1 | # global |
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2 | import sys |
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3 | import os |
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4 | import types |
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5 | import webbrowser |
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6 | |
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7 | from PyQt5 import QtCore |
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8 | from PyQt5 import QtGui |
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9 | from PyQt5 import QtWidgets |
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10 | |
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11 | from sas.qtgui.UI import images_rc |
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12 | from sas.qtgui.UI import main_resources_rc |
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13 | import sas.qtgui.Utilities.GuiUtils as GuiUtils |
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14 | |
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15 | from bumps import fitters |
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16 | import bumps.options |
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17 | |
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18 | from sas.qtgui.Perspectives.Fitting.UI.FittingOptionsUI import Ui_FittingOptions |
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19 | |
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20 | # Set the default optimizer |
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21 | fitters.FIT_DEFAULT_ID = 'lm' |
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22 | |
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23 | |
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24 | class FittingOptions(QtWidgets.QDialog, Ui_FittingOptions): |
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25 | """ |
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26 | Hard-coded version of the fit options dialog available from BUMPS. |
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27 | This should be make more "dynamic". |
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28 | bumps.options.FIT_FIELDS gives mapping between parameter names, parameter strings and field type |
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29 | (double line edit, integer line edit, combo box etc.), e.g. |
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30 | FIT_FIELDS = dict( |
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31 | samples = ("Samples", parse_int), |
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32 | xtol = ("x tolerance", float)) |
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33 | |
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34 | bumps.fitters.<algorithm>.settings gives mapping between algorithm, parameter name and default value: |
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35 | e.g. |
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36 | settings = [('steps', 1000), ('starts', 1), ('radius', 0.15), ('xtol', 1e-6), ('ftol', 1e-8)] |
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37 | """ |
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38 | fit_option_changed = QtCore.pyqtSignal(str) |
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39 | |
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40 | def __init__(self, parent=None, config=None): |
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41 | super(FittingOptions, self).__init__(parent) |
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42 | self.setupUi(self) |
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43 | # disable the context help icon |
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44 | self.setWindowFlags(self.windowFlags() & ~QtCore.Qt.WindowContextHelpButtonHint) |
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45 | |
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46 | self.config = config |
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47 | |
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48 | # no reason to have this widget resizable |
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49 | self.setFixedSize(self.minimumSizeHint()) |
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50 | |
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51 | self.setWindowTitle("Fit Algorithms") |
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52 | |
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53 | # Fill up the algorithm combo, based on what BUMPS says is available |
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54 | self.cbAlgorithm.addItems([n.name for n in fitters.FITTERS if n.id in fitters.FIT_ACTIVE_IDS]) |
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55 | |
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56 | # Handle the Apply button click |
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57 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Ok).clicked.connect(self.onApply) |
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58 | # handle the Help button click |
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59 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Help).clicked.connect(self.onHelp) |
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60 | |
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61 | # Handle the combo box changes |
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62 | self.cbAlgorithm.currentIndexChanged.connect(self.onAlgorithmChange) |
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63 | |
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64 | # Set the default index |
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65 | default_name = [n.name for n in fitters.FITTERS if n.id == fitters.FIT_DEFAULT_ID][0] |
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66 | default_index = self.cbAlgorithm.findText(default_name) |
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67 | self.cbAlgorithm.setCurrentIndex(default_index) |
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68 | # previous algorithm choice |
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69 | self.previous_index = default_index |
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70 | |
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71 | # Assign appropriate validators |
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72 | self.assignValidators() |
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73 | |
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74 | # Set defaults |
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75 | self.current_fitter_id = fitters.FIT_DEFAULT_ID |
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76 | |
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77 | # OK has to be initialized to True, after initial validator setup |
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78 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Ok).setEnabled(True) |
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79 | |
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80 | def assignValidators(self): |
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81 | """ |
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82 | Use options.FIT_FIELDS to assert which line edit gets what validator |
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83 | """ |
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84 | for option in bumps.options.FIT_FIELDS.keys(): |
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85 | (f_name, f_type) = bumps.options.FIT_FIELDS[option] |
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86 | validator = None |
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87 | if type(f_type) == types.FunctionType: |
