[60af928] | 1 | import json |
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[cd31251] | 2 | import os |
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[60af928] | 3 | from collections import defaultdict |
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[b3e8629] | 4 | |
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[60af928] | 5 | |
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[5236449] | 6 | import logging |
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| 7 | import traceback |
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[cbcdd2c] | 8 | from twisted.internet import threads |
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[1bc27f1] | 9 | import numpy as np |
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[5236449] | 10 | |
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[4992ff2] | 11 | from PyQt5 import QtCore |
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| 12 | from PyQt5 import QtGui |
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| 13 | from PyQt5 import QtWidgets |
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| 14 | from PyQt5 import QtWebKitWidgets |
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[60af928] | 15 | |
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[5d1440e1] | 16 | from sasmodels import product |
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[60af928] | 17 | from sasmodels import generate |
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| 18 | from sasmodels import modelinfo |
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[5236449] | 19 | from sasmodels.sasview_model import load_standard_models |
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[358b39d] | 20 | from sasmodels.weights import MODELS as POLYDISPERSITY_MODELS |
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| 21 | |
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[f182f93] | 22 | from sas.sascalc.fit.BumpsFitting import BumpsFit as Fit |
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[5236449] | 23 | |
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[83eb5208] | 24 | import sas.qtgui.Utilities.GuiUtils as GuiUtils |
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[dc5ef15] | 25 | from sas.qtgui.Utilities.CategoryInstaller import CategoryInstaller |
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| 26 | from sas.qtgui.Plotting.PlotterData import Data1D |
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| 27 | from sas.qtgui.Plotting.PlotterData import Data2D |
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[5236449] | 28 | |
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[1bc27f1] | 29 | from sas.qtgui.Perspectives.Fitting.UI.FittingWidgetUI import Ui_FittingWidgetUI |
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[dc5ef15] | 30 | from sas.qtgui.Perspectives.Fitting.FitThread import FitThread |
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[7adc2a8] | 31 | from sas.qtgui.Perspectives.Fitting.ConsoleUpdate import ConsoleUpdate |
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| 32 | |
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[dc5ef15] | 33 | from sas.qtgui.Perspectives.Fitting.ModelThread import Calc1D |
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| 34 | from sas.qtgui.Perspectives.Fitting.ModelThread import Calc2D |
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[4d457df] | 35 | from sas.qtgui.Perspectives.Fitting.FittingLogic import FittingLogic |
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| 36 | from sas.qtgui.Perspectives.Fitting import FittingUtilities |
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[1bc27f1] | 37 | from sas.qtgui.Perspectives.Fitting.SmearingWidget import SmearingWidget |
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| 38 | from sas.qtgui.Perspectives.Fitting.OptionsWidget import OptionsWidget |
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| 39 | from sas.qtgui.Perspectives.Fitting.FitPage import FitPage |
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[ad6b4e2] | 40 | from sas.qtgui.Perspectives.Fitting.ViewDelegate import ModelViewDelegate |
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[6011788] | 41 | from sas.qtgui.Perspectives.Fitting.ViewDelegate import PolyViewDelegate |
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[b00414d] | 42 | from sas.qtgui.Perspectives.Fitting.ViewDelegate import MagnetismViewDelegate |
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[60af928] | 43 | |
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[8222f171] | 44 | |
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[60af928] | 45 | TAB_MAGNETISM = 4 |
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| 46 | TAB_POLY = 3 |
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[cbcdd2c] | 47 | CATEGORY_DEFAULT = "Choose category..." |
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[4d457df] | 48 | CATEGORY_STRUCTURE = "Structure Factor" |
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[351b53e] | 49 | STRUCTURE_DEFAULT = "None" |
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[60af928] | 50 | |
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[358b39d] | 51 | DEFAULT_POLYDISP_FUNCTION = 'gaussian' |
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| 52 | |
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[377ade1] | 53 | USING_TWISTED = True |
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[7adc2a8] | 54 | |
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[13cd397] | 55 | class ToolTippedItemModel(QtGui.QStandardItemModel): |
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[f54ce30] | 56 | """ |
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| 57 | Subclass from QStandardItemModel to allow displaying tooltips in |
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| 58 | QTableView model. |
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| 59 | """ |
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[d0dfcb2] | 60 | def __init__(self, parent=None): |
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[13cd397] | 61 | QtGui.QStandardItemModel.__init__(self,parent) |
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| 62 | |
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[fbfc488] | 63 | def headerData(self, section, orientation, role=QtCore.Qt.DisplayRole): |
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[f54ce30] | 64 | """ |
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| 65 | Displays tooltip for each column's header |
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| 66 | :param section: |
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| 67 | :param orientation: |
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| 68 | :param role: |
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| 69 | :return: |
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| 70 | """ |
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[13cd397] | 71 | if role == QtCore.Qt.ToolTipRole: |
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| 72 | if orientation == QtCore.Qt.Horizontal: |
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[b3e8629] | 73 | return str(self.header_tooltips[section]) |
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[ca7c6bd] | 74 | |
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[a95c44b] | 75 | return QtGui.QStandardItemModel.headerData(self, section, orientation, role) |
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[13cd397] | 76 | |
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[4992ff2] | 77 | class FittingWidget(QtWidgets.QWidget, Ui_FittingWidgetUI): |
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[60af928] | 78 | """ |
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[f46f6dc] | 79 | Main widget for selecting form and structure factor models |
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[60af928] | 80 | """ |
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[1bc27f1] | 81 | def __init__(self, parent=None, data=None, tab_id=1): |
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[60af928] | 82 | |
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| 83 | super(FittingWidget, self).__init__() |
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| 84 | |
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[86f88d1] | 85 | # Necessary globals |
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[cbcdd2c] | 86 | self.parent = parent |
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[2a432e7] | 87 | |
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| 88 | # Which tab is this widget displayed in? |
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| 89 | self.tab_id = tab_id |
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| 90 | |
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| 91 | # Main Data[12]D holder |
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[ee18d33] | 92 | self.logic = FittingLogic() |
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[2a432e7] | 93 | |
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| 94 | # Globals |
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| 95 | self.initializeGlobals() |
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| 96 | |
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| 97 | # Main GUI setup up |
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| 98 | self.setupUi(self) |
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| 99 | self.setWindowTitle("Fitting") |
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| 100 | |
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| 101 | # Set up tabs widgets |
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| 102 | self.initializeWidgets() |
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| 103 | |
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| 104 | # Set up models and views |
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| 105 | self.initializeModels() |
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| 106 | |
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| 107 | # Defaults for the structure factors |
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| 108 | self.setDefaultStructureCombo() |
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| 109 | |
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| 110 | # Make structure factor and model CBs disabled |
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| 111 | self.disableModelCombo() |
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| 112 | self.disableStructureCombo() |
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| 113 | |
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| 114 | # Generate the category list for display |
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| 115 | self.initializeCategoryCombo() |
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| 116 | |
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| 117 | # Connect signals to controls |
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| 118 | self.initializeSignals() |
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| 119 | |
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| 120 | # Initial control state |
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| 121 | self.initializeControls() |
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| 122 | |
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| 123 | # Display HTML content |
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[4992ff2] | 124 | self.helpView = QtWebKitWidgets.QWebView() |
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[2a432e7] | 125 | |
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[457d961] | 126 | # New font to display angstrom symbol |
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| 127 | new_font = 'font-family: -apple-system, "Helvetica Neue", "Ubuntu";' |
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| 128 | self.label_17.setStyleSheet(new_font) |
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| 129 | self.label_19.setStyleSheet(new_font) |
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| 130 | |
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[2a432e7] | 131 | self._index = None |
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| 132 | if data is not None: |
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| 133 | self.data = data |
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| 134 | |
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| 135 | def close(self): |
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| 136 | """ |
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| 137 | Remember to kill off things on exit |
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| 138 | """ |
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| 139 | self.helpView.close() |
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| 140 | del self.helpView |
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| 141 | |
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| 142 | @property |
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| 143 | def data(self): |
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| 144 | return self.logic.data |
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| 145 | |
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| 146 | @data.setter |
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| 147 | def data(self, value): |
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| 148 | """ data setter """ |
