.DimRedList.item(1)
item.setText(("FastICA"))
self.DimRedList.setSortingEnabled(__sortingEnabled)
self.numOfComponenetsLabel.setText(("Number of Components"))
self.numOfComponenetsLineEdit.setText(("1,2,3,4,5,6,7,8,9,10,11,12,13,14,15"))
self.regrLabel.setText(("Regression Types"))
__sortingEnabled = self.regression_list.isSortingEnabled()
self.regression_list.setSortingEnabled(False)
item = self.regression_list.item(0)
item.setText(("Linear"))
item = self.regression_list.item(1)
item.setText(("Constant"))
item = self.regression_list.item(2)
item.setText(("Quadratic"))
self.regression_list.setSortingEnabled(__sortingEnabled)
self.corrLabel.setText(("Correlation Types"))
__sortingEnabled = self.CorrelationList.isSortingEnabled()
self.CorrelationList.setSortingEnabled(False)
item = self.CorrelationList.item(0)
item.setText(("Squared Exponential"))
item = self.CorrelationList.item(1)
item.setText(("Absolute Exponential"))
item = self.CorrelationList.item(2)
item.setText(("Generalized Exponential"))
item = self.CorrelationList.item(3)
item.setText(("Cubic"))
item = self.CorrelationList.item(4)
item.setText(("Linear"))
self.CorrelationList.setSortingEnabled(__sortingEnabled)
self.theta0Label.setText(("Theta"))
self.theta0LineEdit.setText(("0.1"))
self.ThetaL_Label.setText(("Theta - Lower Bound"))
self.ThetaU_Label.setText(("Theta - Upper Bound"))
self.randomStartLabel.setText(("# of random starts for MLE"))
self.normalize_label.setText(("Normalize"))
__sortingEnabled = self.normalize_list.isSortingEnabled()
self.normalize_list.setSortingEnabled(False)
item = self.normalize_list.item(0)
item.setText(("True"))
item = self.normalize_list.item(1)
item.setText(("False"))
self.normalize_list.setSortingEnabled(__sortingEnabled)
if __name__ == "__main__":
import sys
app = QtWidgets.QApplication(sys.argv)
Form = QtWidgets.QWidget()
ui = Ui_Form()
ui.setupUi(Form)
Form.show()
sys.exit(app.exec_())