1 | import os |
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2 | import sys |
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3 | import time |
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4 | import logging |
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5 | import webbrowser |
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6 | |
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7 | from PyQt5 import QtCore, QtWidgets, QtGui |
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8 | |
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9 | import sas.qtgui.Utilities.GuiUtils as GuiUtils |
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10 | from sas.qtgui.Plotting.PlotterData import Data1D |
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11 | from sas.qtgui.Utilities.UI.GridPanelUI import Ui_GridPanelUI |
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12 | |
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13 | |
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14 | class BatchOutputPanel(QtWidgets.QMainWindow, Ui_GridPanelUI): |
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15 | """ |
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16 | Class for stateless grid-like printout of model parameters for mutiple models |
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17 | """ |
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18 | ERROR_COLUMN_CAPTION = " (Err)" |
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19 | IS_WIN = (sys.platform == 'win32') |
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20 | windowClosedSignal = QtCore.pyqtSignal() |
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21 | def __init__(self, parent = None, output_data=None): |
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22 | |
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23 | super(BatchOutputPanel, self).__init__(parent._parent) |
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24 | self.setupUi(self) |
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25 | |
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26 | self.parent = parent |
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27 | if hasattr(self.parent, "communicate"): |
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28 | self.communicate = parent.communicate |
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29 | |
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30 | self.addToolbarActions() |
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31 | |
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32 | # file name for the dataset |
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33 | self.grid_filename = "" |
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34 | |
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35 | self.has_data = False if output_data is None else True |
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36 | # Tab numbering |
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37 | self.tab_number = 1 |
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38 | |
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39 | # System dependent menu items |
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40 | if not self.IS_WIN: |
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41 | self.actionOpen_with_Excel.setVisible(False) |
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42 | |
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43 | # list of QTableWidgets, indexed by tab number |
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44 | self.tables = [] |
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45 | self.tables.append(self.tblParams) |
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46 | |
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47 | # context menu on the table |
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48 | self.tblParams.setContextMenuPolicy(QtCore.Qt.CustomContextMenu) |
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49 | self.tblParams.customContextMenuRequested.connect(self.showContextMenu) |
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50 | |
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51 | # Command buttons |
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52 | self.cmdHelp.clicked.connect(self.onHelp) |
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53 | self.cmdPlot.clicked.connect(self.onPlot) |
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54 | |
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55 | # Fill in the table from input data |
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56 | self.setupTable(widget=self.tblParams, data=output_data) |
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57 | if output_data is not None: |
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58 | # Set a table tooltip describing the model |
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59 | model_name = output_data[0][0].model.id |
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60 | self.tabWidget.setTabToolTip(0, model_name) |
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61 | |
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62 | def closeEvent(self, event): |
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63 | """ |
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64 | Overwrite QDialog close method to allow for custom widget close |
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65 | """ |
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66 | # notify the parent so it hides this window |
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67 | self.windowClosedSignal.emit() |
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68 | event.ignore() |
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69 | |
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70 | def addToolbarActions(self): |
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71 | """ |
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72 | Assing actions and callbacks to the File menu items |
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73 | """ |
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74 | self.actionOpen.triggered.connect(self.actionLoadData) |
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75 | self.actionOpen_with_Excel.triggered.connect(self.actionSendToExcel) |
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76 | self.actionSave.triggered.connect(self.actionSaveFile) |
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77 | |
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78 | def actionLoadData(self): |
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79 | """ |
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80 | Open file load dialog and load a .csv file |
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81 | """ |
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82 | datafile = QtWidgets.QFileDialog.getOpenFileName( |
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83 | self, "Choose a file with results", "", "CSV files (*.csv)", None, |
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84 | QtWidgets.QFileDialog.DontUseNativeDialog)[0] |
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85 | |
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86 | if not datafile: |
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87 | logging.info("No data file chosen.") |
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88 | return |
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89 | |
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90 | with open(datafile, 'r') as csv_file: |