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[f7d14a1] | 149 | # Value is either a list of indices for batch fitting or a simple index |
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| 150 | # for standard fitting. Assure we have a list, regardless. |
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[ee18d33] | 151 | if isinstance(value, list): |
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| 152 | self.is_batch_fitting = True |
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| 153 | else: |
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| 154 | value = [value] |
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| 155 | |
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| 156 | assert isinstance(value[0], QtGui.QStandardItem) |
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[2a432e7] | 157 | # _index contains the QIndex with data |
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[ee18d33] | 158 | self._index = value[0] |
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| 159 | |
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| 160 | # Keep reference to all datasets for batch |
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| 161 | self.all_data = value |
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[2a432e7] | 162 | |
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| 163 | # Update logics with data items |
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[f7d14a1] | 164 | # Logics.data contains only a single Data1D/Data2D object |
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[ee18d33] | 165 | self.logic.data = GuiUtils.dataFromItem(value[0]) |
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[2a432e7] | 166 | |
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| 167 | # Overwrite data type descriptor |
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| 168 | self.is2D = True if isinstance(self.logic.data, Data2D) else False |
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| 169 | |
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[f7d14a1] | 170 | # Let others know we're full of data now |
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[2a432e7] | 171 | self.data_is_loaded = True |
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| 172 | |
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| 173 | # Enable/disable UI components |
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| 174 | self.setEnablementOnDataLoad() |
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| 175 | |
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| 176 | def initializeGlobals(self): |
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| 177 | """ |
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| 178 | Initialize global variables used in this class |
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| 179 | """ |
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[cbcdd2c] | 180 | # SasModel is loaded |
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[60af928] | 181 | self.model_is_loaded = False |
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[cbcdd2c] | 182 | # Data[12]D passed and set |
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[5236449] | 183 | self.data_is_loaded = False |
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[ee18d33] | 184 | # Batch/single fitting |
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| 185 | self.is_batch_fitting = False |
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[cbcdd2c] | 186 | # Current SasModel in view |
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[5236449] | 187 | self.kernel_module = None |
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[cbcdd2c] | 188 | # Current SasModel view dimension |
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[60af928] | 189 | self.is2D = False |
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[cbcdd2c] | 190 | # Current SasModel is multishell |
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[86f88d1] | 191 | self.model_has_shells = False |
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[cbcdd2c] | 192 | # Utility variable to enable unselectable option in category combobox |
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[86f88d1] | 193 | self._previous_category_index = 0 |
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[cbcdd2c] | 194 | # Utility variable for multishell display |
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[86f88d1] | 195 | self._last_model_row = 0 |
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[cbcdd2c] | 196 | # Dictionary of {model name: model class} for the current category |
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[5236449] | 197 | self.models = {} |
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[f182f93] | 198 | # Parameters to fit |
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| 199 | self.parameters_to_fit = None |
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[180bd54] | 200 | # Fit options |
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| 201 | self.q_range_min = 0.005 |
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| 202 | self.q_range_max = 0.1 |
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| 203 | self.npts = 25 |
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| 204 | self.log_points = False |
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| 205 | self.weighting = 0 |
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[2add354] | 206 | self.chi2 = None |
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[6011788] | 207 | # Does the control support UNDO/REDO |
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| 208 | # temporarily off |
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[2241130] | 209 | self.undo_supported = False |
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| 210 | self.page_stack = [] |
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[377ade1] | 211 | self.all_data = [] |
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[8222f171] | 212 | # Polydisp widget table default index for function combobox |
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| 213 | self.orig_poly_index = 3 |
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[6011788] | 214 | |
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[d48cc19] | 215 | # Data for chosen model |
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| 216 | self.model_data = None |
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| 217 | |
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[a9b568c] | 218 | # Which shell is being currently displayed? |
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| 219 | self.current_shell_displayed = 0 |
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[0d13814] | 220 | # List of all shell-unique parameters |
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| 221 | self.shell_names = [] |
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[b00414d] | 222 | |
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| 223 | # Error column presence in parameter display |
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[f182f93] | 224 | self.has_error_column = False |
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[aca8418] | 225 | self.has_poly_error_column = False |
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[b00414d] | 226 | self.has_magnet_error_column = False |
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[a9b568c] | 227 | |
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[2a432e7] | 228 | # signal communicator |
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[cbcdd2c] | 229 | self.communicate = self.parent.communicate |
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[60af928] | 230 | |
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[2a432e7] | 231 | def initializeWidgets(self): |
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| 232 | """ |
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| 233 | Initialize widgets for tabs |
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| 234 | """ |
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[180bd54] | 235 | # Options widget |
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[4992ff2] | 236 | layout = QtWidgets.QGridLayout() |
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[180bd54] | 237 | self.options_widget = OptionsWidget(self, self.logic) |
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[1bc27f1] | 238 | layout.addWidget(self.options_widget) |
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[180bd54] | 239 | self.tabOptions.setLayout(layout) |
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| 240 | |
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[e1e3e09] | 241 | # Smearing widget |
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[4992ff2] | 242 | layout = QtWidgets.QGridLayout() |
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[e1e3e09] | 243 | self.smearing_widget = SmearingWidget(self) |
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[1bc27f1] | 244 | layout.addWidget(self.smearing_widget) |
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[180bd54] | 245 | self.tabResolution.setLayout(layout) |
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[e1e3e09] | 246 | |
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[b1e36a3] | 247 | # Define bold font for use in various controls |
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[1bc27f1] | 248 | self.boldFont = QtGui.QFont() |
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[a0f5c36] | 249 | self.boldFont.setBold(True) |
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| 250 | |
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| 251 | # Set data label |
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[b1e36a3] | 252 | self.label.setFont(self.boldFont) |
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| 253 | self.label.setText("No data loaded") |
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| 254 | self.lblFilename.setText("") |
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| 255 | |
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[6ff2eb3] | 256 | # Magnetic angles explained in one picture |
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[4992ff2] | 257 | self.magneticAnglesWidget = QtWidgets.QWidget() |
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| 258 | labl = QtWidgets.QLabel(self.magneticAnglesWidget) |
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[6ff2eb3] | 259 | pixmap = QtGui.QPixmap(GuiUtils.IMAGES_DIRECTORY_LOCATION + '/M_angles_pic.bmp') |
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| 260 | labl.setPixmap(pixmap) |
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| 261 | self.magneticAnglesWidget.setFixedSize(pixmap.width(), pixmap.height()) |
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| 262 | |
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[2a432e7] | 263 | def initializeModels(self): |
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| 264 | """ |
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| 265 | Set up models and views |
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| 266 | """ |
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[86f88d1] | 267 | # Set the main models |
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[cd31251] | 268 | # We can't use a single model here, due to restrictions on flattening |
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| 269 | # the model tree with subclassed QAbstractProxyModel... |
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[13cd397] | 270 | self._model_model = ToolTippedItemModel() |
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| 271 | self._poly_model = ToolTippedItemModel() |
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| 272 | self._magnet_model = ToolTippedItemModel() |
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[60af928] | 273 | |
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| 274 | # Param model displayed in param list |
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| 275 | self.lstParams.setModel(self._model_model) |
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[5236449] | 276 | self.readCategoryInfo() |
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[4992ff2] | 277 | |
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[60af928] | 278 | self.model_parameters = None |
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[ad6b4e2] | 279 | |
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| 280 | # Delegates for custom editing and display |
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| 281 | self.lstParams.setItemDelegate(ModelViewDelegate(self)) |
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| 282 | |
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[86f88d1] | 283 | self.lstParams.setAlternatingRowColors(True) |
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[61a92d4] | 284 | stylesheet = """ |
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[457d961] | 285 | |
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| 286 | QTreeView { |
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| 287 | paint-alternating-row-colors-for-empty-area:0; |
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| 288 | } |
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| 289 | |
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[2a432e7] | 290 | QTreeView::item:hover { |
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| 291 | background: qlineargradient(x1: 0, y1: 0, x2: 0, y2: 1, stop: 0 #e7effd, stop: 1 #cbdaf1); |
