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 | |
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22 | class FittingMethodParameter: |
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23 | """ |
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24 | Descriptive meta data of a single parameter of an optimizer. |
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25 | """ |
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26 | _shortName = None |
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27 | _longName = None |
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28 | _type = None |
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29 | _defaultValue = None |
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30 | value = None |
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31 | |
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32 | def __init__(self, shortName, longName, dtype, defaultValue): |
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33 | self._shortName = shortName |
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34 | self._longName = longName |
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35 | self._type = dtype |
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36 | self._defaultValue = defaultValue |
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37 | self.value = defaultValue |
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38 | |
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39 | @property |
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40 | def shortName(self): |
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41 | return self._shortName |
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42 | |
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43 | @property |
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44 | def longName(self): |
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45 | return self._longName |
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46 | |
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47 | @property |
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48 | def type(self): |
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49 | return self._type |
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50 | |
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51 | @property |
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52 | def defaultValue(self): |
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53 | return self._defaultValue |
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54 | |
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55 | def __str__(self): |
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56 | return "'{}' ({}): {} ({})".format( |
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57 | self.longName, self.sortName, self.defaultValue, self.type) |
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58 | |
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59 | class FittingMethod: |
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60 | """ |
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61 | Represents a generic fitting method. |
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62 | """ |
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63 | _shortName = None |
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64 | _longName = None |
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65 | _params = None # dict of <param short names>: <FittingMethodParam> |
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66 | |
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67 | def __init__(self, shortName, longName, params): |
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68 | self._shortName = shortName |
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69 | self._longName = longName |
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70 | self._params = dict(zip([p.shortName for p in params], params)) |
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71 | |
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72 | @property |
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73 | def shortName(self): |
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74 | return self._shortName |
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75 | |
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76 | @property |
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77 | def longName(self): |
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78 | return self._longName |
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79 | |
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80 | @property |
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81 | def params(self): |
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82 | return self._params |
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83 | |
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84 | def storeConfig(self): |
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85 | """ |
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86 | To be overridden by subclasses specific to optimizers. |
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87 | """ |
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88 | pass |
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89 | |
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90 | def __str__(self): |
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91 | return "\n".join(["{} ({})".format(self.longName, self.shortName)] |
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92 | + [str(p) for p in self.params]) |
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93 | |
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94 | class FittingMethods: |
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95 | """ |
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96 | A container for the available fitting methods. |
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97 | Allows SasView to employ other methods than those provided by the bumps package. |
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98 | """ |
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99 | _methods = None # a dict containing FitMethod objects |
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100 | _default = None |
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101 | |
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102 | def __init__(self): |
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103 | """Receives a list of FittingMethod instances to be initialized with.""" |
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104 | self._methods = dict() |
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105 | |
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106 | def add(self, fittingMethod): |
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107 | if not isinstance(fittingMethod, FittingMethod): |
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108 | return |
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109 | self._methods[fittingMethod.longName] = fittingMethod |
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110 | |
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111 | @property |
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112 | def longNames(self): |
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113 | return list(self._methods.keys()) |
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114 | |
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115 | @property |
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116 | def ids(self): |
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117 | return [fm.shortName for fm in self._methods.values()] |
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118 | |
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119 | def __getitem__(self, longName): |
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120 | return self._methods[longName] |
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121 | |
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122 | def __len__(self): |
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123 | return len(self._methods) |
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124 | |
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125 | def __iter__(self): |
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126 | return self._methods.__iter__ |
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127 | |
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128 | @property |
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129 | def default(self): |
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130 | return self._default |
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131 | |
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132 | def setDefault(self, methodName): |
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133 | assert methodName in self._methods # silently fail instead? |
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134 | self._default = self._methods[methodName] |
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135 | |
