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mlp_tool.ui
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mlp_tool.ui
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<?xml version="1.0" encoding="UTF-8"?>
<ui version="4.0">
<class>MainWindow</class>
<widget class="QMainWindow" name="MainWindow">
<property name="windowModality">
<enum>Qt::NonModal</enum>
</property>
<property name="geometry">
<rect>
<x>0</x>
<y>0</y>
<width>480</width>
<height>529</height>
</rect>
</property>
<property name="sizePolicy">
<sizepolicy hsizetype="Preferred" vsizetype="Preferred">
<horstretch>0</horstretch>
<verstretch>0</verstretch>
</sizepolicy>
</property>
<property name="minimumSize">
<size>
<width>480</width>
<height>0</height>
</size>
</property>
<property name="windowTitle">
<string>MLP Tool</string>
</property>
<widget class="QWidget" name="centralwidget">
<property name="sizePolicy">
<sizepolicy hsizetype="Minimum" vsizetype="Preferred">
<horstretch>0</horstretch>
<verstretch>0</verstretch>
</sizepolicy>
</property>
<property name="minimumSize">
<size>
<width>0</width>
<height>0</height>
</size>
</property>
<layout class="QGridLayout" name="gridLayout">
<property name="leftMargin">
<number>15</number>
</property>
<property name="topMargin">
<number>15</number>
</property>
<property name="rightMargin">
<number>15</number>
</property>
<property name="bottomMargin">
<number>2</number>
</property>
<property name="horizontalSpacing">
<number>7</number>
</property>
<property name="verticalSpacing">
<number>15</number>
</property>
<item row="1" column="0">
<layout class="QVBoxLayout" name="verticalLayout">
<property name="spacing">
<number>15</number>
</property>
<property name="bottomMargin">
<number>0</number>
</property>
<item>
<layout class="QFormLayout" name="formLayout">
<property name="sizeConstraint">
<enum>QLayout::SetNoConstraint</enum>
</property>
<property name="fieldGrowthPolicy">
<enum>QFormLayout::AllNonFixedFieldsGrow</enum>
</property>
<property name="rowWrapPolicy">
<enum>QFormLayout::DontWrapRows</enum>
</property>
<property name="labelAlignment">
<set>Qt::AlignLeading|Qt::AlignLeft|Qt::AlignTop</set>
</property>
<property name="formAlignment">
<set>Qt::AlignLeading|Qt::AlignLeft|Qt::AlignVCenter</set>
</property>
<property name="horizontalSpacing">
<number>30</number>
</property>
<property name="verticalSpacing">
<number>7</number>
</property>
<property name="leftMargin">
<number>0</number>
</property>
<property name="topMargin">
<number>0</number>
</property>
<property name="rightMargin">
<number>0</number>
</property>
<property name="bottomMargin">
<number>0</number>
</property>
<item row="0" column="0">
<widget class="QPushButton" name="ButtonLoadTrain">
<property name="sizePolicy">
<sizepolicy hsizetype="Minimum" vsizetype="Fixed">
<horstretch>0</horstretch>
<verstretch>0</verstretch>
</sizepolicy>
</property>
<property name="minimumSize">
<size>
<width>130</width>
<height>0</height>
</size>
</property>
<property name="toolTip">
<string>Open Training Dataset from Excel File</string>
</property>
<property name="text">
<string>Open Training Data</string>
</property>
</widget>
</item>
<item row="0" column="1">
<widget class="QLineEdit" name="LineTrain">
<property name="enabled">
<bool>false</bool>
</property>
<property name="sizePolicy">
<sizepolicy hsizetype="Expanding" vsizetype="Minimum">
<horstretch>0</horstretch>
<verstretch>0</verstretch>
</sizepolicy>
</property>
<property name="readOnly">
<bool>true</bool>
</property>
</widget>
</item>
<item row="1" column="0">
<widget class="QPushButton" name="ButtonLoadTest">
<property name="minimumSize">
<size>
<width>130</width>
<height>0</height>
</size>
</property>
<property name="toolTip">
<string>Open Test Dataset from Excel File</string>
</property>
<property name="text">
<string>Open Test Data</string>
</property>
</widget>
</item>
<item row="1" column="1">
<widget class="QLineEdit" name="LineTest">
<property name="enabled">
<bool>false</bool>
</property>
<property name="sizePolicy">
<sizepolicy hsizetype="Expanding" vsizetype="Minimum">
<horstretch>0</horstretch>
<verstretch>0</verstretch>
</sizepolicy>