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91 | lines = csv_file.readlines() |
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92 | |
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93 | self.setupTableFromCSV(lines) |
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94 | self.has_data = True |
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95 | |
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96 | def currentTable(self): |
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97 | """ |
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98 | Returns the currently shown QTabWidget |
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99 | """ |
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100 | return self.tables[self.tabWidget.currentIndex()] |
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101 | |
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102 | def showContextMenu(self, position): |
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103 | """ |
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104 | Show context specific menu in the tab table widget. |
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105 | """ |
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106 | menu = QtWidgets.QMenu() |
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107 | rows = [s.row() for s in self.currentTable().selectionModel().selectedRows()] |
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108 | num_rows = len(rows) |
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109 | if num_rows <= 0: |
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110 | return |
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111 | # Find out which items got selected and in which row |
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112 | # Select for fitting |
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113 | |
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114 | self.actionPlotResults = QtWidgets.QAction(self) |
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115 | self.actionPlotResults.setObjectName("actionPlot") |
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116 | self.actionPlotResults.setText(QtCore.QCoreApplication.translate("self", "Plot selected fits.")) |
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117 | |
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118 | menu.addAction(self.actionPlotResults) |
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119 | |
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120 | # Define the callbacks |
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121 | self.actionPlotResults.triggered.connect(self.onPlot) |
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122 | try: |
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123 | menu.exec_(self.currentTable().viewport().mapToGlobal(position)) |
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124 | except AttributeError as ex: |
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125 | logging.error("Error generating context menu: %s" % ex) |
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126 | return |
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127 | |
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128 | def addTabPage(self, name=None): |
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129 | """ |
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130 | Add new tab page with QTableWidget |
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131 | """ |
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132 | layout = QtWidgets.QVBoxLayout() |
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133 | tab_widget = QtWidgets.QTableWidget(parent=self) |
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134 | # Same behaviour as the original tblParams |
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135 | tab_widget.setContextMenuPolicy(QtCore.Qt.CustomContextMenu) |
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136 | tab_widget.setAlternatingRowColors(True) |
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137 | tab_widget.setSelectionBehavior(QtWidgets.QAbstractItemView.SelectRows) |
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138 | tab_widget.setLayout(layout) |
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139 | # Simple naming here. |
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140 | # One would think naming the tab with current model name would be good. |
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141 | # However, some models have LONG names, which doesn't look well on the tab bar. |
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142 | self.tab_number += 1 |
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143 | if name is not None: |
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144 | tab_name = name |
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145 | else: |
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146 | tab_name = "Tab " + str(self.tab_number) |
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147 | # each table needs separate slots. |
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148 | tab_widget.customContextMenuRequested.connect(self.showContextMenu) |
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149 | self.tables.append(tab_widget) |
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150 | self.tabWidget.addTab(tab_widget, tab_name) |
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151 | # Make the new tab active |
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152 | self.tabWidget.setCurrentIndex(self.tab_number-1) |
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153 | |
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154 | def addFitResults(self, results): |
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155 | """ |
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156 | Create a new tab with batch fitting results |
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157 | """ |
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158 | # pull out page name from results |
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159 | page_name = None |
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160 | if len(results)>=2: |
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161 | if isinstance(results[-1], str): |
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162 | page_name = results[-1] |
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163 | _ = results.pop(-1) |
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164 | |
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165 | if self.has_data: |
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166 | self.addTabPage(name=page_name) |
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167 | else: |
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168 | self.tabWidget.setTabText(0, page_name) |
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169 | # Update the new widget |
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170 | # Fill in the table from input data in the last/newest page |
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171 | assert(self.tables) |
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172 | self.setupTable(widget=self.tables[-1], data=results) |
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173 | self.has_data = True |
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174 | |
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175 | # Set a table tooltip describing the model |