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| 292 | border: 1px solid #bfcde4; |
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[61a92d4] | 293 | } |
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[2a432e7] | 294 | |
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| 295 | QTreeView::item:selected { |
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| 296 | border: 1px solid #567dbc; |
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| 297 | } |
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| 298 | |
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| 299 | QTreeView::item:selected:active{ |
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| 300 | background: qlineargradient(x1: 0, y1: 0, x2: 0, y2: 1, stop: 0 #6ea1f1, stop: 1 #567dbc); |
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| 301 | } |
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| 302 | |
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| 303 | QTreeView::item:selected:!active { |
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| 304 | background: qlineargradient(x1: 0, y1: 0, x2: 0, y2: 1, stop: 0 #6b9be8, stop: 1 #577fbf); |
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| 305 | } |
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| 306 | """ |
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[61a92d4] | 307 | self.lstParams.setStyleSheet(stylesheet) |
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[672b8ab] | 308 | self.lstParams.setContextMenuPolicy(QtCore.Qt.CustomContextMenu) |
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[2add354] | 309 | self.lstParams.customContextMenuRequested.connect(self.showModelDescription) |
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[457d961] | 310 | self.lstParams.setAttribute(QtCore.Qt.WA_MacShowFocusRect, False) |
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[60af928] | 311 | # Poly model displayed in poly list |
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[811bec1] | 312 | self.lstPoly.setModel(self._poly_model) |
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[60af928] | 313 | self.setPolyModel() |
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| 314 | self.setTableProperties(self.lstPoly) |
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[6011788] | 315 | # Delegates for custom editing and display |
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[aca8418] | 316 | self.lstPoly.setItemDelegate(PolyViewDelegate(self)) |
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| 317 | # Polydispersity function combo response |
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| 318 | self.lstPoly.itemDelegate().combo_updated.connect(self.onPolyComboIndexChange) |
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[e43fc91] | 319 | self.lstPoly.itemDelegate().filename_updated.connect(self.onPolyFilenameChange) |
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[60af928] | 320 | |
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| 321 | # Magnetism model displayed in magnetism list |
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| 322 | self.lstMagnetic.setModel(self._magnet_model) |
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| 323 | self.setMagneticModel() |
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| 324 | self.setTableProperties(self.lstMagnetic) |
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[b00414d] | 325 | # Delegates for custom editing and display |
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| 326 | self.lstMagnetic.setItemDelegate(MagnetismViewDelegate(self)) |
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[60af928] | 327 | |
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[2a432e7] | 328 | def initializeCategoryCombo(self): |
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| 329 | """ |
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| 330 | Model category combo setup |
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| 331 | """ |
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[60af928] | 332 | category_list = sorted(self.master_category_dict.keys()) |
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[86f88d1] | 333 | self.cbCategory.addItem(CATEGORY_DEFAULT) |
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[60af928] | 334 | self.cbCategory.addItems(category_list) |
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[4d457df] | 335 | self.cbCategory.addItem(CATEGORY_STRUCTURE) |
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[6f7f652] | 336 | self.cbCategory.setCurrentIndex(0) |
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[60af928] | 337 | |
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[e1e3e09] | 338 | def setEnablementOnDataLoad(self): |
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| 339 | """ |
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| 340 | Enable/disable various UI elements based on data loaded |
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| 341 | """ |
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[cbcdd2c] | 342 | # Tag along functionality |
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[b1e36a3] | 343 | self.label.setText("Data loaded from: ") |
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[a0f5c36] | 344 | self.lblFilename.setText(self.logic.data.filename) |
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[5236449] | 345 | self.updateQRange() |
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[e1e3e09] | 346 | # Switch off Data2D control |
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| 347 | self.chk2DView.setEnabled(False) |
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| 348 | self.chk2DView.setVisible(False) |
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[6ff2eb3] | 349 | self.chkMagnetism.setEnabled(self.is2D) |
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[4fdb727] | 350 | self.tabFitting.setTabEnabled(TAB_MAGNETISM, self.is2D) |
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[ee18d33] | 351 | # Combo box or label for file name" |
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| 352 | if self.is_batch_fitting: |
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| 353 | self.lblFilename.setVisible(False) |
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| 354 | for dataitem in self.all_data: |
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| 355 | filename = GuiUtils.dataFromItem(dataitem).filename |
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| 356 | self.cbFileNames.addItem(filename) |
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| 357 | self.cbFileNames.setVisible(True) |
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[38eb433] | 358 | # This panel is not designed to view individual fits, so disable plotting |
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| 359 | self.cmdPlot.setVisible(False) |
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[180bd54] | 360 | # Similarly on other tabs |
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| 361 | self.options_widget.setEnablementOnDataLoad() |
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[f7d14a1] | 362 | self.onSelectModel() |
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[e1e3e09] | 363 | # Smearing tab |
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| 364 | self.smearing_widget.updateSmearing(self.data) |
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[60af928] | 365 | |
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[f46f6dc] | 366 | def acceptsData(self): |
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| 367 | """ Tells the caller this widget can accept new dataset """ |
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[5236449] | 368 | return not self.data_is_loaded |
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[f46f6dc] | 369 | |
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[6f7f652] | 370 | def disableModelCombo(self): |
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[cbcdd2c] | 371 | """ Disable the combobox """ |
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[6f7f652] | 372 | self.cbModel.setEnabled(False) |
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[b1e36a3] | 373 | self.lblModel.setEnabled(False) |
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[6f7f652] | 374 | |
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| 375 | def enableModelCombo(self): |
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[cbcdd2c] | 376 | """ Enable the combobox """ |
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[6f7f652] | 377 | self.cbModel.setEnabled(True) |
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[b1e36a3] | 378 | self.lblModel.setEnabled(True) |
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[6f7f652] | 379 | |
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| 380 | def disableStructureCombo(self): |
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[cbcdd2c] | 381 | """ Disable the combobox """ |
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[6f7f652] | 382 | self.cbStructureFactor.setEnabled(False) |
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[b1e36a3] | 383 | self.lblStructure.setEnabled(False) |
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[6f7f652] | 384 | |
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| 385 | def enableStructureCombo(self): |
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[cbcdd2c] | 386 | """ Enable the combobox """ |
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[6f7f652] | 387 | self.cbStructureFactor.setEnabled(True) |
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[b1e36a3] | 388 | self.lblStructure.setEnabled(True) |
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[6f7f652] | 389 | |
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[0268aed] | 390 | def togglePoly(self, isChecked): |
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[454670d] | 391 | """ Enable/disable the polydispersity tab """ |
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[0268aed] | 392 | self.tabFitting.setTabEnabled(TAB_POLY, isChecked) |
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| 393 | |
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| 394 | def toggleMagnetism(self, isChecked): |
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[454670d] | 395 | """ Enable/disable the magnetism tab """ |
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[0268aed] | 396 | self.tabFitting.setTabEnabled(TAB_MAGNETISM, isChecked) |
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| 397 | |
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| 398 | def toggle2D(self, isChecked): |
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[454670d] | 399 | """ Enable/disable the controls dependent on 1D/2D data instance """ |
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[0268aed] | 400 | self.chkMagnetism.setEnabled(isChecked) |
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| 401 | self.is2D = isChecked |
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[1970780] | 402 | # Reload the current model |
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[e1e3e09] | 403 | if self.kernel_module: |
---|
| 404 | self.onSelectModel() |
---|
[5236449] | 405 | |
---|
[86f88d1] | 406 | def initializeControls(self): |
---|
| 407 | """ |
---|
| 408 | Set initial control enablement |
---|
| 409 | """ |
---|
[ee18d33] | 410 | self.cbFileNames.setVisible(False) |
---|
[86f88d1] | 411 | self.cmdFit.setEnabled(False) |
---|
[d48cc19] | 412 | self.cmdPlot.setEnabled(False) |
---|
[180bd54] | 413 | self.options_widget.cmdComputePoints.setVisible(False) # probably redundant |
---|
[86f88d1] | 414 | self.chkPolydispersity.setEnabled(True) |
---|
| 415 | self.chkPolydispersity.setCheckState(False) |
---|
| 416 | self.chk2DView.setEnabled(True) |
---|
| 417 | self.chk2DView.setCheckState(False) |
---|
| 418 | self.chkMagnetism.setEnabled(False) |
---|
| 419 | self.chkMagnetism.setCheckState(False) |
---|
[cbcdd2c] | 420 | # Tabs |
---|
[86f88d1] | 421 | self.tabFitting.setTabEnabled(TAB_POLY, False) |
---|
| 422 | self.tabFitting.setTabEnabled(TAB_MAGNETISM, False) |
---|
| 423 | self.lblChi2Value.setText("---") |
---|
[e1e3e09] | 424 | # Smearing tab |
---|
| 425 | self.smearing_widget.updateSmearing(self.data) |
---|
[180bd54] | 426 | # Line edits in the option tab |
---|
| 427 | self.updateQRange() |
---|
[86f88d1] | 428 | |
---|
| 429 | def initializeSignals(self): |
---|
| 430 | """ |
---|
| 431 | Connect GUI element signals |
---|
| 432 | """ |
---|
[cbcdd2c] | 433 | # Comboboxes |
---|
[cd31251] | 434 | self.cbStructureFactor.currentIndexChanged.connect(self.onSelectStructureFactor) |
---|
| 435 | self.cbCategory.currentIndexChanged.connect(self.onSelectCategory) |
---|
| 436 | self.cbModel.currentIndexChanged.connect(self.onSelectModel) |
---|
[ee18d33] | 437 | self.cbFileNames.currentIndexChanged.connect(self.onSelectBatchFilename) |
---|
[cbcdd2c] | 438 | # Checkboxes |
---|
[86f88d1] | 439 | self.chk2DView.toggled.connect(self.toggle2D) |
---|
| 440 | self.chkPolydispersity.toggled.connect(self.togglePoly) |
---|
| 441 | self.chkMagnetism.toggled.connect(self.toggleMagnetism) |
---|
[cbcdd2c] | 442 | # Buttons |
---|
[5236449] | 443 | self.cmdFit.clicked.connect(self.onFit) |
---|
[cbcdd2c] | 444 | self.cmdPlot.clicked.connect(self.onPlot) |
---|
[2add354] | 445 | self.cmdHelp.clicked.connect(self.onHelp) |
---|
[6ff2eb3] | 446 | self.cmdMagneticDisplay.clicked.connect(self.onDisplayMagneticAngles) |