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88 | validator = QtGui.QIntValidator() |
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89 | validator.setBottom(0) |
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90 | elif f_type == float: |
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91 | validator = GuiUtils.DoubleValidator() |
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92 | validator.setBottom(0) |
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93 | else: |
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94 | continue |
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95 | for fitter_id in fitters.FIT_ACTIVE_IDS: |
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96 | line_edit = self.widgetFromOption(str(option), current_fitter=str(fitter_id)) |
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97 | if hasattr(line_edit, 'setValidator') and validator is not None: |
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98 | line_edit.setValidator(validator) |
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99 | line_edit.textChanged.connect(self.check_state) |
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100 | line_edit.textChanged.emit(line_edit.text()) |
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101 | |
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102 | def check_state(self, *args, **kwargs): |
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103 | sender = self.sender() |
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104 | validator = sender.validator() |
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105 | state = validator.validate(sender.text(), 0)[0] |
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106 | if state == QtGui.QValidator.Acceptable: |
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107 | color = '' # default |
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108 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Ok).setEnabled(True) |
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109 | else: |
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110 | color = '#fff79a' # yellow |
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111 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Ok).setEnabled(False) |
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112 | |
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113 | sender.setStyleSheet('QLineEdit { background-color: %s }' % color) |
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114 | |
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115 | def onAlgorithmChange(self, index): |
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116 | """ |
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117 | Change the page in response to combo box index |
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118 | """ |
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119 | # Find the algorithm ID from name |
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120 | self.current_fitter_id = \ |
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121 | [n.id for n in fitters.FITTERS if n.name == str(self.cbAlgorithm.currentText())][0] |
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122 | |
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123 | # find the right stacked widget |
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124 | widget_name = "self.page_"+str(self.current_fitter_id) |
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125 | |
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126 | # Convert the name into widget instance |
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127 | try: |
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128 | widget_to_activate = eval(widget_name) |
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129 | except AttributeError: |
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130 | # We don't yet have this optimizer. |
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131 | # Show message |
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132 | msg = "This algorithm has not yet been implemented in SasView.\n" |
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133 | msg += "Please choose a different algorithm" |
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134 | QtWidgets.QMessageBox.warning(self, |
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135 | 'Warning', |
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136 | msg, |
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137 | QtWidgets.QMessageBox.Ok) |
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138 | # Move the index to previous position |
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139 | self.cbAlgorithm.setCurrentIndex(self.previous_index) |
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140 | return |
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141 | |
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142 | index_for_this_id = self.stackedWidget.indexOf(widget_to_activate) |
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143 | |
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144 | # Select the requested widget |
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145 | self.stackedWidget.setCurrentIndex(index_for_this_id) |
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146 | |
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147 | self.updateWidgetFromBumps(self.current_fitter_id) |
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148 | |
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149 | self.assignValidators() |
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150 | |
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151 | # OK has to be reinitialized to True |
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152 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Ok).setEnabled(True) |
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153 | |
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154 | # keep reference |
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155 | self.previous_index = index |
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156 | |
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157 | def onApply(self): |
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158 | """ |
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159 | Update the fitter object |
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160 | """ |
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161 | options = self.config.values[self.current_fitter_id] |
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162 | for option in options.keys(): |
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163 | # Find the widget name of the option |
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164 | # e.g. 'samples' for 'dream' is 'self.samples_dream' |
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165 | widget_name = 'self.'+option+'_'+self.current_fitter_id |
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166 | try: |
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167 | line_edit = eval(widget_name) |
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168 | except AttributeError: |
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169 | # Skip bumps monitors |
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170 | continue |
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171 | if line_edit is None or not isinstance(line_edit, QtWidgets.QLineEdit): |
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172 | continue |
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173 | color = line_edit.palette().color(QtGui.QPalette.Background).name() |
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174 | if color == '#fff79a': |