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176 | model_name = results[0][0].model.id |
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177 | self.tabWidget.setTabToolTip(self.tabWidget.count()-1, model_name) |
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178 | |
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179 | |
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180 | @classmethod |
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181 | def onHelp(cls): |
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182 | """ |
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183 | Open a local url in the default browser |
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184 | """ |
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185 | location = GuiUtils.HELP_DIRECTORY_LOCATION |
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186 | url = "/user/qtgui/Perspectives/Fitting/fitting_help.html#batch-fit-mode" |
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187 | try: |
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188 | webbrowser.open('file://' + os.path.realpath(location+url)) |
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189 | except webbrowser.Error as ex: |
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190 | logging.warning("Cannot display help. %s" % ex) |
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191 | |
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192 | def onPlot(self): |
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193 | """ |
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194 | Plot selected fits by sending signal to the parent |
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195 | """ |
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196 | rows = [s.row() for s in self.currentTable().selectionModel().selectedRows()] |
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197 | if not rows: |
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198 | msg = "Nothing to plot!" |
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199 | self.parent.communicate.statusBarUpdateSignal.emit(msg) |
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200 | return |
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201 | data = self.dataFromTable(self.currentTable()) |
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202 | # data['Data'] -> ['filename1', 'filename2', ...] |
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203 | # look for the 'Data' column and extract the filename |
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204 | for row in rows: |
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205 | try: |
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206 | filename = data['Data'][row] |
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207 | # emit a signal so the plots are being shown |
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208 | self.communicate.plotFromFilenameSignal.emit(filename) |
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209 | except (IndexError, AttributeError): |
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210 | # data messed up. |
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211 | return |
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212 | |
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213 | @classmethod |
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214 | def dataFromTable(cls, table): |
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215 | """ |
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216 | Creates a dictionary {<parameter>:[list of values]} from the parameter table |
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217 | """ |
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218 | assert(isinstance(table, QtWidgets.QTableWidget)) |
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219 | params = {} |
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220 | for column in range(table.columnCount()): |
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221 | value = [table.item(row, column).data(0) for row in range(table.rowCount())] |
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222 | key = table.horizontalHeaderItem(column).data(0) |
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223 | params[key] = value |
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224 | return params |
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225 | |
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226 | def actionSendToExcel(self): |
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227 | """ |
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228 | Generates a .csv file and opens the default CSV reader |
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229 | """ |
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230 | if not self.grid_filename: |
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231 | import tempfile |
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232 | tmpfile = tempfile.NamedTemporaryFile(delete=False, mode="w+", suffix=".csv") |
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233 | self.grid_filename = tmpfile.name |
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234 | data = self.dataFromTable(self.currentTable()) |
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235 | t = time.localtime(time.time()) |
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236 | time_str = time.strftime("%b %d %H:%M of %Y", t) |
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237 | details = "File Generated by SasView " |
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238 | details += "on %s.\n" % time_str |
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239 | self.writeBatchToFile(data=data, tmpfile=tmpfile, details=details) |
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240 | tmpfile.close() |
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241 | |
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242 | try: |
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243 | from win32com.client import Dispatch |
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244 | excel_app = Dispatch('Excel.Application') |
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245 | excel_app.Workbooks.Open(self.grid_filename) |
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246 | excel_app.Visible = 1 |
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247 | except Exception as ex: |
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248 | msg = "Error occured when calling Excel.\n" |
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249 | msg += ex |
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250 | self.parent.communicate.statusBarUpdateSignal.emit(msg) |
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251 | |
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252 | def actionSaveFile(self): |
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253 | """ |
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254 | Generate a .csv file and dump it do disk |
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255 | """ |
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256 | t = time.localtime(time.time()) |
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257 | time_str = time.strftime("%b %d %H %M of %Y", t) |
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258 | default_name = "Batch_Fitting_"+time_str+".csv" |
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259 | |
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260 | wildcard = "CSV files (*.csv);;" |
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261 | kwargs = { |