---|
[cbcdd2c] | 447 | |
---|
| 448 | # Respond to change in parameters from the UI |
---|
[b00414d] | 449 | self._model_model.itemChanged.connect(self.onMainParamsChange) |
---|
[cd31251] | 450 | self._poly_model.itemChanged.connect(self.onPolyModelChange) |
---|
[b00414d] | 451 | self._magnet_model.itemChanged.connect(self.onMagnetModelChange) |
---|
[86f88d1] | 452 | |
---|
[180bd54] | 453 | # Signals from separate tabs asking for replot |
---|
| 454 | self.options_widget.plot_signal.connect(self.onOptionsUpdate) |
---|
| 455 | |
---|
[2add354] | 456 | def showModelDescription(self, position): |
---|
| 457 | """ |
---|
| 458 | Shows a window with model description, when right clicked in the treeview |
---|
| 459 | """ |
---|
| 460 | msg = 'Model description:\n' |
---|
| 461 | if self.kernel_module is not None: |
---|
| 462 | if str(self.kernel_module.description).rstrip().lstrip() == '': |
---|
| 463 | msg += "Sorry, no information is available for this model." |
---|
| 464 | else: |
---|
| 465 | msg += self.kernel_module.description + '\n' |
---|
| 466 | else: |
---|
| 467 | msg += "You must select a model to get information on this" |
---|
| 468 | |
---|
[4992ff2] | 469 | menu = QtWidgets.QMenu() |
---|
| 470 | label = QtWidgets.QLabel(msg) |
---|
[672b8ab] | 471 | action = QtGui.QWidgetAction(self) |
---|
| 472 | action.setDefaultWidget(label) |
---|
| 473 | menu.addAction(action) |
---|
| 474 | menu.exec_(self.lstParams.viewport().mapToGlobal(position)) |
---|
[2add354] | 475 | |
---|
[0268aed] | 476 | def onSelectModel(self): |
---|
[cbcdd2c] | 477 | """ |
---|
[0268aed] | 478 | Respond to select Model from list event |
---|
[cbcdd2c] | 479 | """ |
---|
[0268aed] | 480 | model = str(self.cbModel.currentText()) |
---|
| 481 | |
---|
[b3e8629] | 482 | # empty combobox forced to be read |
---|
| 483 | if not model: |
---|
| 484 | return |
---|
[0268aed] | 485 | # Reset structure factor |
---|
| 486 | self.cbStructureFactor.setCurrentIndex(0) |
---|
| 487 | |
---|
[f182f93] | 488 | # Reset parameters to fit |
---|
| 489 | self.parameters_to_fit = None |
---|
[d7ff531] | 490 | self.has_error_column = False |
---|
[aca8418] | 491 | self.has_poly_error_column = False |
---|
[f182f93] | 492 | |
---|
[fd1ae6d1] | 493 | self.respondToModelStructure(model=model, structure_factor=None) |
---|
| 494 | |
---|
[ee18d33] | 495 | def onSelectBatchFilename(self, data_index): |
---|
| 496 | """ |
---|
| 497 | Update the logic based on the selected file in batch fitting |
---|
| 498 | """ |
---|
| 499 | self._index = self.all_data[data_index] |
---|
| 500 | self.logic.data = GuiUtils.dataFromItem(self.all_data[data_index]) |
---|
| 501 | self.updateQRange() |
---|
| 502 | |
---|
[fd1ae6d1] | 503 | def onSelectStructureFactor(self): |
---|
| 504 | """ |
---|
| 505 | Select Structure Factor from list |
---|
| 506 | """ |
---|
| 507 | model = str(self.cbModel.currentText()) |
---|
| 508 | category = str(self.cbCategory.currentText()) |
---|
| 509 | structure = str(self.cbStructureFactor.currentText()) |
---|
| 510 | if category == CATEGORY_STRUCTURE: |
---|
| 511 | model = None |
---|
| 512 | self.respondToModelStructure(model=model, structure_factor=structure) |
---|
| 513 | |
---|
| 514 | def respondToModelStructure(self, model=None, structure_factor=None): |
---|
[d48cc19] | 515 | # Set enablement on calculate/plot |
---|
| 516 | self.cmdPlot.setEnabled(True) |
---|
| 517 | |
---|
[fd1ae6d1] | 518 | # kernel parameters -> model_model |
---|
| 519 | self.SASModelToQModel(model, structure_factor) |
---|
[0268aed] | 520 | |
---|
| 521 | if self.data_is_loaded: |
---|
[d48cc19] | 522 | self.cmdPlot.setText("Show Plot") |
---|
[0268aed] | 523 | self.calculateQGridForModel() |
---|
| 524 | else: |
---|
[d48cc19] | 525 | self.cmdPlot.setText("Calculate") |
---|
[0268aed] | 526 | # Create default datasets if no data passed |
---|
| 527 | self.createDefaultDataset() |
---|
| 528 | |
---|
[6011788] | 529 | # Update state stack |
---|
[00b3b40] | 530 | self.updateUndo() |
---|
[2add354] | 531 | |
---|
[cd31251] | 532 | def onSelectCategory(self): |
---|
[60af928] | 533 | """ |
---|
| 534 | Select Category from list |
---|
| 535 | """ |
---|
[4d457df] | 536 | category = str(self.cbCategory.currentText()) |
---|
[86f88d1] | 537 | # Check if the user chose "Choose category entry" |
---|
[4d457df] | 538 | if category == CATEGORY_DEFAULT: |
---|
[86f88d1] | 539 | # if the previous category was not the default, keep it. |
---|
| 540 | # Otherwise, just return |
---|
| 541 | if self._previous_category_index != 0: |
---|
[351b53e] | 542 | # We need to block signals, or else state changes on perceived unchanged conditions |
---|
| 543 | self.cbCategory.blockSignals(True) |
---|
[86f88d1] | 544 | self.cbCategory.setCurrentIndex(self._previous_category_index) |
---|
[351b53e] | 545 | self.cbCategory.blockSignals(False) |
---|
[86f88d1] | 546 | return |
---|
| 547 | |
---|
[4d457df] | 548 | if category == CATEGORY_STRUCTURE: |
---|
[6f7f652] | 549 | self.disableModelCombo() |
---|
| 550 | self.enableStructureCombo() |
---|
[29eb947] | 551 | self._model_model.clear() |
---|
[6f7f652] | 552 | return |
---|
| 553 | |
---|
[cbcdd2c] | 554 | # Safely clear and enable the model combo |
---|
[6f7f652] | 555 | self.cbModel.blockSignals(True) |
---|
| 556 | self.cbModel.clear() |
---|
| 557 | self.cbModel.blockSignals(False) |
---|
| 558 | self.enableModelCombo() |
---|
| 559 | self.disableStructureCombo() |
---|
| 560 | |
---|
[86f88d1] | 561 | self._previous_category_index = self.cbCategory.currentIndex() |
---|
[cbcdd2c] | 562 | # Retrieve the list of models |
---|
[4d457df] | 563 | model_list = self.master_category_dict[category] |
---|
[cbcdd2c] | 564 | # Populate the models combobox |
---|
[b1e36a3] | 565 | self.cbModel.addItems(sorted([model for (model, _) in model_list])) |
---|
[4d457df] | 566 | |
---|
[0268aed] | 567 | def onPolyModelChange(self, item): |
---|
| 568 | """ |
---|
| 569 | Callback method for updating the main model and sasmodel |
---|
| 570 | parameters with the GUI values in the polydispersity view |
---|
| 571 | """ |
---|
| 572 | model_column = item.column() |
---|
| 573 | model_row = item.row() |
---|
| 574 | name_index = self._poly_model.index(model_row, 0) |
---|
[7fb471d] | 575 | parameter_name = str(name_index.data()).lower() # "distribution of sld" etc. |
---|
[c1e380e] | 576 | if "distribution of" in parameter_name: |
---|
[358b39d] | 577 | # just the last word |
---|
| 578 | parameter_name = parameter_name.rsplit()[-1] |
---|
[c1e380e] | 579 | |
---|
[06b0138] | 580 | # Extract changed value. |
---|
[8eaa101] | 581 | if model_column == self.lstPoly.itemDelegate().poly_parameter: |
---|
[00b3b40] | 582 | # Is the parameter checked for fitting? |
---|
[0268aed] | 583 | value = item.checkState() |
---|
[1643d8ed] | 584 | parameter_name = parameter_name + '.width' |
---|
[c1e380e] | 585 | if value == QtCore.Qt.Checked: |
---|
| 586 | self.parameters_to_fit.append(parameter_name) |
---|
| 587 | else: |
---|
| 588 | if parameter_name in self.parameters_to_fit: |
---|
| 589 | self.parameters_to_fit.remove(parameter_name) |
---|
[b00414d] | 590 | self.cmdFit.setEnabled(self.parameters_to_fit != [] and self.logic.data_is_loaded) |
---|
[c1e380e] | 591 | return |
---|
[8eaa101] | 592 | elif model_column in [self.lstPoly.itemDelegate().poly_min, self.lstPoly.itemDelegate().poly_max]: |
---|
[aca8418] | 593 | try: |
---|
[fbfc488] | 594 | value = GuiUtils.toDouble(item.text()) |
---|
[aca8418] | 595 | except ValueError: |
---|
| 596 | # Can't be converted properly, bring back the old value and exit |
---|
| 597 | return |
---|
| 598 | |
---|
| 599 | current_details = self.kernel_module.details[parameter_name] |
---|
| 600 | current_details[model_column-1] = value |
---|
[8eaa101] | 601 | elif model_column == self.lstPoly.itemDelegate().poly_function: |
---|
[919d47c] | 602 | # name of the function - just pass |
---|
| 603 | return |
---|
[e43fc91] | 604 | elif model_column == self.lstPoly.itemDelegate().poly_filename: |
---|
| 605 | # filename for array - just pass |
---|
| 606 | return |
---|
[0268aed] | 607 | else: |
---|
| 608 | try: |
---|
[fbfc488] | 609 | value = GuiUtils.toDouble(item.text()) |
---|
[0268aed] | 610 | except ValueError: |
---|
| 611 | # Can't be converted properly, bring back the old value and exit |
---|
| 612 | return |
---|
| 613 | |
---|
[aca8418] | 614 | # Update the sasmodel |
---|
| 615 | # PD[ratio] -> width, npts -> npts, nsigs -> nsigmas |
---|
[919d47c] | 616 | self.kernel_module.setParam(parameter_name + '.' + \ |
---|
[8eaa101] | 617 | self.lstPoly.itemDelegate().columnDict()[model_column], value) |
---|
[0268aed] | 618 | |
---|
[b00414d] | 619 | def onMagnetModelChange(self, item): |
---|
| 620 | """ |
---|
| 621 | Callback method for updating the sasmodel magnetic parameters with the GUI values |
---|
| 622 | """ |
---|
| 623 | model_column = item.column() |
---|
| 624 | model_row = item.row() |
---|
| 625 | name_index = self._magnet_model.index(model_row, 0) |
---|
[fbfc488] | 626 | parameter_name = str(self._magnet_model.data(name_index)) |
---|
[b00414d] | 627 | |
---|
| 628 | if model_column == 0: |
---|
| 629 | value = item.checkState() |
---|
| 630 | if value == QtCore.Qt.Checked: |
---|
| 631 | self.parameters_to_fit.append(parameter_name) |
---|
| 632 | else: |
---|
| 633 | if parameter_name in self.parameters_to_fit: |
---|
| 634 | self.parameters_to_fit.remove(parameter_name) |
---|
| 635 | self.cmdFit.setEnabled(self.parameters_to_fit != [] and self.logic.data_is_loaded) |
---|
| 636 | # Update state stack |
---|
| 637 | self.updateUndo() |
---|
| 638 | return |
---|
| 639 | |
---|
| 640 | # Extract changed value. |
---|
| 641 | try: |
---|
[fbfc488] | 642 | value = GuiUtils.toDouble(item.text()) |
---|
[b00414d] | 643 | except ValueError: |
---|
| 644 | # Unparsable field |
---|
| 645 | return |
---|
| 646 | |
---|
[fbfc488] | 647 | property_index = self._magnet_model.headerData(1, model_column)-1 # Value, min, max, etc. |
---|
[b00414d] | 648 | |
---|
| 649 | # Update the parameter value - note: this supports +/-inf as well |
---|
| 650 | self.kernel_module.params[parameter_name] = value |
---|
| 651 | |
---|
| 652 | # min/max to be changed in self.kernel_module.details[parameter_name] = ['Ang', 0.0, inf] |
---|
| 653 | self.kernel_module.details[parameter_name][property_index] = value |
---|
| 654 | |
---|
| 655 | # Force the chart update when actual parameters changed |
---|
| 656 | if model_column == 1: |
---|
| 657 | self.recalculatePlotData() |
---|
| 658 | |
---|
| 659 | # Update state stack |
---|
| 660 | self.updateUndo() |
---|
| 661 | |
---|
[2add354] | 662 | def onHelp(self): |
---|
| 663 | """ |
---|
| 664 | Show the "Fitting" section of help |
---|
| 665 | """ |
---|
[b0c5e8c] | 666 | tree_location = GuiUtils.HELP_DIRECTORY_LOCATION + "/user/sasgui/perspectives/fitting/" |
---|
[70080a0] | 667 | |
---|
| 668 | # Actual file will depend on the current tab |
---|
| 669 | tab_id = self.tabFitting.currentIndex() |
---|
| 670 | helpfile = "fitting.html" |
---|
| 671 | if tab_id == 0: |
---|
| 672 | helpfile = "fitting_help.html" |
---|
| 673 | elif tab_id == 1: |
---|
| 674 | helpfile = "residuals_help.html" |
---|
| 675 | elif tab_id == 2: |
---|
| 676 | helpfile = "sm_help.html" |
---|
| 677 | elif tab_id == 3: |
---|
| 678 | helpfile = "pd_help.html" |
---|
| 679 | elif tab_id == 4: |
---|
| 680 | helpfile = "mag_help.html" |
---|
| 681 | help_location = tree_location + helpfile |
---|
| 682 | self.helpView.load(QtCore.QUrl(help_location)) |
---|
[2add354] | 683 | self.helpView.show() |
---|
| 684 | |
---|
[6ff2eb3] | 685 | def onDisplayMagneticAngles(self): |
---|
| 686 | """ |
---|
| 687 | Display a simple image showing direction of magnetic angles |
---|
| 688 | """ |
---|
| 689 | self.magneticAnglesWidget.show() |
---|
| 690 | |
---|
[0268aed] | 691 | def onFit(self): |
---|
| 692 | """ |
---|
| 693 | Perform fitting on the current data |
---|
| 694 | """ |
---|
[f182f93] | 695 | |
---|
| 696 | # Data going in |
---|
| 697 | data = self.logic.data |
---|
| 698 | model = self.kernel_module |
---|
| 699 | qmin = self.q_range_min |
---|
| 700 | qmax = self.q_range_max |
---|
| 701 | params_to_fit = self.parameters_to_fit |
---|
| 702 | |
---|
[180bd54] | 703 | # Potential weights added directly to data |
---|
[9d266d2] | 704 | self.addWeightingToData(data) |
---|
| 705 | |
---|
[98b13f72] | 706 | # Potential smearing added |
---|
[180bd54] | 707 | # Remember that smearing_min/max can be None -> |
---|
| 708 | # deal with it until Python gets discriminated unions |
---|
[98b13f72] | 709 | smearing, accuracy, smearing_min, smearing_max = self.smearing_widget.state() |
---|
| 710 | |
---|
[f182f93] | 711 | # These should be updating somehow? |
---|
| 712 | fit_id = 0 |
---|
| 713 | constraints = [] |
---|
| 714 | smearer = None |
---|
| 715 | page_id = [210] |
---|
| 716 | handler = None |
---|
| 717 | batch_inputs = {} |
---|
| 718 | batch_outputs = {} |
---|
| 719 | list_page_id = [page_id] |
---|
| 720 | #--------------------------------- |
---|
[7adc2a8] | 721 | if USING_TWISTED: |
---|
| 722 | handler = None |
---|
| 723 | updater = None |
---|
| 724 | else: |
---|
| 725 | handler = ConsoleUpdate(parent=self.parent, |
---|
| 726 | manager=self, |
---|
| 727 | improvement_delta=0.1) |
---|
| 728 | updater = handler.update_fit |
---|
[f182f93] | 729 | |
---|
| 730 | # Parameterize the fitter |
---|
[ee18d33] | 731 | fitters = [] |
---|
| 732 | for fit_index in self.all_data: |
---|
| 733 | fitter = Fit() |
---|
| 734 | data = GuiUtils.dataFromItem(fit_index) |
---|