</property>
<property name="minimumSize">
<size>
<width>0</width>
<height>0</height>
</size>
</property>
<property name="readOnly">
<bool>true</bool>
</property>
</widget>
</item>
</layout>
</item>
<item>
<layout class="QGridLayout" name="gridLayout_3">
<property name="bottomMargin">
<number>0</number>
</property>
<item row="0" column="2">
<widget class="QPushButton" name="ButtonShowDataset">
<property name="enabled">
<bool>false</bool>
</property>
<property name="sizePolicy">
<sizepolicy hsizetype="Minimum" vsizetype="Fixed">
<horstretch>0</horstretch>
<verstretch>0</verstretch>
</sizepolicy>
</property>
<property name="minimumSize">
<size>
<width>97</width>
<height>0</height>
</size>
</property>
<property name="text">
<string>Show Dataset</string>
</property>
</widget>
</item>
<item row="0" column="0">
<widget class="QCheckBox" name="CheckScaling">
<property name="enabled">
<bool>true</bool>
</property>
<property name="toolTip">
<string>Perform a preprocessing step to the input data in which the minimum value is set to 0 and the maximum value to 1.</string>
</property>
<property name="text">
<string>Scale data to 0-1</string>
</property>
<property name="checked">
<bool>false</bool>
</property>
</widget>
</item>
<item row="0" column="1">
<spacer name="horizontalSpacer_2">
<property name="orientation">
<enum>Qt::Horizontal</enum>
</property>
<property name="sizeHint" stdset="0">
<size>
<width>40</width>
<height>20</height>
</size>
</property>
</spacer>
</item>
</layout>
</item>
</layout>
</item>
<item row="3" column="0">
<layout class="QHBoxLayout" name="horizontalLayout_2">
<property name="spacing">
<number>30</number>
</property>
<property name="sizeConstraint">
<enum>QLayout::SetDefaultConstraint</enum>
</property>
<item>
<layout class="QFormLayout" name="formLayout_2">
<property name="labelAlignment">
<set>Qt::AlignLeading|Qt::AlignLeft|Qt::AlignVCenter</set>
</property>
<property name="formAlignment">
<set>Qt::AlignLeading|Qt::AlignLeft|Qt::AlignTop</set>
</property>
<property name="horizontalSpacing">
<number>30</number>
</property>
<property name="verticalSpacing">
<number>7</number>
</property>
<item row="0" column="0">
<widget class="QLabel" name="label">
<property name="toolTip">
<string><html><head/><body><p>The number of neurons per layer is separated by a comma. E.g. &quot;4,2&quot; will create a network with two hidden layers, containing 4 and 2 neurons.</p></body></html></string>
</property>
<property name="text">
<string>Hidden Layers:</string>
</property>
</widget>
</item>
<item row="0" column="1">
<widget class="QLineEdit" name="LineLayers">
<property name="toolTip">
<string><html><head/><body><p>The number of neurons per layer is separated by a comma. E.g. &quot;4,2&quot; will create a network with two hidden layers, containing 4 and 2 neurons.</p></body></html></string>
</property>
<property name="inputMask">
<string/>
</property>
<property name="text">
<string>4,2</string>
</property>
<property name="frame">
<bool>true</bool>
</property>
<property name="placeholderText">
<string/>
</property>
</widget>
</item>
<item row="1" column="0">
<widget class="QLabel" name="label_2">
<property name="toolTip">
<string><html><head/><body><p>Activation function for the hidden layers.</p><ul style="margin-top: 0px; margin-bottom: 0px; margin-left: 0px; margin-right: 0px; -qt-list-indent: 1;"><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘Linear’, no-op activation, useful to implement linear bottleneck, returns f(x) = x</li><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘Sigmoid’, the logistic sigmoid function, returns f(x) = 1 / (1 + exp(-x)).</li><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘Tanh’, the hyperbolic tan function, returns f(x) = tanh(x).</li><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘ReLU’, the rectified linear unit function, returns f(x) = max(0, x)</li></ul></body></html></string>
</property>
<property name="text">
<string>Activation:</string>
</property>
</widget>
</item>
<item row="1" column="1">
<widget class="QComboBox" name="ComboActivation">
<property name="toolTip">