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262 | 'caption' : 'Save As', |
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263 | 'directory' : default_name, |
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264 | 'filter' : wildcard, |
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265 | 'parent' : None, |
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266 | } |
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267 | # Query user for filename. |
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268 | filename_tuple = QtWidgets.QFileDialog.getSaveFileName(**kwargs) |
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269 | filename = filename_tuple[0] |
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270 | |
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271 | # User cancelled. |
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272 | if not filename: |
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273 | return |
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274 | data = self.dataFromTable(self.currentTable()) |
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275 | details = "File generated by SasView\n" |
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276 | with open(filename, 'w') as csv_file: |
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277 | self.writeBatchToFile(data=data, tmpfile=csv_file, details=details) |
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278 | |
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279 | def setupTableFromCSV(self, csv_data): |
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280 | """ |
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281 | Create tablewidget items and show them, based on params |
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282 | """ |
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283 | # Is this an empty grid? |
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284 | if self.has_data: |
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285 | # Add a new page |
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286 | self.addTabPage() |
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287 | # Access the newly created QTableWidget |
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288 | current_page = self.tables[-1] |
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289 | else: |
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290 | current_page = self.tblParams |
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291 | # headers |
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292 | param_list = csv_data[1].rstrip().split(',') |
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293 | # need to remove the 2 header rows to get the total data row number |
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294 | rows = len(csv_data) -2 |
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295 | assert(rows > -1) |
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296 | columns = len(param_list) |
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297 | current_page.setColumnCount(columns) |
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298 | current_page.setRowCount(rows) |
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299 | |
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300 | for i, param in enumerate(param_list): |
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301 | current_page.setHorizontalHeaderItem(i, QtWidgets.QTableWidgetItem(param)) |
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302 | |
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303 | # first - Chi2 and data filename |
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304 | for i_row, row in enumerate(csv_data[2:]): |
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305 | for i_col, col in enumerate(row.rstrip().split(',')): |
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306 | current_page.setItem(i_row, i_col, QtWidgets.QTableWidgetItem(col)) |
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307 | |
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308 | current_page.resizeColumnsToContents() |
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309 | |
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310 | def setupTable(self, widget=None, data=None): |
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311 | """ |
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312 | Create tablewidget items and show them, based on params |
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313 | """ |
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314 | # quietly leave is nothing to show |
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315 | if data is None or widget is None: |
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316 | return |
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317 | |
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318 | # Figure out the headers |
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319 | model = data[0][0] |
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320 | |
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321 | disperse_params = list(model.model.dispersion.keys()) |
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322 | magnetic_params = model.model.magnetic_params |
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323 | optimized_params = model.param_list |
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324 | # Create the main parameter list |
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325 | param_list = [m for m in model.model.params.keys() if (m not in model.model.magnetic_params and ".width" not in m)] |
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326 | |
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327 | # add fitted polydisp parameters |
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328 | param_list += [m+".width" for m in disperse_params if m+".width" in optimized_params] |
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329 | |
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330 | # add fitted magnetic params |
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331 | param_list += [m for m in magnetic_params if m in optimized_params] |
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332 | |
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333 | # Check if 2D model. If not, remove theta/phi |
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334 | if isinstance(model.data.sas_data, Data1D): |
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335 | if 'theta' in param_list: |
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336 | param_list.remove('theta') |
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337 | if 'phi' in param_list: |
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338 | param_list.remove('phi') |
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339 | |
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340 | rows = len(data) |
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341 | columns = len(param_list) |
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342 | |
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343 | widget.setColumnCount(columns+2) # add 2 initial columns defined below |
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344 | widget.setRowCount(rows) |
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345 | |
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346 | # Insert two additional columns |
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347 | param_list.insert(0, "Data") |