| 735 | fitter.set_model(model, fit_id, params_to_fit, data=data, |
---|
| 736 | constraints=constraints) |
---|
| 737 | qmin, qmax, _ = self.logic.computeRangeFromData(data) |
---|
| 738 | fitter.set_data(data=data, id=fit_id, smearer=smearer, qmin=qmin, |
---|
| 739 | qmax=qmax) |
---|
| 740 | fitter.select_problem_for_fit(id=fit_id, value=1) |
---|
| 741 | fitter.fitter_id = page_id |
---|
| 742 | fit_id += 1 |
---|
| 743 | fitters.append(fitter) |
---|
[f182f93] | 744 | |
---|
| 745 | # Create the fitting thread, based on the fitter |
---|
[ee18d33] | 746 | completefn = self.batchFitComplete if self.is_batch_fitting else self.fitComplete |
---|
| 747 | |
---|
[f182f93] | 748 | calc_fit = FitThread(handler=handler, |
---|
[ee18d33] | 749 | fn=fitters, |
---|
| 750 | batch_inputs=batch_inputs, |
---|
| 751 | batch_outputs=batch_outputs, |
---|
| 752 | page_id=list_page_id, |
---|
| 753 | updatefn=updater, |
---|
| 754 | completefn=completefn) |
---|
[7adc2a8] | 755 | |
---|
| 756 | if USING_TWISTED: |
---|
| 757 | # start the trhrhread with twisted |
---|
| 758 | calc_thread = threads.deferToThread(calc_fit.compute) |
---|
| 759 | calc_thread.addCallback(self.fitComplete) |
---|
| 760 | calc_thread.addErrback(self.fitFailed) |
---|
| 761 | else: |
---|
| 762 | # Use the old python threads + Queue |
---|
| 763 | calc_fit.queue() |
---|
| 764 | calc_fit.ready(2.5) |
---|
[f182f93] | 765 | |
---|
| 766 | |
---|
| 767 | #disable the Fit button |
---|
[7adc2a8] | 768 | self.cmdFit.setText('Running...') |
---|
[d7ff531] | 769 | self.communicate.statusBarUpdateSignal.emit('Fitting started...') |
---|
[f182f93] | 770 | self.cmdFit.setEnabled(False) |
---|
[0268aed] | 771 | |
---|
[f182f93] | 772 | def updateFit(self): |
---|
| 773 | """ |
---|
| 774 | """ |
---|
[b3e8629] | 775 | print("UPDATE FIT") |
---|
[0268aed] | 776 | pass |
---|
| 777 | |
---|
[02ddfb4] | 778 | def fitFailed(self, reason): |
---|
| 779 | """ |
---|
| 780 | """ |
---|
[b3e8629] | 781 | print("FIT FAILED: ", reason) |
---|
[02ddfb4] | 782 | pass |
---|
| 783 | |
---|
[ee18d33] | 784 | def batchFitComplete(self, result): |
---|
| 785 | """ |
---|
| 786 | Receive and display batch fitting results |
---|
| 787 | """ |
---|
| 788 | #re-enable the Fit button |
---|
| 789 | self.cmdFit.setText("Fit") |
---|
| 790 | self.cmdFit.setEnabled(True) |
---|
| 791 | |
---|
| 792 | print ("BATCH FITTING FINISHED") |
---|
| 793 | # Add the Qt version of wx.aui.AuiNotebook and populate it |
---|
| 794 | pass |
---|
| 795 | |
---|
[f182f93] | 796 | def fitComplete(self, result): |
---|
| 797 | """ |
---|
| 798 | Receive and display fitting results |
---|
| 799 | "result" is a tuple of actual result list and the fit time in seconds |
---|
| 800 | """ |
---|
| 801 | #re-enable the Fit button |
---|
| 802 | self.cmdFit.setText("Fit") |
---|
| 803 | self.cmdFit.setEnabled(True) |
---|
[d7ff531] | 804 | |
---|
| 805 | assert result is not None |
---|
| 806 | |
---|
[ee18d33] | 807 | res_list = result[0][0] |
---|
[f182f93] | 808 | res = res_list[0] |
---|
| 809 | if res.fitness is None or \ |
---|
[180bd54] | 810 | not np.isfinite(res.fitness) or \ |
---|
[1bc27f1] | 811 | np.any(res.pvec is None) or \ |
---|
[180bd54] | 812 | not np.all(np.isfinite(res.pvec)): |
---|
[f182f93] | 813 | msg = "Fitting did not converge!!!" |
---|
[454670d] | 814 | self.communicate.statusBarUpdateSignal.emit(msg) |
---|
[f182f93] | 815 | logging.error(msg) |
---|
| 816 | return |
---|
| 817 | |
---|
| 818 | elapsed = result[1] |
---|
| 819 | msg = "Fitting completed successfully in: %s s.\n" % GuiUtils.formatNumber(elapsed) |
---|
| 820 | self.communicate.statusBarUpdateSignal.emit(msg) |
---|
| 821 | |
---|
[2add354] | 822 | self.chi2 = res.fitness |
---|
[aca8418] | 823 | param_list = res.param_list # ['radius', 'radius.width'] |
---|
| 824 | param_values = res.pvec # array([ 0.36221662, 0.0146783 ]) |
---|
| 825 | param_stderr = res.stderr # array([ 1.71293015, 1.71294233]) |
---|
[b3e8629] | 826 | params_and_errors = list(zip(param_values, param_stderr)) |
---|
| 827 | param_dict = dict(zip(param_list, params_and_errors)) |
---|
[f182f93] | 828 | |
---|
| 829 | # Dictionary of fitted parameter: value, error |
---|
| 830 | # e.g. param_dic = {"sld":(1.703, 0.0034), "length":(33.455, -0.0983)} |
---|
| 831 | self.updateModelFromList(param_dict) |
---|
| 832 | |
---|
[aca8418] | 833 | self.updatePolyModelFromList(param_dict) |
---|
| 834 | |
---|
[b00414d] | 835 | self.updateMagnetModelFromList(param_dict) |
---|
| 836 | |
---|
[d7ff531] | 837 | # update charts |
---|
| 838 | self.onPlot() |
---|
| 839 | |
---|
[f182f93] | 840 | # Read only value - we can get away by just printing it here |
---|
[2add354] | 841 | chi2_repr = GuiUtils.formatNumber(self.chi2, high=True) |
---|
[f182f93] | 842 | self.lblChi2Value.setText(chi2_repr) |
---|
| 843 | |
---|
| 844 | def iterateOverModel(self, func): |
---|
| 845 | """ |
---|
| 846 | Take func and throw it inside the model row loop |
---|
| 847 | """ |
---|
[b3e8629] | 848 | for row_i in range(self._model_model.rowCount()): |
---|
[f182f93] | 849 | func(row_i) |
---|
| 850 | |
---|
| 851 | def updateModelFromList(self, param_dict): |
---|
| 852 | """ |
---|
| 853 | Update the model with new parameters, create the errors column |
---|
| 854 | """ |
---|
| 855 | assert isinstance(param_dict, dict) |
---|
| 856 | if not dict: |
---|
| 857 | return |
---|
| 858 | |
---|
[919d47c] | 859 | def updateFittedValues(row): |
---|
[f182f93] | 860 | # Utility function for main model update |
---|
[d7ff531] | 861 | # internal so can use closure for param_dict |
---|
[919d47c] | 862 | param_name = str(self._model_model.item(row, 0).text()) |
---|
[b3e8629] | 863 | if param_name not in list(param_dict.keys()): |
---|
[f182f93] | 864 | return |
---|
| 865 | # modify the param value |
---|
[454670d] | 866 | param_repr = GuiUtils.formatNumber(param_dict[param_name][0], high=True) |
---|
[919d47c] | 867 | self._model_model.item(row, 1).setText(param_repr) |
---|
[f182f93] | 868 | if self.has_error_column: |
---|
[454670d] | 869 | error_repr = GuiUtils.formatNumber(param_dict[param_name][1], high=True) |
---|
[919d47c] | 870 | self._model_model.item(row, 2).setText(error_repr) |
---|
[f182f93] | 871 | |
---|
[919d47c] | 872 | def updatePolyValues(row): |
---|
| 873 | # Utility function for updateof polydispersity part of the main model |
---|
| 874 | param_name = str(self._model_model.item(row, 0).text())+'.width' |
---|
[b3e8629] | 875 | if param_name not in list(param_dict.keys()): |
---|
[919d47c] | 876 | return |
---|
| 877 | # modify the param value |
---|
| 878 | param_repr = GuiUtils.formatNumber(param_dict[param_name][0], high=True) |
---|
| 879 | self._model_model.item(row, 0).child(0).child(0,1).setText(param_repr) |
---|
| 880 | |
---|
| 881 | def createErrorColumn(row): |
---|
[f182f93] | 882 | # Utility function for error column update |
---|
| 883 | item = QtGui.QStandardItem() |
---|
[919d47c] | 884 | def createItem(param_name): |
---|
[f182f93] | 885 | error_repr = GuiUtils.formatNumber(param_dict[param_name][1], high=True) |
---|
| 886 | item.setText(error_repr) |
---|
[919d47c] | 887 | def curr_param(): |
---|
| 888 | return str(self._model_model.item(row, 0).text()) |
---|
| 889 | |
---|
[b3e8629] | 890 | [createItem(param_name) for param_name in list(param_dict.keys()) if curr_param() == param_name] |
---|
[919d47c] | 891 | |
---|
[f182f93] | 892 | error_column.append(item) |
---|
| 893 | |
---|
[2da5759] | 894 | # block signals temporarily, so we don't end up |
---|
| 895 | # updating charts with every single model change on the end of fitting |
---|
| 896 | self._model_model.blockSignals(True) |
---|
[d7ff531] | 897 | self.iterateOverModel(updateFittedValues) |
---|
[919d47c] | 898 | self.iterateOverModel(updatePolyValues) |
---|
[2da5759] | 899 | self._model_model.blockSignals(False) |
---|
[f182f93] | 900 | |
---|
| 901 | if self.has_error_column: |
---|
| 902 | return |
---|
| 903 | |
---|
| 904 | error_column = [] |
---|
[8f2548c] | 905 | self.lstParams.itemDelegate().addErrorColumn() |
---|
[d7ff531] | 906 | self.iterateOverModel(createErrorColumn) |
---|
[f182f93] | 907 | |
---|
[d7ff531] | 908 | # switch off reponse to model change |
---|
| 909 | self._model_model.blockSignals(True) |
---|
[f182f93] | 910 | self._model_model.insertColumn(2, error_column) |
---|
[d7ff531] | 911 | self._model_model.blockSignals(False) |
---|
[f182f93] | 912 | FittingUtilities.addErrorHeadersToModel(self._model_model) |
---|
[d7ff531] | 913 | # Adjust the table cells width. |
---|
| 914 | # TODO: find a way to dynamically adjust column width while resized expanding |
---|
| 915 | self.lstParams.resizeColumnToContents(0) |
---|
| 916 | self.lstParams.resizeColumnToContents(4) |
---|
| 917 | self.lstParams.resizeColumnToContents(5) |
---|
[4992ff2] | 918 | self.lstParams.setSizePolicy(QtWidgets.QSizePolicy.MinimumExpanding, QtWidgets.QSizePolicy.Expanding) |
---|
[d7ff531] | 919 | |
---|
| 920 | self.has_error_column = True |
---|
[f182f93] | 921 | |
---|
[aca8418] | 922 | def updatePolyModelFromList(self, param_dict): |
---|
| 923 | """ |
---|
| 924 | Update the polydispersity model with new parameters, create the errors column |
---|
| 925 | """ |
---|
| 926 | assert isinstance(param_dict, dict) |
---|
| 927 | if not dict: |
---|
| 928 | return |
---|
| 929 | |
---|
[b00414d] | 930 | def iterateOverPolyModel(func): |
---|
| 931 | """ |
---|
| 932 | Take func and throw it inside the poly model row loop |
---|
| 933 | """ |
---|
[b3e8629] | 934 | for row_i in range(self._poly_model.rowCount()): |
---|
[b00414d] | 935 | func(row_i) |
---|
| 936 | |
---|
[aca8418] | 937 | def updateFittedValues(row_i): |
---|
| 938 | # Utility function for main model update |
---|
| 939 | # internal so can use closure for param_dict |
---|
| 940 | if row_i >= self._poly_model.rowCount(): |
---|
| 941 | return |
---|
| 942 | param_name = str(self._poly_model.item(row_i, 0).text()).rsplit()[-1] + '.width' |
---|
[b3e8629] | 943 | if param_name not in list(param_dict.keys()): |
---|
[aca8418] | 944 | return |
---|
| 945 | # modify the param value |
---|
| 946 | param_repr = GuiUtils.formatNumber(param_dict[param_name][0], high=True) |
---|
| 947 | self._poly_model.item(row_i, 1).setText(param_repr) |
---|
| 948 | if self.has_poly_error_column: |
---|
| 949 | error_repr = GuiUtils.formatNumber(param_dict[param_name][1], high=True) |
---|
| 950 | self._poly_model.item(row_i, 2).setText(error_repr) |
---|
| 951 | |
---|
[919d47c] | 952 | |
---|
[aca8418] | 953 | def createErrorColumn(row_i): |
---|
| 954 | # Utility function for error column update |
---|
| 955 | if row_i >= self._poly_model.rowCount(): |
---|
| 956 | return |
---|
| 957 | item = QtGui.QStandardItem() |
---|
[919d47c] | 958 | |
---|
| 959 | def createItem(param_name): |
---|
[aca8418] | 960 | error_repr = GuiUtils.formatNumber(param_dict[param_name][1], high=True) |
---|
| 961 | item.setText(error_repr) |
---|
[919d47c] | 962 | |
---|
| 963 | def poly_param(): |
---|
| 964 | return str(self._poly_model.item(row_i, 0).text()).rsplit()[-1] + '.width' |
---|
| 965 | |
---|
[b3e8629] | 966 | [createItem(param_name) for param_name in list(param_dict.keys()) if poly_param() == param_name] |
---|
[919d47c] | 967 | |
---|
[aca8418] | 968 | error_column.append(item) |
---|
| 969 | |
---|
| 970 | # block signals temporarily, so we don't end up |
---|
| 971 | # updating charts with every single model change on the end of fitting |
---|
| 972 | self._poly_model.blockSignals(True) |
---|
[b00414d] | 973 | iterateOverPolyModel(updateFittedValues) |
---|
[aca8418] | 974 | self._poly_model.blockSignals(False) |
---|
| 975 | |
---|
| 976 | if self.has_poly_error_column: |
---|
| 977 | return |
---|
| 978 | |
---|
[8eaa101] | 979 | self.lstPoly.itemDelegate().addErrorColumn() |
---|
[aca8418] | 980 | error_column = [] |
---|
[b00414d] | 981 | iterateOverPolyModel(createErrorColumn) |
---|
[aca8418] | 982 | |
---|
| 983 | # switch off reponse to model change |
---|
| 984 | self._poly_model.blockSignals(True) |
---|
| 985 | self._poly_model.insertColumn(2, error_column) |
---|
| 986 | self._poly_model.blockSignals(False) |
---|
| 987 | FittingUtilities.addErrorPolyHeadersToModel(self._poly_model) |
---|
| 988 | |
---|
| 989 | self.has_poly_error_column = True |
---|
| 990 | |
---|
[b00414d] | 991 | def updateMagnetModelFromList(self, param_dict): |
---|
| 992 | """ |
---|
| 993 | Update the magnetic model with new parameters, create the errors column |
---|
| 994 | """ |
---|
| 995 | assert isinstance(param_dict, dict) |
---|
| 996 | if not dict: |
---|
| 997 | return |
---|
[cee5c78] | 998 | if self._model_model.rowCount() == 0: |
---|
| 999 | return |
---|
[b00414d] | 1000 | |
---|
| 1001 | def iterateOverMagnetModel(func): |
---|
| 1002 | """ |
---|
| 1003 | Take func and throw it inside the magnet model row loop |
---|
| 1004 | """ |
---|
[b3e8629] | 1005 | for row_i in range(self._model_model.rowCount()): |
---|
[b00414d] | 1006 | func(row_i) |
---|
| 1007 | |
---|
| 1008 | def updateFittedValues(row): |
---|
| 1009 | # Utility function for main model update |
---|
| 1010 | # internal so can use closure for param_dict |
---|
[cee5c78] | 1011 | if self._magnet_model.item(row, 0) is None: |
---|
| 1012 | return |
---|
[b00414d] | 1013 | param_name = str(self._magnet_model.item(row, 0).text()) |
---|
[b3e8629] | 1014 | if param_name not in list(param_dict.keys()): |
---|
[b00414d] | 1015 | return |
---|
| 1016 | # modify the param value |
---|
| 1017 | param_repr = GuiUtils.formatNumber(param_dict[param_name][0], high=True) |
---|
| 1018 | self._magnet_model.item(row, 1).setText(param_repr) |
