Source code for gui.core.regressionMethods.KRR

from PyQt5 import QtWidgets
from sklearn.kernel_ridge import KernelRidge

from gui.ui.KRR import Ui_Form
from gui.util.Modules import Modules




[docs]
class Ui_Form(Ui_Form, KernelRidge, Modules):


[docs]
    def setupUi(self, Form):
        super().setupUi(Form)
        self.checkMinAndMax()
        self.connectWidgets()





[docs]
    def get_widget(self):
        return self.formGroupBox





[docs]
    def setHidden(self, bool):
        self.get_widget().setHidden(bool)





[docs]
    def connectWidgets(self):
        # print("alpha", self.alpha)
        # print("kernel", self.kernel)
        # print("gamma", self.gamma)
        # print("degree", self.degree)
        # print("coef0", self.coef0)
        # print("kernel_params", self.kernel_params)
        self.alphaSpinBox.setValue(self.alpha)
        self.kernelParametersLineEdit.setText(str(self.kernel_params))
        self.gammaLineEdit.setText(str(self.gamma))
        self.degreeDoubleSpinBox.setValue(self.degree)
        self.coeff0DoubleSpinBox.setValue(self.coef0)
        self.kernelLineEdit.setText(str(self.kernel))





[docs]
    def run(self):
        k_attrib = {'None': None}
        params = {
            'alpha': self.alphaSpinBox.value(),
            'kernel': self.kernelLineEdit.text(),
            'gamma': self.gammaLineEdit.text(),
            'degree': self.degreeDoubleSpinBox.value(),
            'coef0': self.coeff0DoubleSpinBox.value(),
            'kernel_params': k_attrib[
                self.kernelParametersLineEdit.text()]
        }
        return params, self.getChangedValues(params, KernelRidge())






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_())