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348 | param_list.insert(0, "Chi2") |
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349 | for i, param in enumerate(param_list): |
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350 | widget.setHorizontalHeaderItem(i, QtWidgets.QTableWidgetItem(param)) |
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351 | |
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352 | # dictionary of parameter errors for post-processing |
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353 | # [param_name] = [param_column_nr, error_for_row_1, error_for_row_2,...] |
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354 | error_columns = {} |
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355 | # first - Chi2 and data filename |
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356 | for i_row, row in enumerate(data): |
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357 | # each row corresponds to a single fit |
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358 | chi2 = row[0].fitness |
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359 | filename = "" |
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360 | if hasattr(row[0].data, "sas_data"): |
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361 | filename = row[0].data.sas_data.filename |
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362 | widget.setItem(i_row, 0, QtWidgets.QTableWidgetItem(GuiUtils.formatNumber(chi2, high=True))) |
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363 | widget.setItem(i_row, 1, QtWidgets.QTableWidgetItem(str(filename))) |
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364 | # Now, all the parameters |
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365 | for i_col, param in enumerate(param_list[2:]): |
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366 | if param in row[0].param_list: |
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367 | # parameter is on the to-optimize list - get the optimized value |
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368 | par_value = row[0].pvec[row[0].param_list.index(param)] |
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369 | # parse out errors and store them for later use |
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370 | err_value = row[0].stderr[row[0].param_list.index(param)] |
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371 | if param in error_columns: |
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372 | error_columns[param].append(err_value) |
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373 | else: |
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374 | error_columns[param] = [i_col, err_value] |
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375 | else: |
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376 | # parameter was not varied |
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377 | par_value = row[0].model.params[param] |
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378 | |
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379 | widget.setItem(i_row, i_col+2, QtWidgets.QTableWidgetItem( |
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380 | GuiUtils.formatNumber(par_value, high=True))) |
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381 | |
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382 | # Add errors |
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383 | error_list = list(error_columns.keys()) |
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384 | for error_param in error_list[::-1]: # must be reverse to keep column indices |
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385 | # the offset for the err column: +2 from the first two extra columns, +1 to append this column |
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386 | error_column = error_columns[error_param][0]+3 |
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387 | error_values = error_columns[error_param][1:] |
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388 | widget.insertColumn(error_column) |
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389 | |
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390 | column_name = error_param + self.ERROR_COLUMN_CAPTION |
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391 | widget.setHorizontalHeaderItem(error_column, QtWidgets.QTableWidgetItem(column_name)) |
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392 | |
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393 | for i_row, error in enumerate(error_values): |
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394 | item = QtWidgets.QTableWidgetItem(GuiUtils.formatNumber(error, high=True)) |
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395 | # Fancy, italic font for errors |
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396 | font = QtGui.QFont() |
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397 | font.setItalic(True) |
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398 | item.setFont(font) |
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399 | widget.setItem(i_row, error_column, item) |
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400 | |
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401 | # resize content |
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402 | widget.resizeColumnsToContents() |
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403 | |
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404 | @classmethod |
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405 | def writeBatchToFile(cls, data, tmpfile, details=""): |
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406 | """ |
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407 | Helper to write result from batch into cvs file |
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408 | """ |
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409 | name = tmpfile.name |
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410 | if data is None or name is None or name.strip() == "": |
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411 | return |
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412 | _, ext = os.path.splitext(name) |
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413 | separator = "\t" |
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414 | if ext.lower() == ".csv": |
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415 | separator = "," |
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416 | tmpfile.write(details) |
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417 | for col_name in data.keys(): |
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418 | tmpfile.write(col_name) |
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419 | tmpfile.write(separator) |
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420 | tmpfile.write('\n') |
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421 | max_list = [len(value) for value in data.values()] |
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422 | if len(max_list) == 0: |
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423 | return |
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424 | max_index = max(max_list) |
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425 | index = 0 |
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426 | while index < max_index: |
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427 | for value_list in data.values(): |
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428 | if index < len(value_list): |
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429 | tmpfile.write(str(value_list[index])) |