---|
| 1019 | if self.has_magnet_error_column: |
---|
| 1020 | error_repr = GuiUtils.formatNumber(param_dict[param_name][1], high=True) |
---|
| 1021 | self._magnet_model.item(row, 2).setText(error_repr) |
---|
| 1022 | |
---|
| 1023 | def createErrorColumn(row): |
---|
| 1024 | # Utility function for error column update |
---|
| 1025 | item = QtGui.QStandardItem() |
---|
| 1026 | def createItem(param_name): |
---|
| 1027 | error_repr = GuiUtils.formatNumber(param_dict[param_name][1], high=True) |
---|
| 1028 | item.setText(error_repr) |
---|
| 1029 | def curr_param(): |
---|
| 1030 | return str(self._magnet_model.item(row, 0).text()) |
---|
| 1031 | |
---|
[b3e8629] | 1032 | [createItem(param_name) for param_name in list(param_dict.keys()) if curr_param() == param_name] |
---|
[b00414d] | 1033 | |
---|
| 1034 | error_column.append(item) |
---|
| 1035 | |
---|
| 1036 | # block signals temporarily, so we don't end up |
---|
| 1037 | # updating charts with every single model change on the end of fitting |
---|
| 1038 | self._magnet_model.blockSignals(True) |
---|
| 1039 | iterateOverMagnetModel(updateFittedValues) |
---|
| 1040 | self._magnet_model.blockSignals(False) |
---|
| 1041 | |
---|
| 1042 | if self.has_magnet_error_column: |
---|
| 1043 | return |
---|
| 1044 | |
---|
| 1045 | self.lstMagnetic.itemDelegate().addErrorColumn() |
---|
| 1046 | error_column = [] |
---|
| 1047 | iterateOverMagnetModel(createErrorColumn) |
---|
| 1048 | |
---|
| 1049 | # switch off reponse to model change |
---|
| 1050 | self._magnet_model.blockSignals(True) |
---|
| 1051 | self._magnet_model.insertColumn(2, error_column) |
---|
| 1052 | self._magnet_model.blockSignals(False) |
---|
| 1053 | FittingUtilities.addErrorHeadersToModel(self._magnet_model) |
---|
| 1054 | |
---|
| 1055 | self.has_magnet_error_column = True |
---|
| 1056 | |
---|
[0268aed] | 1057 | def onPlot(self): |
---|
| 1058 | """ |
---|
| 1059 | Plot the current set of data |
---|
| 1060 | """ |
---|
[d48cc19] | 1061 | # Regardless of previous state, this should now be `plot show` functionality only |
---|
| 1062 | self.cmdPlot.setText("Show Plot") |
---|
[88e1f57] | 1063 | # Force data recalculation so existing charts are updated |
---|
| 1064 | self.recalculatePlotData() |
---|
[d48cc19] | 1065 | self.showPlot() |
---|
| 1066 | |
---|
| 1067 | def recalculatePlotData(self): |
---|
| 1068 | """ |
---|
| 1069 | Generate a new dataset for model |
---|
| 1070 | """ |
---|
[180bd54] | 1071 | if not self.data_is_loaded: |
---|
[0268aed] | 1072 | self.createDefaultDataset() |
---|
| 1073 | self.calculateQGridForModel() |
---|
| 1074 | |
---|
[d48cc19] | 1075 | def showPlot(self): |
---|
| 1076 | """ |
---|
| 1077 | Show the current plot in MPL |
---|
| 1078 | """ |
---|
| 1079 | # Show the chart if ready |
---|
| 1080 | data_to_show = self.data if self.data_is_loaded else self.model_data |
---|
| 1081 | if data_to_show is not None: |
---|
| 1082 | self.communicate.plotRequestedSignal.emit([data_to_show]) |
---|
| 1083 | |
---|
[180bd54] | 1084 | def onOptionsUpdate(self): |
---|
[0268aed] | 1085 | """ |
---|
[180bd54] | 1086 | Update local option values and replot |
---|
[0268aed] | 1087 | """ |
---|
[180bd54] | 1088 | self.q_range_min, self.q_range_max, self.npts, self.log_points, self.weighting = \ |
---|
| 1089 | self.options_widget.state() |
---|
[61a92d4] | 1090 | # set Q range labels on the main tab |
---|
| 1091 | self.lblMinRangeDef.setText(str(self.q_range_min)) |
---|
| 1092 | self.lblMaxRangeDef.setText(str(self.q_range_max)) |
---|
[d48cc19] | 1093 | self.recalculatePlotData() |
---|
[6c8fb2c] | 1094 | |
---|
[0268aed] | 1095 | def setDefaultStructureCombo(self): |
---|
| 1096 | """ |
---|
| 1097 | Fill in the structure factors combo box with defaults |
---|
| 1098 | """ |
---|
| 1099 | structure_factor_list = self.master_category_dict.pop(CATEGORY_STRUCTURE) |
---|
| 1100 | factors = [factor[0] for factor in structure_factor_list] |
---|
| 1101 | factors.insert(0, STRUCTURE_DEFAULT) |
---|
| 1102 | self.cbStructureFactor.clear() |
---|
| 1103 | self.cbStructureFactor.addItems(sorted(factors)) |
---|
| 1104 | |
---|
[4d457df] | 1105 | def createDefaultDataset(self): |
---|
| 1106 | """ |
---|
| 1107 | Generate default Dataset 1D/2D for the given model |
---|
| 1108 | """ |
---|
| 1109 | # Create default datasets if no data passed |
---|
| 1110 | if self.is2D: |
---|
[180bd54] | 1111 | qmax = self.q_range_max/np.sqrt(2) |
---|
[4d457df] | 1112 | qstep = self.npts |
---|
| 1113 | self.logic.createDefault2dData(qmax, qstep, self.tab_id) |
---|
[180bd54] | 1114 | return |
---|
| 1115 | elif self.log_points: |
---|
| 1116 | qmin = -10.0 if self.q_range_min < 1.e-10 else np.log10(self.q_range_min) |
---|
[1bc27f1] | 1117 | qmax = 10.0 if self.q_range_max > 1.e10 else np.log10(self.q_range_max) |
---|
[180bd54] | 1118 | interval = np.logspace(start=qmin, stop=qmax, num=self.npts, endpoint=True, base=10.0) |
---|
[4d457df] | 1119 | else: |
---|
[180bd54] | 1120 | interval = np.linspace(start=self.q_range_min, stop=self.q_range_max, |
---|
[1bc27f1] | 1121 | num=self.npts, endpoint=True) |
---|
[180bd54] | 1122 | self.logic.createDefault1dData(interval, self.tab_id) |
---|
[60af928] | 1123 | |
---|
[5236449] | 1124 | def readCategoryInfo(self): |
---|
[60af928] | 1125 | """ |
---|
| 1126 | Reads the categories in from file |
---|
| 1127 | """ |
---|
| 1128 | self.master_category_dict = defaultdict(list) |
---|
| 1129 | self.by_model_dict = defaultdict(list) |
---|
| 1130 | self.model_enabled_dict = defaultdict(bool) |
---|
| 1131 | |
---|
[cbcdd2c] | 1132 | categorization_file = CategoryInstaller.get_user_file() |
---|
| 1133 | if not os.path.isfile(categorization_file): |
---|
| 1134 | categorization_file = CategoryInstaller.get_default_file() |
---|
| 1135 | with open(categorization_file, 'rb') as cat_file: |
---|
[60af928] | 1136 | self.master_category_dict = json.load(cat_file) |
---|
[5236449] | 1137 | self.regenerateModelDict() |
---|
[60af928] | 1138 | |
---|
[5236449] | 1139 | # Load the model dict |
---|
| 1140 | models = load_standard_models() |
---|
| 1141 | for model in models: |
---|
| 1142 | self.models[model.name] = model |
---|
| 1143 | |
---|
| 1144 | def regenerateModelDict(self): |
---|
[60af928] | 1145 | """ |
---|
[cbcdd2c] | 1146 | Regenerates self.by_model_dict which has each model name as the |
---|
[60af928] | 1147 | key and the list of categories belonging to that model |
---|
| 1148 | along with the enabled mapping |
---|
| 1149 | """ |
---|
| 1150 | self.by_model_dict = defaultdict(list) |
---|
| 1151 | for category in self.master_category_dict: |
---|
| 1152 | for (model, enabled) in self.master_category_dict[category]: |
---|
| 1153 | self.by_model_dict[model].append(category) |
---|
| 1154 | self.model_enabled_dict[model] = enabled |
---|
| 1155 | |
---|
[86f88d1] | 1156 | def addBackgroundToModel(self, model): |
---|
| 1157 | """ |
---|
| 1158 | Adds background parameter with default values to the model |
---|
| 1159 | """ |
---|
[cbcdd2c] | 1160 | assert isinstance(model, QtGui.QStandardItemModel) |
---|
[86f88d1] | 1161 | checked_list = ['background', '0.001', '-inf', 'inf', '1/cm'] |
---|
[4d457df] | 1162 | FittingUtilities.addCheckedListToModel(model, checked_list) |
---|
[2add354] | 1163 | last_row = model.rowCount()-1 |
---|
| 1164 | model.item(last_row, 0).setEditable(False) |
---|
| 1165 | model.item(last_row, 4).setEditable(False) |
---|
[86f88d1] | 1166 | |
---|
| 1167 | def addScaleToModel(self, model): |
---|
| 1168 | """ |
---|
| 1169 | Adds scale parameter with default values to the model |
---|
| 1170 | """ |
---|
[cbcdd2c] | 1171 | assert isinstance(model, QtGui.QStandardItemModel) |
---|
[86f88d1] | 1172 | checked_list = ['scale', '1.0', '0.0', 'inf', ''] |
---|
[4d457df] | 1173 | FittingUtilities.addCheckedListToModel(model, checked_list) |
---|
[2add354] | 1174 | last_row = model.rowCount()-1 |
---|
| 1175 | model.item(last_row, 0).setEditable(False) |
---|
| 1176 | model.item(last_row, 4).setEditable(False) |
---|
[86f88d1] | 1177 | |
---|
[9d266d2] | 1178 | def addWeightingToData(self, data): |
---|
| 1179 | """ |
---|
| 1180 | Adds weighting contribution to fitting data |
---|
[1bc27f1] | 1181 | """ |
---|
[e1e3e09] | 1182 | # Send original data for weighting |
---|
[dc5ef15] | 1183 | weight = FittingUtilities.getWeight(data=data, is2d=self.is2D, flag=self.weighting) |
---|
[180bd54] | 1184 | update_module = data.err_data if self.is2D else data.dy |
---|
[6964d44] | 1185 | # Overwrite relevant values in data |
---|
[180bd54] | 1186 | update_module = weight |
---|
[9d266d2] | 1187 | |
---|
[0268aed] | 1188 | def updateQRange(self): |
---|
| 1189 | """ |
---|
| 1190 | Updates Q Range display |
---|
| 1191 | """ |
---|
| 1192 | if self.data_is_loaded: |
---|
| 1193 | self.q_range_min, self.q_range_max, self.npts = self.logic.computeDataRange() |
---|
| 1194 | # set Q range labels on the main tab |
---|
| 1195 | self.lblMinRangeDef.setText(str(self.q_range_min)) |
---|
| 1196 | self.lblMaxRangeDef.setText(str(self.q_range_max)) |
---|
| 1197 | # set Q range labels on the options tab |
---|
[180bd54] | 1198 | self.options_widget.updateQRange(self.q_range_min, self.q_range_max, self.npts) |
---|
[0268aed] | 1199 | |
---|
[4d457df] | 1200 | def SASModelToQModel(self, model_name, structure_factor=None): |
---|
[60af928] | 1201 | """ |
---|
[cbcdd2c] | 1202 | Setting model parameters into table based on selected category |
---|
[60af928] | 1203 | """ |
---|
| 1204 | # Crete/overwrite model items |
---|
| 1205 | self._model_model.clear() |
---|
[5236449] | 1206 | |
---|
[fd1ae6d1] | 1207 | # First, add parameters from the main model |
---|
| 1208 | if model_name is not None: |
---|
| 1209 | self.fromModelToQModel(model_name) |
---|
[5236449] | 1210 | |
---|
[fd1ae6d1] | 1211 | # Then, add structure factor derived parameters |
---|
[cd31251] | 1212 | if structure_factor is not None and structure_factor != "None": |
---|
[fd1ae6d1] | 1213 | if model_name is None: |
---|
| 1214 | # Instantiate the current sasmodel for SF-only models |
---|
| 1215 | self.kernel_module = self.models[structure_factor]() |
---|
| 1216 | self.fromStructureFactorToQModel(structure_factor) |
---|
[cd31251] | 1217 | else: |
---|
[fd1ae6d1] | 1218 | # Allow the SF combobox visibility for the given sasmodel |
---|
| 1219 | self.enableStructureFactorControl(structure_factor) |
---|
[cd31251] | 1220 | |
---|
[fd1ae6d1] | 1221 | # Then, add multishells |
---|
| 1222 | if model_name is not None: |
---|
| 1223 | # Multishell models need additional treatment |
---|
| 1224 | self.addExtraShells() |
---|
[86f88d1] | 1225 | |
---|
[5236449] | 1226 | # Add polydispersity to the model |
---|
[86f88d1] | 1227 | self.setPolyModel() |
---|
[5236449] | 1228 | # Add magnetic parameters to the model |
---|
[86f88d1] | 1229 | self.setMagneticModel() |
---|
[5236449] | 1230 | |
---|
[a9b568c] | 1231 | # Adjust the table cells width |
---|
| 1232 | self.lstParams.resizeColumnToContents(0) |
---|
[4992ff2] | 1233 | self.lstParams.setSizePolicy(QtWidgets.QSizePolicy.MinimumExpanding, QtWidgets.QSizePolicy.Expanding) |
---|
[a9b568c] | 1234 | |
---|
[5236449] | 1235 | # Now we claim the model has been loaded |
---|
[86f88d1] | 1236 | self.model_is_loaded = True |
---|
| 1237 | |
---|
[fd1ae6d1] | 1238 | # (Re)-create headers |
---|
| 1239 | FittingUtilities.addHeadersToModel(self._model_model) |
---|
[6964d44] | 1240 | self.lstParams.header().setFont(self.boldFont) |
---|
[fd1ae6d1] | 1241 | |
---|
[5236449] | 1242 | # Update Q Ranges |
---|
| 1243 | self.updateQRange() |
---|
| 1244 | |
---|
[fd1ae6d1] | 1245 | def fromModelToQModel(self, model_name): |
---|
| 1246 | """ |
---|
| 1247 | Setting model parameters into QStandardItemModel based on selected _model_ |
---|
| 1248 | """ |
---|
| 1249 | kernel_module = generate.load_kernel_module(model_name) |
---|
| 1250 | self.model_parameters = modelinfo.make_parameter_table(getattr(kernel_module, 'parameters', [])) |
---|
| 1251 | |
---|
| 1252 | # Instantiate the current sasmodel |
---|
| 1253 | self.kernel_module = self.models[model_name]() |
---|
| 1254 | |
---|
| 1255 | # Explicitly add scale and background with default values |
---|
[6964d44] | 1256 | temp_undo_state = self.undo_supported |
---|
| 1257 | self.undo_supported = False |
---|
[fd1ae6d1] | 1258 | self.addScaleToModel(self._model_model) |
---|
| 1259 | self.addBackgroundToModel(self._model_model) |
---|
[6964d44] | 1260 | self.undo_supported = temp_undo_state |
---|
[fd1ae6d1] | 1261 | |
---|
[0d13814] | 1262 | self.shell_names = self.shellNamesList() |
---|
| 1263 | |
---|
[fd1ae6d1] | 1264 | # Update the QModel |
---|
[aca8418] | 1265 | new_rows = FittingUtilities.addParametersToModel(self.model_parameters, self.kernel_module, self.is2D) |
---|
| 1266 | |
---|
[fd1ae6d1] | 1267 | for row in new_rows: |
---|
| 1268 | self._model_model.appendRow(row) |
---|
| 1269 | # Update the counter used for multishell display |
---|
| 1270 | self._last_model_row = self._model_model.rowCount() |
---|
| 1271 | |
---|
| 1272 | def fromStructureFactorToQModel(self, structure_factor): |
---|
| 1273 | """ |
---|
| 1274 | Setting model parameters into QStandardItemModel based on selected _structure factor_ |
---|
| 1275 | """ |
---|
| 1276 | structure_module = generate.load_kernel_module(structure_factor) |
---|
| 1277 | structure_parameters = modelinfo.make_parameter_table(getattr(structure_module, 'parameters', [])) |
---|
[5d1440e1] | 1278 | structure_kernel = self.models[structure_factor]() |
---|
| 1279 | |
---|
| 1280 | self.kernel_module._model_info = product.make_product_info(self.kernel_module._model_info, structure_kernel._model_info) |