<string><html><head/><body><p>Activation function for the hidden layers.</p><ul style="margin-top: 0px; margin-bottom: 0px; margin-left: 0px; margin-right: 0px; -qt-list-indent: 1;"><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘identity’, no-op activation, useful to implement linear bottleneck, returns f(x) = x</li><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘logistic’, the logistic sigmoid function, returns f(x) = 1 / (1 + exp(-x)).</li><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘tanh’, the hyperbolic tan function, returns f(x) = tanh(x).</li><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘relu’, the rectified linear unit function, returns f(x) = max(0, x)</li></ul></body></html></string>
</property>
<property name="currentText">
<string>ReLU</string>
</property>
<item>
<property name="text">
<string>ReLU</string>
</property>
</item>
<item>
<property name="text">
<string>Tanh</string>
</property>
</item>
<item>
<property name="text">
<string>Linear</string>
</property>
</item>
<item>
<property name="text">
<string>Sigmoid</string>
</property>
</item>
</widget>
</item>
<item row="2" column="0">
<widget class="QLabel" name="label_3">
<property name="toolTip">
<string><html><head/><body><p>The solver for weight optimization.</p><ul style="margin-top: 0px; margin-bottom: 0px; margin-left: 0px; margin-right: 0px; -qt-list-indent: 1;"><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘lbfgs’ is an optimizer in the family of quasi-Newton methods.</li><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘sgd’ refers to stochastic gradient descent.</li><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘adam’ refers to a stochastic gradient-based optimizer proposed by Kingma, Diederik, and Jimmy Ba</li></ul><p>Note: The default solver ‘adam’ works pretty well on relatively large datasets (with thousands of training samples or more) in terms of both training time and validation score. For small datasets, however, ‘lbfgs’ can converge faster and perform better.</p></body></html></string>
</property>
<property name="text">
<string>Solver:</string>
</property>
</widget>
</item>
<item row="2" column="1">
<widget class="QComboBox" name="ComboSolver">
<property name="toolTip">
<string><html><head/><body><p>The solver for weight optimization.</p><ul style="margin-top: 0px; margin-bottom: 0px; margin-left: 0px; margin-right: 0px; -qt-list-indent: 1;"><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘lbfgs’ is an optimizer in the family of quasi-Newton methods.</li><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘sgd’ refers to stochastic gradient descent.</li><li style=" margin-top:0px; margin-bottom:5px; margin-left:10px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">‘adam’ refers to a stochastic gradient-based optimizer proposed by Kingma, Diederik, and Jimmy Ba</li></ul><p>Note: The default solver ‘adam’ works pretty well on relatively large datasets (with thousands of training samples or more) in terms of both training time and validation score. For small datasets, however, ‘lbfgs’ can converge faster and perform better.</p></body></html></string>
</property>
<item>
<property name="text">
<string>adam</string>
</property>
</item>
<item>
<property name="text">
<string>sgd</string>
</property>
</item>
<item>
<property name="text">
<string>lbfgs</string>
</property>
</item>
</widget>
</item>
<item row="3" column="0">
<widget class="QLabel" name="label_7">
<property name="toolTip">
<string>Weight decay parameter used for regularization of weights.</string>
</property>
<property name="text">
<string>L2 penalty:</string>
</property>
</widget>
</item>
<item row="3" column="1">
<widget class="QLineEdit" name="LineL2">
<property name="enabled">
<bool>true</bool>
</property>
<property name="toolTip">
<string>Weight decay parameter used for regularization of weights.</string>
</property>
<property name="text">
<string>0.0001</string>
</property>
</widget>
</item>
<item row="4" column="1">
<widget class="QLineEdit" name="LineBatch">
<property name="toolTip">
<string>Size of minibatches for stochastic optimizers. If the solver is ‘lbfgs’, the classifier will not use minibatch.