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175 | # Show a custom tooltip and return |
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176 | tooltip = "<html><b>Please enter valid values in all fields.</html>" |
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177 | QtWidgets.QToolTip.showText(line_edit.mapToGlobal( |
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178 | QtCore.QPoint(line_edit.rect().right(), line_edit.rect().bottom() + 2)), tooltip) |
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179 | return |
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180 | |
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181 | # Notify the perspective, so the window title is updated |
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182 | self.fit_option_changed.emit(self.cbAlgorithm.currentText()) |
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183 | |
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184 | def bumpsUpdate(option): |
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185 | """ |
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186 | Utility method for bumps state update |
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187 | """ |
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188 | widget = self.widgetFromOption(option) |
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189 | if widget is None: |
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190 | return |
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191 | try: |
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192 | if isinstance(widget, QtWidgets.QComboBox): |
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193 | new_value = widget.currentText() |
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194 | else: |
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195 | try: |
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196 | new_value = int(widget.text()) |
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197 | except ValueError: |
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198 | new_value = float(widget.text()) |
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199 | #new_value = widget.currentText() if isinstance(widget, QtWidgets.QComboBox) \ |
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200 | # else float(widget.text()) |
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201 | self.config.values[self.current_fitter_id][option] = new_value |
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202 | except ValueError: |
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203 | # Don't update bumps if widget has bad data |
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204 | self.reject |
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205 | |
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206 | # Update the BUMPS singleton |
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207 | [bumpsUpdate(o) for o in self.config.values[self.current_fitter_id].keys()] |
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208 | self.close() |
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209 | |
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210 | def onHelp(self): |
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211 | """ |
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212 | Show the "Fitting options" section of help |
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213 | """ |
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214 | tree_location = GuiUtils.HELP_DIRECTORY_LOCATION |
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215 | tree_location += "/user/qtgui/Perspectives/Fitting/" |
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216 | |
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217 | # Actual file anchor will depend on the combo box index |
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218 | # Note that we can be clusmy here, since bad current_fitter_id |
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219 | # will just make the page displayed from the top |
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220 | helpfile = "optimizer.html#fit-" + self.current_fitter_id |
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221 | help_location = tree_location + helpfile |
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222 | webbrowser.open('file://' + os.path.realpath(help_location)) |
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223 | |
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224 | def widgetFromOption(self, option_id, current_fitter=None): |
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225 | """ |
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226 | returns widget's element linked to the given option_id |
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227 | """ |
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228 | if current_fitter is None: |
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229 | current_fitter = self.current_fitter_id |
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230 | if option_id not in list(bumps.options.FIT_FIELDS.keys()): return None |
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231 | option = option_id + '_' + current_fitter |
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232 | if not hasattr(self, option): return None |
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233 | return eval('self.' + option) |
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234 | |
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235 | def getResults(self): |
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236 | """ |
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237 | Sends back the current choice of parameters |
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238 | """ |
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239 | algorithm = self.cbAlgorithm.currentText() |
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240 | return algorithm |
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241 | |
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242 | def updateWidgetFromBumps(self, fitter_id): |
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243 | """ |
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244 | Given the ID of the current optimizer, fetch the values |
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245 | and update the widget |
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246 | """ |
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247 | options = self.config.values[fitter_id] |
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248 | for option in options.keys(): |
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249 | # Find the widget name of the option |
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250 | # e.g. 'samples' for 'dream' is 'self.samples_dream' |
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251 | widget_name = 'self.'+option+'_'+fitter_id |
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252 | if option not in bumps.options.FIT_FIELDS: |
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253 | return |
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254 | if isinstance(bumps.options.FIT_FIELDS[option][1], bumps.options.ChoiceList): |
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255 | control = eval(widget_name) |
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256 | control.setCurrentIndex(control.findText(str(options[option]))) |
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257 | else: |
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258 | eval(widget_name).setText(str(options[option])) |
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259 | |
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260 | pass |
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