---|
[fd1ae6d1] | 1281 | |
---|
| 1282 | new_rows = FittingUtilities.addSimpleParametersToModel(structure_parameters, self.is2D) |
---|
| 1283 | for row in new_rows: |
---|
| 1284 | self._model_model.appendRow(row) |
---|
| 1285 | # Update the counter used for multishell display |
---|
| 1286 | self._last_model_row = self._model_model.rowCount() |
---|
| 1287 | |
---|
[b00414d] | 1288 | def onMainParamsChange(self, item): |
---|
[cd31251] | 1289 | """ |
---|
| 1290 | Callback method for updating the sasmodel parameters with the GUI values |
---|
| 1291 | """ |
---|
[cbcdd2c] | 1292 | model_column = item.column() |
---|
[cd31251] | 1293 | |
---|
| 1294 | if model_column == 0: |
---|
[f182f93] | 1295 | self.checkboxSelected(item) |
---|
[2add354] | 1296 | self.cmdFit.setEnabled(self.parameters_to_fit != [] and self.logic.data_is_loaded) |
---|
[6964d44] | 1297 | # Update state stack |
---|
| 1298 | self.updateUndo() |
---|
[cd31251] | 1299 | return |
---|
| 1300 | |
---|
[f182f93] | 1301 | model_row = item.row() |
---|
| 1302 | name_index = self._model_model.index(model_row, 0) |
---|
| 1303 | |
---|
[b00414d] | 1304 | # Extract changed value. |
---|
[2add354] | 1305 | try: |
---|
[fbfc488] | 1306 | value = GuiUtils.toDouble(item.text()) |
---|
[2add354] | 1307 | except ValueError: |
---|
| 1308 | # Unparsable field |
---|
| 1309 | return |
---|
[fbfc488] | 1310 | |
---|
| 1311 | parameter_name = str(self._model_model.data(name_index)) # sld, background etc. |
---|
[cbcdd2c] | 1312 | |
---|
[00b3b40] | 1313 | # Update the parameter value - note: this supports +/-inf as well |
---|
[cbcdd2c] | 1314 | self.kernel_module.params[parameter_name] = value |
---|
| 1315 | |
---|
[8a32a6ff] | 1316 | # Update the parameter value - note: this supports +/-inf as well |
---|
[8f2548c] | 1317 | param_column = self.lstParams.itemDelegate().param_value |
---|
| 1318 | min_column = self.lstParams.itemDelegate().param_min |
---|
| 1319 | max_column = self.lstParams.itemDelegate().param_max |
---|
| 1320 | if model_column == param_column: |
---|
[8a32a6ff] | 1321 | self.kernel_module.setParam(parameter_name, value) |
---|
[8f2548c] | 1322 | elif model_column == min_column: |
---|
[8a32a6ff] | 1323 | # min/max to be changed in self.kernel_module.details[parameter_name] = ['Ang', 0.0, inf] |
---|
[8f2548c] | 1324 | self.kernel_module.details[parameter_name][1] = value |
---|
| 1325 | elif model_column == max_column: |
---|
| 1326 | self.kernel_module.details[parameter_name][2] = value |
---|
| 1327 | else: |
---|
| 1328 | # don't update the chart |
---|
| 1329 | return |
---|
[00b3b40] | 1330 | |
---|
| 1331 | # TODO: magnetic params in self.kernel_module.details['M0:parameter_name'] = value |
---|
| 1332 | # TODO: multishell params in self.kernel_module.details[??] = value |
---|
[cbcdd2c] | 1333 | |
---|
[d7ff531] | 1334 | # Force the chart update when actual parameters changed |
---|
| 1335 | if model_column == 1: |
---|
[d48cc19] | 1336 | self.recalculatePlotData() |
---|
[7d077d1] | 1337 | |
---|
[2241130] | 1338 | # Update state stack |
---|
[00b3b40] | 1339 | self.updateUndo() |
---|
[2241130] | 1340 | |
---|
[f182f93] | 1341 | def checkboxSelected(self, item): |
---|
| 1342 | # Assure we're dealing with checkboxes |
---|
| 1343 | if not item.isCheckable(): |
---|
| 1344 | return |
---|
| 1345 | status = item.checkState() |
---|
| 1346 | |
---|
| 1347 | def isCheckable(row): |
---|
| 1348 | return self._model_model.item(row, 0).isCheckable() |
---|
| 1349 | |
---|
| 1350 | # If multiple rows selected - toggle all of them, filtering uncheckable |
---|
| 1351 | rows = [s.row() for s in self.lstParams.selectionModel().selectedRows() if isCheckable(s.row())] |
---|
| 1352 | |
---|
| 1353 | # Switch off signaling from the model to avoid recursion |
---|
| 1354 | self._model_model.blockSignals(True) |
---|
| 1355 | # Convert to proper indices and set requested enablement |
---|
[aca8418] | 1356 | [self._model_model.item(row, 0).setCheckState(status) for row in rows] |
---|
[f182f93] | 1357 | self._model_model.blockSignals(False) |
---|
| 1358 | |
---|
| 1359 | # update the list of parameters to fit |
---|
[c1e380e] | 1360 | main_params = self.checkedListFromModel(self._model_model) |
---|
| 1361 | poly_params = self.checkedListFromModel(self._poly_model) |
---|
[b00414d] | 1362 | magnet_params = self.checkedListFromModel(self._magnet_model) |
---|
| 1363 | |
---|
[c1e380e] | 1364 | # Retrieve poly params names |
---|
[358b39d] | 1365 | poly_params = [param.rsplit()[-1] + '.width' for param in poly_params] |
---|
[c1e380e] | 1366 | |
---|
[b00414d] | 1367 | self.parameters_to_fit = main_params + poly_params + magnet_params |
---|
[c1e380e] | 1368 | |
---|
| 1369 | def checkedListFromModel(self, model): |
---|
| 1370 | """ |
---|
| 1371 | Returns list of checked parameters for given model |
---|
| 1372 | """ |
---|
| 1373 | def isChecked(row): |
---|
| 1374 | return model.item(row, 0).checkState() == QtCore.Qt.Checked |
---|
| 1375 | |
---|
| 1376 | return [str(model.item(row_index, 0).text()) |
---|
[b3e8629] | 1377 | for row_index in range(model.rowCount()) |
---|
[c1e380e] | 1378 | if isChecked(row_index)] |
---|
[f182f93] | 1379 | |
---|
[6fd4e36] | 1380 | def nameForFittedData(self, name): |
---|
[5236449] | 1381 | """ |
---|
[6fd4e36] | 1382 | Generate name for the current fit |
---|
[5236449] | 1383 | """ |
---|
| 1384 | if self.is2D: |
---|
| 1385 | name += "2d" |
---|
| 1386 | name = "M%i [%s]" % (self.tab_id, name) |
---|
[6fd4e36] | 1387 | return name |
---|
| 1388 | |
---|
| 1389 | def createNewIndex(self, fitted_data): |
---|
| 1390 | """ |
---|
| 1391 | Create a model or theory index with passed Data1D/Data2D |
---|
| 1392 | """ |
---|
| 1393 | if self.data_is_loaded: |
---|
[0268aed] | 1394 | if not fitted_data.name: |
---|
| 1395 | name = self.nameForFittedData(self.data.filename) |
---|
| 1396 | fitted_data.title = name |
---|
| 1397 | fitted_data.name = name |
---|
| 1398 | fitted_data.filename = name |
---|
[7d077d1] | 1399 | fitted_data.symbol = "Line" |
---|
[6fd4e36] | 1400 | self.updateModelIndex(fitted_data) |
---|
| 1401 | else: |
---|
[0268aed] | 1402 | name = self.nameForFittedData(self.kernel_module.name) |
---|
| 1403 | fitted_data.title = name |
---|
| 1404 | fitted_data.name = name |
---|
| 1405 | fitted_data.filename = name |
---|
| 1406 | fitted_data.symbol = "Line" |
---|
[6fd4e36] | 1407 | self.createTheoryIndex(fitted_data) |
---|
| 1408 | |
---|
| 1409 | def updateModelIndex(self, fitted_data): |
---|
| 1410 | """ |
---|
| 1411 | Update a QStandardModelIndex containing model data |
---|
| 1412 | """ |
---|
[00b3b40] | 1413 | name = self.nameFromData(fitted_data) |
---|
[0268aed] | 1414 | # Make this a line if no other defined |
---|
[7d077d1] | 1415 | if hasattr(fitted_data, 'symbol') and fitted_data.symbol is None: |
---|
[0268aed] | 1416 | fitted_data.symbol = 'Line' |
---|
[6fd4e36] | 1417 | # Notify the GUI manager so it can update the main model in DataExplorer |
---|
[b3e8629] | 1418 | GuiUtils.updateModelItemWithPlot(self._index, fitted_data, name) |
---|
[6fd4e36] | 1419 | |
---|
| 1420 | def createTheoryIndex(self, fitted_data): |
---|
| 1421 | """ |
---|
| 1422 | Create a QStandardModelIndex containing model data |
---|
| 1423 | """ |
---|
[00b3b40] | 1424 | name = self.nameFromData(fitted_data) |
---|
| 1425 | # Notify the GUI manager so it can create the theory model in DataExplorer |
---|
[b3e8629] | 1426 | new_item = GuiUtils.createModelItemWithPlot(fitted_data, name=name) |
---|
[00b3b40] | 1427 | self.communicate.updateTheoryFromPerspectiveSignal.emit(new_item) |
---|
| 1428 | |
---|
| 1429 | def nameFromData(self, fitted_data): |
---|
| 1430 | """ |
---|
| 1431 | Return name for the dataset. Terribly impure function. |
---|
| 1432 | """ |
---|
[0268aed] | 1433 | if fitted_data.name is None: |
---|
[00b3b40] | 1434 | name = self.nameForFittedData(self.logic.data.filename) |
---|
[0268aed] | 1435 | fitted_data.title = name |
---|
| 1436 | fitted_data.name = name |
---|
| 1437 | fitted_data.filename = name |
---|
| 1438 | else: |
---|
| 1439 | name = fitted_data.name |
---|
[00b3b40] | 1440 | return name |
---|
[5236449] | 1441 | |
---|
[4d457df] | 1442 | def methodCalculateForData(self): |
---|
| 1443 | '''return the method for data calculation''' |
---|
| 1444 | return Calc1D if isinstance(self.data, Data1D) else Calc2D |
---|
| 1445 | |
---|
| 1446 | def methodCompleteForData(self): |
---|
| 1447 | '''return the method for result parsin on calc complete ''' |
---|
| 1448 | return self.complete1D if isinstance(self.data, Data1D) else self.complete2D |
---|
| 1449 | |
---|
[b1e36a3] | 1450 | def calculateQGridForModel(self): |
---|
[86f88d1] | 1451 | """ |
---|
| 1452 | Prepare the fitting data object, based on current ModelModel |
---|
| 1453 | """ |
---|
[180bd54] | 1454 | if self.kernel_module is None: |
---|
| 1455 | return |
---|
[4d457df] | 1456 | # Awful API to a backend method. |
---|
| 1457 | method = self.methodCalculateForData()(data=self.data, |
---|
[1bc27f1] | 1458 | model=self.kernel_module, |
---|
| 1459 | page_id=0, |
---|
| 1460 | qmin=self.q_range_min, |
---|
| 1461 | qmax=self.q_range_max, |
---|
| 1462 | smearer=None, |
---|
| 1463 | state=None, |
---|
| 1464 | weight=None, |
---|
| 1465 | fid=None, |
---|
| 1466 | toggle_mode_on=False, |
---|
| 1467 | completefn=None, |
---|
| 1468 | update_chisqr=True, |
---|
| 1469 | exception_handler=self.calcException, |
---|
| 1470 | source=None) |
---|
[4d457df] | 1471 | |
---|
| 1472 | calc_thread = threads.deferToThread(method.compute) |
---|
| 1473 | calc_thread.addCallback(self.methodCompleteForData()) |
---|
[c1e380e] | 1474 | calc_thread.addErrback(self.calculateDataFailed) |
---|
[6964d44] | 1475 | |
---|
[aca8418] | 1476 | def calculateDataFailed(self, reason): |
---|
[6964d44] | 1477 | """ |
---|
[c1e380e] | 1478 | Thread returned error |
---|
[6964d44] | 1479 | """ |
---|
[b3e8629] | 1480 | print("Calculate Data failed with ", reason) |
---|
[5236449] | 1481 | |
---|
[cbcdd2c] | 1482 | def complete1D(self, return_data): |
---|
[5236449] | 1483 | """ |
---|
[4d457df] | 1484 | Plot the current 1D data |
---|
| 1485 | """ |
---|
[d48cc19] | 1486 | fitted_data = self.logic.new1DPlot(return_data, self.tab_id) |
---|
| 1487 | self.calculateResiduals(fitted_data) |
---|
| 1488 | self.model_data = fitted_data |
---|
[cbcdd2c] | 1489 | |
---|
| 1490 | def complete2D(self, return_data): |
---|
| 1491 | """ |
---|
[4d457df] | 1492 | Plot the current 2D data |
---|
| 1493 | """ |
---|
[6fd4e36] | 1494 | fitted_data = self.logic.new2DPlot(return_data) |
---|
| 1495 | self.calculateResiduals(fitted_data) |
---|
[d48cc19] | 1496 | self.model_data = fitted_data |
---|
[6fd4e36] | 1497 | |
---|
| 1498 | def calculateResiduals(self, fitted_data): |
---|
| 1499 | """ |
---|
| 1500 | Calculate and print Chi2 and display chart of residuals |
---|
| 1501 | """ |
---|
| 1502 | # Create a new index for holding data |
---|
[7d077d1] | 1503 | fitted_data.symbol = "Line" |
---|
[6964d44] | 1504 | |
---|
| 1505 | # Modify fitted_data with weighting |
---|
| 1506 | self.addWeightingToData(fitted_data) |
---|
| 1507 | |
---|
[6fd4e36] | 1508 | self.createNewIndex(fitted_data) |
---|
| 1509 | # Calculate difference between return_data and logic.data |
---|
[2add354] | 1510 | self.chi2 = FittingUtilities.calculateChi2(fitted_data, self.logic.data) |
---|
[6fd4e36] | 1511 | # Update the control |
---|
[2add354] | 1512 | chi2_repr = "---" if self.chi2 is None else GuiUtils.formatNumber(self.chi2, high=True) |
---|
[f182f93] | 1513 | self.lblChi2Value.setText(chi2_repr) |
---|
[cbcdd2c] | 1514 | |
---|
[d48cc19] | 1515 | self.communicate.plotUpdateSignal.emit([fitted_data]) |
---|
| 1516 | |
---|
[0268aed] | 1517 | # Plot residuals if actual data |
---|
[aca8418] | 1518 | if not self.data_is_loaded: |
---|
| 1519 | return |
---|
| 1520 | |
---|
| 1521 | residuals_plot = FittingUtilities.plotResiduals(self.data, fitted_data) |
---|
| 1522 | residuals_plot.id = "Residual " + residuals_plot.id |
---|
| 1523 | self.createNewIndex(residuals_plot) |
---|
| 1524 | self.communicate.plotUpdateSignal.emit([residuals_plot]) |
---|
[5236449] | 1525 | |
---|
| 1526 | def calcException(self, etype, value, tb): |
---|
| 1527 | """ |
---|
[c1e380e] | 1528 | Thread threw an exception. |
---|
[5236449] | 1529 | """ |
---|
[c1e380e] | 1530 | # TODO: remimplement thread cancellation |
---|
[5236449] | 1531 | logging.error("".join(traceback.format_exception(etype, value, tb))) |
---|
[60af928] | 1532 | |
---|
| 1533 | def setTableProperties(self, table): |
---|
| 1534 | """ |
---|
| 1535 | Setting table properties |
---|
| 1536 | """ |
---|
| 1537 | # Table properties |
---|
| 1538 | table.verticalHeader().setVisible(False) |
---|
| 1539 | table.setAlternatingRowColors(True) |
---|
[4992ff2] | 1540 | table.setSizePolicy(QtWidgets.QSizePolicy.MinimumExpanding, QtWidgets.QSizePolicy.Expanding) |
---|
| 1541 | table.setSelectionBehavior(QtWidgets.QAbstractItemView.SelectRows) |
---|
[f46f6dc] | 1542 | table.resizeColumnsToContents() |
---|
| 1543 | |
---|
[60af928] | 1544 | # Header |
---|
| 1545 | header = table.horizontalHeader() |
---|
[4992ff2] | 1546 | header.setSectionResizeMode(QtWidgets.QHeaderView.ResizeToContents) |
---|
| 1547 | header.ResizeMode(QtWidgets.QHeaderView.Interactive) |
---|
[f46f6dc] | 1548 | |
---|
[4992ff2] | 1549 | # Qt5: the following 2 lines crash - figure out why! |
---|
[e43fc91] | 1550 | # Resize column 0 and 7 to content |
---|
[4992ff2] | 1551 | #header.setSectionResizeMode(0, QtWidgets.QHeaderView.ResizeToContents) |