When set to “auto”, batch size is the minimum of 200 or the sample count.</string>
</property>
<property name="text">
<string>auto</string>
</property>
</widget>
</item>
<item row="4" column="0">
<widget class="QLabel" name="label_9">
<property name="toolTip">
<string>Size of minibatches for stochastic optimizers. If the solver is ‘lbfgs’, the classifier will not use minibatch.
When set to “auto”, batch size is the minimum of 200 or the sample count.</string>
</property>
<property name="text">
<string>Batch size:</string>
</property>
</widget>
</item>
</layout>
</item>
<item>
<layout class="QFormLayout" name="formLayout_4">
<property name="fieldGrowthPolicy">
<enum>QFormLayout::AllNonFixedFieldsGrow</enum>
</property>
<property name="horizontalSpacing">
<number>30</number>
</property>
<property name="verticalSpacing">
<number>7</number>
</property>
<item row="0" column="0">
<widget class="QLabel" name="label_4">
<property name="toolTip">
<string><html><head/><body><p><span style=" font-size:8pt;">Maximum number of iterations.</span></p><p><span style=" font-size:8pt;">The solver iterates until convergence (determined by the tolerance) or this number of iterations.</span></p></body></html></string>
</property>
<property name="text">
<string>Max. epochs:</string>
</property>
</widget>
</item>
<item row="0" column="1">
<widget class="QLineEdit" name="LineMaxEps">
<property name="toolTip">
<string><html><head/><body><p><span style=" font-size:8pt;">Maximum number of iterations.</span></p><p><span style=" font-size:8pt;">The solver iterates until convergence (determined by the tolerance) or this number of iterations.</span></p></body></html></string>
</property>
<property name="text">
<string>10000</string>
</property>
</widget>
</item>
<item row="1" column="0">
<widget class="QLabel" name="label_5">
<property name="toolTip">
<string><html><head/><body><p><span style=" font-size:8pt;">Tolerance for the optimization. When the loss or score is not improving by at least this tolerance for 10 epochs, convergence is considered to be reached and training stops.</span></p></body></html></string>
</property>
<property name="text">
<string>Tolerance:</string>
</property>
</widget>
</item>
<item row="1" column="1">
<widget class="QLineEdit" name="LineTol">
<property name="toolTip">
<string><html><head/><body><p><span style=" font-size:8pt;">Tolerance for the optimization. When the loss or score is not improving by at least this tolerance for 10 epochs, convergence is considered to be reached and training stops.</span></p></body></html></string>
</property>
<property name="text">
<string>1e-4</string>
</property>
</widget>
</item>
<item row="2" column="0">
<widget class="QLabel" name="label_6">
<property name="toolTip">
<string><html><head/><body><p><span style=" font-size:8pt;">Determines random number generation for weights and bias initialization and batch sampling when solver=’sgd’ or ‘adam’. Pass an int for reproducible results across multiple function calls.</span></p></body></html></string>
</property>
<property name="text">
<string>Random state:</string>
</property>
</widget>
</item>
<item row="2" column="1">
<widget class="QLineEdit" name="LineSeed">
<property name="toolTip">
<string><html><head/><body><p><span style=" font-size:8pt;">Determines random number generation for weights and bias initialization and batch sampling when solver=’sgd’ or ‘adam’. Pass an int for reproducible results across multiple function calls.</span></p></body></html></string>
</property>
<property name="text">
<string>0</string>
</property>
</widget>
</item>
<item row="3" column="1">
<widget class="QLineEdit" name="LineMomentum">