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430 | tmpfile.write(separator) |
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431 | else: |
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432 | tmpfile.write('') |
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433 | tmpfile.write(separator) |
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434 | tmpfile.write('\n') |
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435 | index += 1 |
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436 | |
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437 | |
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438 | class BatchInversionOutputPanel(BatchOutputPanel): |
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439 | """ |
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440 | Class for stateless grid-like printout of P(r) parameters for any number |
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441 | of data sets |
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442 | """ |
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443 | def __init__(self, parent = None, output_data=None): |
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444 | |
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445 | super(BatchInversionOutputPanel, self).__init__(parent._parent, output_data) |
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446 | _translate = QtCore.QCoreApplication.translate |
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447 | self.setWindowTitle(_translate("GridPanelUI", "Batch P(r) Results")) |
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448 | |
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449 | def setupTable(self, widget=None, data=None): |
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450 | """ |
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451 | Create tablewidget items and show them, based on params |
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452 | """ |
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453 | # headers |
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454 | param_list = ['Filename', 'Rg [Ã
]', 'Chi^2/dof', 'I(Q=0)', 'Oscillations', |
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455 | 'Background [Ã
^-1]', 'P+ Fraction', 'P+1-theta Fraction', |
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456 | 'Calc. Time [sec]'] |
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457 | |
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458 | if data is None: |
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459 | return |
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460 | keys = data.keys() |
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461 | rows = len(keys) |
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462 | columns = len(param_list) |
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463 | self.tblParams.setColumnCount(columns) |
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464 | self.tblParams.setRowCount(rows) |
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465 | |
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466 | for i, param in enumerate(param_list): |
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467 | self.tblParams.setHorizontalHeaderItem(i, QtWidgets.QTableWidgetItem(param)) |
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468 | |
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469 | # first - Chi2 and data filename |
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470 | for i_row, (filename, pr) in enumerate(data.items()): |
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471 | out = pr.out |
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472 | cov = pr.cov |
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473 | if out is None: |
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474 | logging.warning("P(r) for {} did not converge.".format(filename)) |
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475 | continue |
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476 | self.tblParams.setItem(i_row, 0, QtWidgets.QTableWidgetItem( |
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477 | "{}".format(filename))) |
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478 | self.tblParams.setItem(i_row, 1, QtWidgets.QTableWidgetItem( |
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479 | "{:.3g}".format(pr.rg(out)))) |
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480 | self.tblParams.setItem(i_row, 2, QtWidgets.QTableWidgetItem( |
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481 | "{:.3g}".format(pr.chi2[0]))) |
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482 | self.tblParams.setItem(i_row, 3, QtWidgets.QTableWidgetItem( |
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483 | "{:.3g}".format(pr.iq0(out)))) |
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484 | self.tblParams.setItem(i_row, 4, QtWidgets.QTableWidgetItem( |
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485 | "{:.3g}".format(pr.oscillations(out)))) |
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486 | self.tblParams.setItem(i_row, 5, QtWidgets.QTableWidgetItem( |
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487 | "{:.3g}".format(pr.background))) |
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488 | self.tblParams.setItem(i_row, 6, QtWidgets.QTableWidgetItem( |
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489 | "{:.3g}".format(pr.get_positive(out)))) |
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490 | self.tblParams.setItem(i_row, 7, QtWidgets.QTableWidgetItem( |
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491 | "{:.3g}".format(pr.get_pos_err(out, cov)))) |
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492 | self.tblParams.setItem(i_row, 8, QtWidgets.QTableWidgetItem( |
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493 | "{:.2g}".format(pr.elapsed))) |
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494 | |
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495 | self.tblParams.resizeColumnsToContents() |
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496 | |
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497 | @classmethod |
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498 | def onHelp(cls): |
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499 | """ |
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500 | Open a local url in the default browser |
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501 | """ |
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502 | location = GuiUtils.HELP_DIRECTORY_LOCATION |
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503 | url = "/user/qtgui/Perspectives/Fitting/fitting_help.html#batch-fit-mode" |
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504 | try: |
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505 | webbrowser.open('file://' + os.path.realpath(location + url)) |
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506 | except webbrowser.Error as ex: |
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507 | logging.warning("Cannot display help. %s" % ex) |
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508 | |
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509 | def closeEvent(self, event): |
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510 | """Tell the parent window the window closed""" |
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511 | self.parent.batchResultsWindow = None |
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512 | event.accept() |
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