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136 | def __str__(self): |
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137 | return "\n".join(["{}: {}".format(key, fm) for key, fm in self._methods.items()]) |
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138 | |
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139 | class FittingMethodBumps(FittingMethod): |
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140 | def storeConfig(self): |
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141 | """ |
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142 | Writes the user settings of given fitting method back to the optimizer backend |
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143 | where it is used once the 'fit' button is hit in the GUI. |
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144 | """ |
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145 | fitConfig = bumps.options.FIT_CONFIG |
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146 | fitConfig.selected_id = self.shortName |
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147 | for param in self.params.values(): |
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148 | fitConfig.values[self.shortName][param.shortName] = param.value |
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149 | |
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150 | class FittingMethodsBumps(FittingMethods): |
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151 | def __init__(self): |
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152 | """ |
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153 | Import fitting methods indicated by the provided list of ids from the bumps package. |
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154 | """ |
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155 | super(FittingMethodsBumps, self).__init__() |
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156 | ids = fitters.FIT_ACTIVE_IDS |
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157 | for f in fitters.FITTERS: |
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158 | if f.id not in ids: |
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159 | continue |
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160 | params = [] |
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161 | for shortName, defValue in f.settings: |
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162 | longName, dtype = bumps.options.FIT_FIELDS[shortName] |
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163 | dtype = self._convertParamType(dtype) |
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164 | param = FittingMethodParameter(shortName, longName, dtype, defValue) |
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165 | params.append(param) |
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166 | self.add(FittingMethodBumps(f.id, f.name, params)) |
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167 | |
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168 | @staticmethod |
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169 | def _convertParamType(dtype): |
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170 | if dtype is bumps.options.parse_int: |
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171 | dtype = int |
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172 | elif isinstance(dtype, bumps.options.ChoiceList): |
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173 | dtype = tuple(dtype.choices) |
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174 | return dtype |
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175 | |
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176 | class FittingOptions(QtWidgets.QDialog, Ui_FittingOptions): |
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177 | """ |
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178 | Hard-coded version of the fit options dialog available from BUMPS. |
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179 | This should be make more "dynamic". |
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180 | bumps.options.FIT_FIELDS gives mapping between parameter names, parameter strings and field type |
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181 | (double line edit, integer line edit, combo box etc.), e.g. |
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182 | FIT_FIELDS = dict( |
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183 | samples = ("Samples", parse_int), |
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184 | xtol = ("x tolerance", float)) |
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185 | |
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186 | bumps.fitters.<algorithm>.settings gives mapping between algorithm, parameter name and default value: |
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187 | e.g. |
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188 | settings = [('steps', 1000), ('starts', 1), ('radius', 0.15), ('xtol', 1e-6), ('ftol', 1e-8)] |
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189 | """ |
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190 | fit_option_changed = QtCore.pyqtSignal(str) |
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191 | # storing of fitting methods here for now, dependencies might indicate a better place later |
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192 | _fittingMethods = None |
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193 | |
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194 | @property |
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195 | def fittingMethods(self): |
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196 | return self._fittingMethods |
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197 | |
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198 | def __init__(self, parent=None): |
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199 | super(FittingOptions, self).__init__(parent) |
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200 | self.setupUi(self) |
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201 | # disable the context help icon |
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202 | self.setWindowFlags(self.windowFlags() & ~QtCore.Qt.WindowContextHelpButtonHint) |
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203 | self.setWindowTitle("Fit Algorithms") |
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204 | # no reason to have this widget resizable |
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205 | self.layout().setSizeConstraint(QtWidgets.QLayout.SetFixedSize) |
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206 | |
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207 | # Fill up the algorithm combo, based on what BUMPS says is available |
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208 | self._fittingMethods = FittingMethodsBumps() |
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209 | # option 1: hardcode the list of bumps fitting methods according to forms |
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210 | # option 2: create forms dynamically based on selected fitting methods |
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211 | self.fittingMethods.add(FittingMethod('mcsas', 'McSAS', [])) # FIXME just testing for now |
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212 | self.fittingMethods.setDefault('Levenberg-Marquardt') |
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213 | |
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214 | # build up the comboBox finally |
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215 | self.cbAlgorithm.addItems(self.fittingMethods.longNames) |
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216 | |
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217 | # Handle the Apply button click |
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218 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Ok).clicked.connect(self.onApply) |
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219 | # handle the Help button click |
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220 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Help).clicked.connect(self.onHelp) |
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221 | |
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222 | # Assign appropriate validators |
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223 | self.assignValidators() |
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224 | |
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225 | # OK has to be initialized to True, after initial validator setup |
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226 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Ok).setEnabled(True) |
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227 | |
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228 | # Handle the combo box changes |
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229 | self.cbAlgorithm.currentIndexChanged.connect(self.onAlgorithmChange) |
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230 | |
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231 | # Set the default index and trigger filling the layout |