<property name="enabled">
<bool>false</bool>
</property>
<property name="toolTip">
<string>Momentum for gradient descent update. Should be between 0 and 1. Only used when solver=’sgd’.</string>
</property>
<property name="text">
<string>0.9</string>
</property>
</widget>
</item>
<item row="3" column="0">
<widget class="QLabel" name="label_8">
<property name="toolTip">
<string>Momentum for gradient descent update. Should be between 0 and 1. Only used when solver=’sgd’.</string>
</property>
<property name="text">
<string>Momentum:</string>
</property>
</widget>
</item>
<item row="4" column="0">
<widget class="QLabel" name="label_10">
<property name="toolTip">
<string>The initial learning rate used. It controls the step-size in updating the weights. Only used when solver=’sgd’ or ‘adam’.</string>
</property>
<property name="text">
<string>Learning rate:</string>
</property>
</widget>
</item>
<item row="4" column="1">
<widget class="QLineEdit" name="LineLearnRate">
<property name="enabled">
<bool>true</bool>
</property>
<property name="toolTip">
<string>The initial learning rate used. It controls the step-size in updating the weights. Only used when solver=’sgd’ or ‘adam’.</string>
</property>
<property name="text">
<string>0.001</string>
</property>
</widget>
</item>
</layout>
</item>
</layout>
</item>
<item row="4" column="0">
<layout class="QGridLayout" name="gridLayout_2">
<property name="leftMargin">
<number>0</number>
</property>
<property name="bottomMargin">
<number>0</number>
</property>
<property name="horizontalSpacing">
<number>35</number>
</property>
<property name="verticalSpacing">
<number>7</number>
</property>
<item row="1" column="0">
<widget class="QPushButton" name="ButtonTest">
<property name="enabled">
<bool>false</bool>
</property>
<property name="toolTip">
<string>Apply the trained model to the test data and show a point cloud of target and prediction values.</string>
</property>
<property name="text">
<string>Test Model</string>
</property>
</widget>
</item>
<item row="0" column="0">
<widget class="QPushButton" name="ButtonTrain">
<property name="enabled">
<bool>false</bool>
</property>
<property name="toolTip">
<string>Train the model with the given parameters.</string>
</property>
<property name="text">
<string>Train Model</string>
</property>
</widget>
</item>
<item row="0" column="1">
<widget class="QPushButton" name="ButtonLossCurve">
<property name="enabled">
<bool>false</bool>
</property>
<property name="toolTip">
<string>Print the loss curve. Not available when solver is 'lbfgs'.</string>
</property>
<property name="text">
<string>Loss Curve</string>
</property>
</widget>
</item>
<item row="1" column="1">
<widget class="QPushButton" name="ButtonTestError">
<property name="enabled">
<bool>false</bool>
</property>
<property name="toolTip">
<string>Plot a 2D curve of the prediction errors.</string>
</property>
<property name="text">
<string>Error Curve</string>
</property>
</widget>
</item>
<item row="0" column="2">
<widget class="QPushButton" name="ButtonStats">
<property name="enabled">
<bool>false</bool>
</property>
<property name="toolTip">
<string>Show statistical properties of the model.</string>
</property>
<property name="text">
<string>Statistics</string>
</property>
</widget>
</item>
<item row="1" column="2">
<widget class="QPushButton" name="ButtonWeights">
<property name="enabled">
<bool>false</bool>
</property>
<property name="toolTip">
<string>Show a table of neuron connections and bias values.</string>
</property>
<property name="text">
<string>Weights/Bias</string>
</property>
</widget>
</item>
<item row="2" column="2">