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232 | default_index = self.cbAlgorithm.findText(self.fittingMethods.default.longName) |
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233 | self.cbAlgorithm.setCurrentIndex(default_index) |
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234 | |
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235 | def assignValidators(self): |
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236 | """ |
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237 | Sets the appropriate validators to the line edits as defined by FittingMethodParameter |
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238 | """ |
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239 | fm = self.fittingMethods[self.currentOptimizer] |
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240 | for param in fm.params.values(): |
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241 | validator = None |
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242 | if param.type == int: |
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243 | validator = QtGui.QIntValidator() |
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244 | validator.setBottom(0) |
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245 | elif param.type == float: |
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246 | validator = GuiUtils.DoubleValidator() |
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247 | validator.setBottom(0) |
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248 | else: |
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249 | continue |
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250 | line_edit = self.paramWidget(fm, param.shortName) |
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251 | if hasattr(line_edit, 'setValidator') and validator is not None: |
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252 | line_edit.setValidator(validator) |
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253 | line_edit.textChanged.connect(self.check_state) |
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254 | line_edit.textChanged.emit(line_edit.text()) |
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255 | |
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256 | def check_state(self, *args, **kwargs): |
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257 | sender = self.sender() |
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258 | validator = sender.validator() |
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259 | state = validator.validate(sender.text(), 0)[0] |
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260 | if state == QtGui.QValidator.Acceptable: |
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261 | color = '' # default |
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262 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Ok).setEnabled(True) |
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263 | else: |
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264 | color = '#fff79a' # yellow |
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265 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Ok).setEnabled(False) |
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266 | |
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267 | sender.setStyleSheet('QLineEdit { background-color: %s }' % color) |
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268 | |
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269 | def _clearLayout(self): |
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270 | layout = self.groupBox.layout() |
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271 | for i in reversed(list(range(layout.count()))): |
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272 | # reversed removal avoids renumbering possibly |
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273 | item = layout.takeAt(i) |
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274 | try: # spaceritem does not have a widget |
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275 | if item.widget().objectName() == "cbAlgorithm": |
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276 | continue # do not delete the checkbox, will be added later again |
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277 | item.widget().setParent(None) |
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278 | item.widget().deleteLater() |
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279 | except AttributeError: |
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280 | pass |
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281 | |
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282 | @staticmethod |
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283 | def _makeLabel(name): |
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284 | lbl = QtWidgets.QLabel(name + ":") |
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285 | lbl.setAlignment(QtCore.Qt.AlignLeft|QtCore.Qt.AlignVCenter) |
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286 | lbl.setSizePolicy(QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.MinimumExpanding, |
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287 | QtWidgets.QSizePolicy.Fixed)) |
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288 | lbl.setWordWrap(True) |
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289 | return lbl |
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290 | |
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291 | @staticmethod |
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292 | def _inputWidgetFromType(ptype, parent): |
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293 | """ |
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294 | Creates a widget for user input based on the given data type to be entered. |
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295 | """ |
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296 | widget = None |
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297 | if ptype in (float, int): |
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298 | widget = QtWidgets.QLineEdit(parent) |
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299 | elif isinstance(ptype, (tuple, list)): |
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300 | widget = QtWidgets.QComboBox(parent) |
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301 | widget.addItems(ptype) |
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302 | return widget |
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303 | |
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304 | def _fillLayout(self): |
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305 | fm = self.fittingMethods[self.currentOptimizer] |
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306 | layout = self.groupBox.layout() |
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307 | layout.addWidget(self.cbAlgorithm, 0, 0, 1, -1) |
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308 | for param in fm.params.values(): |
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309 | row = layout.rowCount()+1 |
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310 | layout.addWidget(self._makeLabel(param.longName), row, 0) |
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311 | widget = self._inputWidgetFromType(param.type, self) |
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312 | if widget is None: |
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313 | continue |
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314 | widgetName = param.shortName+'_'+fm.shortName |
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315 | layout.addWidget(widget, row, 1) |
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316 | setattr(self, widgetName, widget) |
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317 | layout.addItem(QtWidgets.QSpacerItem(0, 0, vPolicy=QtWidgets.QSizePolicy.Expanding)) |
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318 | |
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319 | def onAlgorithmChange(self, index): |
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320 | """ |
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321 | Change the page in response to combo box index |
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322 | """ |
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323 | # Find the algorithm ID from name |
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324 | selectedName = self.currentOptimizer |
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325 | |
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326 | self._clearLayout() |
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327 | self._fillLayout() |
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328 | |
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329 | # Select the requested widget |
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330 | self.updateWidgetFromConfig() |
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331 | self.assignValidators() |
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332 | |
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333 | # OK has to be reinitialized to True |
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334 | self.buttonBox.button(QtWidgets.QDialogButtonBox.Ok).setEnabled(True) |
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335 | |
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336 | def paramWidget(self, fittingMethod, paramShortName): |
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337 | """ |
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338 | Returns the widget associated to a FittingMethodParameter. |
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339 | """ |
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340 | if paramShortName not in fittingMethod.params: |
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341 | return None |
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342 | widget_name = 'self.'+paramShortName+'_'+fittingMethod.shortName |
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343 | widget = None |
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344 | try: |
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345 | widget = eval(widget_name) |
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346 | except AttributeError: |
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347 | pass |
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348 | return widget |
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349 | |
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350 | def onApply(self): |
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351 | """ |
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352 | Update the fitter object |
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353 | """ |
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354 | fm = self.fittingMethods[self.currentOptimizer] |
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355 | for param in fm.params.values(): |
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356 | line_edit = self.paramWidget(fm, param.shortName) |
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357 | if line_edit is None or not isinstance(line_edit, QtWidgets.QLineEdit): |
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358 | continue |
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359 | color = line_edit.palette().color(QtGui.QPalette.Background).name() |
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360 | if color == '#fff79a': |
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361 | # Show a custom tooltip and return |
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362 | tooltip = "<html><b>Please enter valid values in all fields.</html>" |
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363 | QtWidgets.QToolTip.showText(line_edit.mapToGlobal( |
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364 | QtCore.QPoint(line_edit.rect().right(), line_edit.rect().bottom() + 2)), |
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365 | tooltip) |
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366 | return |
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367 | |
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368 | # update config values from widgets before any notification is sent |
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369 | try: |
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370 | self.updateConfigFromWidget(fm) |
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371 | except ValueError: |
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372 | # Don't update bumps if widget has bad data |
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373 | self.reject |
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374 | |
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375 | fm.storeConfig() # write the current settings to bumps module |
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376 | # Notify the perspective, so the window title is updated |
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377 | self.fit_option_changed.emit(self.cbAlgorithm.currentText()) |
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378 | self.close() |
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379 | |
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380 | def onHelp(self): |
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381 | """ |
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382 | Show the "Fitting options" section of help |
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383 | """ |
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384 | tree_location = GuiUtils.HELP_DIRECTORY_LOCATION |
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385 | tree_location += "/user/qtgui/Perspectives/Fitting/" |
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386 | |
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387 | # Actual file anchor will depend on the combo box index |
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388 | # Note that we can be clusmy here, since bad current_fitter_id |
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389 | # will just make the page displayed from the top |
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390 | current_fitter_id = self.fittingMethods[self.currentOptimizer].shortName |
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391 | helpfile = "optimizer.html#fit-" + current_fitter_id |
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392 | help_location = tree_location + helpfile |
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393 | webbrowser.open('file://' + os.path.realpath(help_location)) |
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394 | |
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395 | @property |
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396 | def currentOptimizer(self): |
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397 | """ |
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398 | Sends back the current choice of parameters |
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399 | """ |
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400 | value = self.cbAlgorithm.currentText() |
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401 | return str(value) # is str() really needed? |
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402 | |
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403 | def updateWidgetFromConfig(self): |
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404 | """ |
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405 | Given the ID of the current optimizer, fetch the values |
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406 | and update the widget |
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407 | """ |
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408 | fm = self.fittingMethods[self.currentOptimizer] |
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409 | for param in fm.params.values(): |
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410 | # Find the widget name of the option |
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411 | # e.g. 'samples' for 'dream' is 'self.samples_dream' |
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412 | widget_name = 'self.'+param.shortName+'_'+fm.shortName |
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413 | if isinstance(param.type, (tuple, list)): |
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414 | control = eval(widget_name) |
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415 | control.setCurrentIndex(control.findText(str(param.value))) |
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416 | else: |
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417 | eval(widget_name).setText(str(param.value)) |
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418 | |
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419 | def updateConfigFromWidget(self, fittingMethod): |
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420 | # update config values from widgets before any notification is sent |
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421 | for param in fittingMethod.params.values(): |
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422 | widget = self.paramWidget(fittingMethod, param.shortName) |
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423 | if widget is None: |
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424 | continue |
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425 | new_value = None |
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426 | if isinstance(widget, QtWidgets.QComboBox): |
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427 | new_value = widget.currentText() |
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428 | else: |
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429 | try: |
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430 | new_value = int(widget.text()) |
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431 | except ValueError: |
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432 | new_value = float(widget.text()) |
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433 | if new_value is not None: |
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434 | fittingMethod.params[param.shortName].value = new_value |
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