<spacer name="verticalSpacer_2">
<property name="orientation">
<enum>Qt::Vertical</enum>
</property>
<property name="sizeType">
<enum>QSizePolicy::Preferred</enum>
</property>
<property name="sizeHint" stdset="0">
<size>
<width>20</width>
<height>10</height>
</size>
</property>
</spacer>
</item>
<item row="3" column="1" colspan="2">
<widget class="QPushButton" name="ButtonSave">
<property name="enabled">
<bool>false</bool>
</property>
<property name="toolTip">
<string>Export the trained model to a PMML file.</string>
</property>
<property name="text">
<string>Save Model</string>
</property>
</widget>
</item>
</layout>
</item>
<item row="5" column="0">
<spacer name="verticalSpacer">
<property name="sizePolicy">
<sizepolicy hsizetype="Preferred" vsizetype="Expanding">
<horstretch>0</horstretch>
<verstretch>0</verstretch>
</sizepolicy>
</property>
<property name="orientation">
<enum>Qt::Vertical</enum>
</property>
<property name="sizeHint" stdset="0">
<size>
<width>20</width>
<height>20</height>
</size>
</property>
</spacer>
</item>
<item row="6" column="0">
<layout class="QHBoxLayout" name="horizontalLayout">
<property name="bottomMargin">
<number>0</number>
</property>
<item>
<spacer name="horizontalSpacer">
<property name="orientation">
<enum>Qt::Horizontal</enum>
</property>
<property name="sizeHint" stdset="0">
<size>
<width>40</width>
<height>20</height>
</size>
</property>
</spacer>
</item>
<item>
<widget class="QPushButton" name="ButtonClose">
<property name="sizePolicy">
<sizepolicy hsizetype="Preferred" vsizetype="Fixed">
<horstretch>0</horstretch>
<verstretch>0</verstretch>
</sizepolicy>
</property>
<property name="text">
<string>Close</string>
</property>
</widget>
</item>
</layout>
</item>
</layout>
</widget>
<widget class="QMenuBar" name="menubar">
<property name="geometry">
<rect>
<x>0</x>
<y>0</y>
<width>480</width>
<height>26</height>
</rect>
</property>
<widget class="QMenu" name="menuDatei">
<property name="title">
<string>File</string>
</property>
<addaction name="actionOpenTrain"/>
<addaction name="actionOpenTest"/>
<addaction name="actionClose"/>
</widget>
<widget class="QMenu" name="menuView">
<property name="title">
<string>View</string>
</property>
<addaction name="actionTheme"/>
</widget>
<widget class="QMenu" name="menuHelp">
<property name="title">
<string>?</string>
</property>
<addaction name="actionDocEN"/>
<addaction name="actionDocDE"/>
<addaction name="actionAbout"/>
</widget>
<addaction name="menuDatei"/>
<addaction name="menuView"/>
<addaction name="menuHelp"/>
</widget>
<widget class="QStatusBar" name="statusbar">
<property name="enabled">
<bool>false</bool>
</property>
<property name="minimumSize">
<size>
<width>0</width>
<height>0</height>
</size>
</property>
</widget>
<action name="actionClose">
<property name="text">
<string>Close</string>
</property>
</action>
<action name="actionTheme">
<property name="checkable">
<bool>false</bool>
</property>
<property name="checked">
<bool>false</bool>
</property>
<property name="text">
<string>Dark Theme</string>
</property>
</action>
<action name="actionDocEN">
<property name="text">
<string>Documentation EN</string>
</property>
</action>
<action name="actionAbout">
<property name="text">
<string>About</string>
</property>
</action>
<action name="actionDocDE">
<property name="text">
<string>Documentation DE</string>
</property>
</action>
<action name="actionOpenTrain">
<property name="text">
<string>Open Training Data</string>
</property>
</action>
<action name="actionOpenTest">
<property name="text">
<string>Open Test Data</string>
</property>
</action>
</widget>
<resources/>
<connections/>
</ui>