---|
| 1552 | #header.setSectionResizeMode(7, QtWidgets.QHeaderView.ResizeToContents) |
---|
[60af928] | 1553 | |
---|
| 1554 | def setPolyModel(self): |
---|
| 1555 | """ |
---|
| 1556 | Set polydispersity values |
---|
| 1557 | """ |
---|
[86f88d1] | 1558 | if not self.model_parameters: |
---|
| 1559 | return |
---|
| 1560 | self._poly_model.clear() |
---|
| 1561 | |
---|
[e43fc91] | 1562 | [self.setPolyModelParameters(i, param) for i, param in \ |
---|
[aca8418] | 1563 | enumerate(self.model_parameters.form_volume_parameters) if param.polydisperse] |
---|
[4d457df] | 1564 | FittingUtilities.addPolyHeadersToModel(self._poly_model) |
---|
[60af928] | 1565 | |
---|
[e43fc91] | 1566 | def setPolyModelParameters(self, i, param): |
---|
[aca8418] | 1567 | """ |
---|
[0d13814] | 1568 | Standard of multishell poly parameter driver |
---|
[aca8418] | 1569 | """ |
---|
[0d13814] | 1570 | param_name = param.name |
---|
| 1571 | # see it the parameter is multishell |
---|
[06b0138] | 1572 | if '[' in param.name: |
---|
[0d13814] | 1573 | # Skip empty shells |
---|
| 1574 | if self.current_shell_displayed == 0: |
---|
| 1575 | return |
---|
| 1576 | else: |
---|
| 1577 | # Create as many entries as current shells |
---|
[b3e8629] | 1578 | for ishell in range(1, self.current_shell_displayed+1): |
---|
[0d13814] | 1579 | # Remove [n] and add the shell numeral |
---|
| 1580 | name = param_name[0:param_name.index('[')] + str(ishell) |
---|
[e43fc91] | 1581 | self.addNameToPolyModel(i, name) |
---|
[0d13814] | 1582 | else: |
---|
| 1583 | # Just create a simple param entry |
---|
[e43fc91] | 1584 | self.addNameToPolyModel(i, param_name) |
---|
[0d13814] | 1585 | |
---|
[e43fc91] | 1586 | def addNameToPolyModel(self, i, param_name): |
---|
[0d13814] | 1587 | """ |
---|
| 1588 | Creates a checked row in the poly model with param_name |
---|
| 1589 | """ |
---|
[144ec831] | 1590 | # Polydisp. values from the sasmodel |
---|
[0d13814] | 1591 | width = self.kernel_module.getParam(param_name + '.width') |
---|
| 1592 | npts = self.kernel_module.getParam(param_name + '.npts') |
---|
| 1593 | nsigs = self.kernel_module.getParam(param_name + '.nsigmas') |
---|
| 1594 | _, min, max = self.kernel_module.details[param_name] |
---|
[144ec831] | 1595 | |
---|
| 1596 | # Construct a row with polydisp. related variable. |
---|
| 1597 | # This will get added to the polydisp. model |
---|
| 1598 | # Note: last argument needs extra space padding for decent display of the control |
---|
[0d13814] | 1599 | checked_list = ["Distribution of " + param_name, str(width), |
---|
| 1600 | str(min), str(max), |
---|
[e43fc91] | 1601 | str(npts), str(nsigs), "gaussian ",''] |
---|
[aca8418] | 1602 | FittingUtilities.addCheckedListToModel(self._poly_model, checked_list) |
---|
| 1603 | |
---|
| 1604 | # All possible polydisp. functions as strings in combobox |
---|
[4992ff2] | 1605 | func = QtWidgets.QComboBox() |
---|
[b3e8629] | 1606 | func.addItems([str(name_disp) for name_disp in POLYDISPERSITY_MODELS.keys()]) |
---|
[e43fc91] | 1607 | # Set the default index |
---|
[aca8418] | 1608 | func.setCurrentIndex(func.findText(DEFAULT_POLYDISP_FUNCTION)) |
---|
[e43fc91] | 1609 | ind = self._poly_model.index(i,self.lstPoly.itemDelegate().poly_function) |
---|
| 1610 | self.lstPoly.setIndexWidget(ind, func) |
---|
| 1611 | func.currentIndexChanged.connect(lambda: self.onPolyComboIndexChange(str(func.currentText()), i)) |
---|
| 1612 | |
---|
| 1613 | def onPolyFilenameChange(self, row_index): |
---|
| 1614 | """ |
---|
| 1615 | Respond to filename_updated signal from the delegate |
---|
| 1616 | """ |
---|
| 1617 | # For the given row, invoke the "array" combo handler |
---|
| 1618 | array_caption = 'array' |
---|
[8222f171] | 1619 | |
---|
[e43fc91] | 1620 | # Get the combo box reference |
---|
| 1621 | ind = self._poly_model.index(row_index, self.lstPoly.itemDelegate().poly_function) |
---|
| 1622 | widget = self.lstPoly.indexWidget(ind) |
---|
[8222f171] | 1623 | |
---|
[e43fc91] | 1624 | # Update the combo box so it displays "array" |
---|
| 1625 | widget.blockSignals(True) |
---|
| 1626 | widget.setCurrentIndex(self.lstPoly.itemDelegate().POLYDISPERSE_FUNCTIONS.index(array_caption)) |
---|
| 1627 | widget.blockSignals(False) |
---|
[aca8418] | 1628 | |
---|
[8222f171] | 1629 | # Invoke the file reader |
---|
| 1630 | self.onPolyComboIndexChange(array_caption, row_index) |
---|
| 1631 | |
---|
[aca8418] | 1632 | def onPolyComboIndexChange(self, combo_string, row_index): |
---|
| 1633 | """ |
---|
| 1634 | Modify polydisp. defaults on function choice |
---|
| 1635 | """ |
---|
[144ec831] | 1636 | # Get npts/nsigs for current selection |
---|
[aca8418] | 1637 | param = self.model_parameters.form_volume_parameters[row_index] |
---|
[e43fc91] | 1638 | file_index = self._poly_model.index(row_index, self.lstPoly.itemDelegate().poly_function) |
---|
| 1639 | combo_box = self.lstPoly.indexWidget(file_index) |
---|
[aca8418] | 1640 | |
---|
[919d47c] | 1641 | def updateFunctionCaption(row): |
---|
| 1642 | # Utility function for update of polydispersity function name in the main model |
---|
[1643d8ed] | 1643 | param_name = str(self._model_model.item(row, 0).text()) |
---|
[919d47c] | 1644 | if param_name != param.name: |
---|
| 1645 | return |
---|
[144ec831] | 1646 | # Modify the param value |
---|
[919d47c] | 1647 | self._model_model.item(row, 0).child(0).child(0,4).setText(combo_string) |
---|
| 1648 | |
---|
[aca8418] | 1649 | if combo_string == 'array': |
---|
| 1650 | try: |
---|
[e43fc91] | 1651 | self.loadPolydispArray(row_index) |
---|
[919d47c] | 1652 | # Update main model for display |
---|
| 1653 | self.iterateOverModel(updateFunctionCaption) |
---|
[e43fc91] | 1654 | # disable the row |
---|
| 1655 | lo = self.lstPoly.itemDelegate().poly_pd |
---|
| 1656 | hi = self.lstPoly.itemDelegate().poly_function |
---|
[b3e8629] | 1657 | [self._poly_model.item(row_index, i).setEnabled(False) for i in range(lo, hi)] |
---|
[aca8418] | 1658 | return |
---|
[e43fc91] | 1659 | except IOError: |
---|
[8222f171] | 1660 | combo_box.setCurrentIndex(self.orig_poly_index) |
---|
[e43fc91] | 1661 | # Pass for cancel/bad read |
---|
| 1662 | pass |
---|
[aca8418] | 1663 | |
---|
| 1664 | # Enable the row in case it was disabled by Array |
---|
[919d47c] | 1665 | self._poly_model.blockSignals(True) |
---|
[e43fc91] | 1666 | max_range = self.lstPoly.itemDelegate().poly_filename |
---|
[b3e8629] | 1667 | [self._poly_model.item(row_index, i).setEnabled(True) for i in range(7)] |
---|
[e43fc91] | 1668 | file_index = self._poly_model.index(row_index, self.lstPoly.itemDelegate().poly_filename) |
---|
[b3e8629] | 1669 | self._poly_model.setData(file_index, "") |
---|
[919d47c] | 1670 | self._poly_model.blockSignals(False) |
---|
[aca8418] | 1671 | |
---|
[8eaa101] | 1672 | npts_index = self._poly_model.index(row_index, self.lstPoly.itemDelegate().poly_npts) |
---|
| 1673 | nsigs_index = self._poly_model.index(row_index, self.lstPoly.itemDelegate().poly_nsigs) |
---|
[aca8418] | 1674 | |
---|
| 1675 | npts = POLYDISPERSITY_MODELS[str(combo_string)].default['npts'] |
---|
| 1676 | nsigs = POLYDISPERSITY_MODELS[str(combo_string)].default['nsigmas'] |
---|
| 1677 | |
---|
[b3e8629] | 1678 | self._poly_model.setData(npts_index, npts) |
---|
| 1679 | self._poly_model.setData(nsigs_index, nsigs) |
---|
[aca8418] | 1680 | |
---|
[919d47c] | 1681 | self.iterateOverModel(updateFunctionCaption) |
---|
[8222f171] | 1682 | self.orig_poly_index = combo_box.currentIndex() |
---|
[919d47c] | 1683 | |
---|
[e43fc91] | 1684 | def loadPolydispArray(self, row_index): |
---|
[aca8418] | 1685 | """ |
---|
| 1686 | Show the load file dialog and loads requested data into state |
---|
| 1687 | """ |
---|
[4992ff2] | 1688 | datafile = QtWidgets.QFileDialog.getOpenFileName( |
---|
| 1689 | self, "Choose a weight file", "", "All files (*.*)", None, |
---|
[fbfc488] | 1690 | QtWidgets.QFileDialog.DontUseNativeDialog)[0] |
---|
[72f4834] | 1691 | |
---|
[fbfc488] | 1692 | if not datafile: |
---|
[aca8418] | 1693 | logging.info("No weight data chosen.") |
---|
[1643d8ed] | 1694 | raise IOError |
---|
[72f4834] | 1695 | |
---|
[aca8418] | 1696 | values = [] |
---|
| 1697 | weights = [] |
---|
[919d47c] | 1698 | def appendData(data_tuple): |
---|
| 1699 | """ |
---|
| 1700 | Fish out floats from a tuple of strings |
---|
| 1701 | """ |
---|
| 1702 | try: |
---|
| 1703 | values.append(float(data_tuple[0])) |
---|
| 1704 | weights.append(float(data_tuple[1])) |
---|
| 1705 | except (ValueError, IndexError): |
---|
| 1706 | # just pass through if line with bad data |
---|
| 1707 | return |
---|
| 1708 | |
---|
[aca8418] | 1709 | with open(datafile, 'r') as column_file: |
---|
| 1710 | column_data = [line.rstrip().split() for line in column_file.readlines()] |
---|
[919d47c] | 1711 | [appendData(line) for line in column_data] |
---|
[aca8418] | 1712 | |
---|
[1643d8ed] | 1713 | # If everything went well - update the sasmodel values |
---|
[aca8418] | 1714 | self.disp_model = POLYDISPERSITY_MODELS['array']() |
---|
| 1715 | self.disp_model.set_weights(np.array(values), np.array(weights)) |
---|
[e43fc91] | 1716 | # + update the cell with filename |
---|
| 1717 | fname = os.path.basename(str(datafile)) |
---|
| 1718 | fname_index = self._poly_model.index(row_index, self.lstPoly.itemDelegate().poly_filename) |
---|
[b3e8629] | 1719 | self._poly_model.setData(fname_index, fname) |
---|
[aca8418] | 1720 | |
---|
[60af928] | 1721 | def setMagneticModel(self): |
---|
| 1722 | """ |
---|
| 1723 | Set magnetism values on model |
---|
| 1724 | """ |
---|
[86f88d1] | 1725 | if not self.model_parameters: |
---|
| 1726 | return |
---|
| 1727 | self._magnet_model.clear() |
---|
[aca8418] | 1728 | [self.addCheckedMagneticListToModel(param, self._magnet_model) for param in \ |
---|
[06b0138] | 1729 | self.model_parameters.call_parameters if param.type == 'magnetic'] |
---|
[4d457df] | 1730 | FittingUtilities.addHeadersToModel(self._magnet_model) |
---|
[60af928] | 1731 | |
---|
[0d13814] | 1732 | def shellNamesList(self): |
---|
| 1733 | """ |
---|
| 1734 | Returns list of names of all multi-shell parameters |
---|
| 1735 | E.g. for sld[n], radius[n], n=1..3 it will return |
---|
| 1736 | [sld1, sld2, sld3, radius1, radius2, radius3] |
---|
| 1737 | """ |
---|
| 1738 | multi_names = [p.name[:p.name.index('[')] for p in self.model_parameters.iq_parameters if '[' in p.name] |
---|
| 1739 | top_index = self.kernel_module.multiplicity_info.number |
---|
| 1740 | shell_names = [] |
---|
[b3e8629] | 1741 | for i in range(1, top_index+1): |
---|
[0d13814] | 1742 | for name in multi_names: |
---|
| 1743 | shell_names.append(name+str(i)) |
---|
| 1744 | return shell_names |
---|
| 1745 | |
---|
[aca8418] | 1746 | def addCheckedMagneticListToModel(self, param, model): |
---|
| 1747 | """ |
---|
| 1748 | Wrapper for model update with a subset of magnetic parameters |
---|
| 1749 | """ |
---|
[0d13814] | 1750 | if param.name[param.name.index(':')+1:] in self.shell_names: |
---|
| 1751 | # check if two-digit shell number |
---|
| 1752 | try: |
---|
| 1753 | shell_index = int(param.name[-2:]) |
---|
| 1754 | except ValueError: |
---|
| 1755 | shell_index = int(param.name[-1:]) |
---|
| 1756 | |
---|
| 1757 | if shell_index > self.current_shell_displayed: |
---|
| 1758 | return |
---|
| 1759 | |
---|
[aca8418] | 1760 | checked_list = [param.name, |
---|
| 1761 | str(param.default), |
---|
| 1762 | str(param.limits[0]), |
---|
| 1763 | str(param.limits[1]), |
---|
| 1764 | param.units] |
---|
| 1765 | |
---|
| 1766 | FittingUtilities.addCheckedListToModel(model, checked_list) |
---|
| 1767 | |
---|
[fd1ae6d1] | 1768 | def enableStructureFactorControl(self, structure_factor): |
---|
[cd31251] | 1769 | """ |
---|
| 1770 | Add structure factors to the list of parameters |
---|
| 1771 | """ |
---|
[fd1ae6d1] | 1772 | if self.kernel_module.is_form_factor or structure_factor == 'None': |
---|
[cd31251] | 1773 | self.enableStructureCombo() |
---|
| 1774 | else: |
---|
| 1775 | self.disableStructureCombo() |
---|
| 1776 | |
---|
[60af928] | 1777 | def addExtraShells(self): |
---|
| 1778 | """ |
---|
[f46f6dc] | 1779 | Add a combobox for multiple shell display |
---|
[60af928] | 1780 | """ |
---|
[4d457df] | 1781 | param_name, param_length = FittingUtilities.getMultiplicity(self.model_parameters) |
---|
[f46f6dc] | 1782 | |
---|
| 1783 | if param_length == 0: |
---|
| 1784 | return |
---|
| 1785 | |
---|
[6f7f652] | 1786 | # cell 1: variable name |
---|
[f46f6dc] | 1787 | item1 = QtGui.QStandardItem(param_name) |
---|
| 1788 | |
---|
[4992ff2] | 1789 | func = QtWidgets.QComboBox() |
---|
[b1e36a3] | 1790 | # Available range of shells displayed in the combobox |
---|
[b3e8629] | 1791 | func.addItems([str(i) for i in range(param_length+1)]) |
---|
[a9b568c] | 1792 | |
---|
[b1e36a3] | 1793 | # Respond to index change |
---|
[86f88d1] | 1794 | func.currentIndexChanged.connect(self.modifyShellsInList) |
---|
[60af928] | 1795 | |
---|
[6f7f652] | 1796 | # cell 2: combobox |
---|
[f46f6dc] | 1797 | item2 = QtGui.QStandardItem() |
---|
| 1798 | self._model_model.appendRow([item1, item2]) |
---|
[60af928] | 1799 | |
---|
[6f7f652] | 1800 | # Beautify the row: span columns 2-4 |
---|
[60af928] | 1801 | shell_row = self._model_model.rowCount() |
---|
[f46f6dc] | 1802 | shell_index = self._model_model.index(shell_row-1, 1) |
---|
[86f88d1] | 1803 | |
---|
[4d457df] | 1804 | self.lstParams.setIndexWidget(shell_index, func) |
---|
[86f88d1] | 1805 | self._last_model_row = self._model_model.rowCount() |
---|
| 1806 | |
---|
[a9b568c] | 1807 | # Set the index to the state-kept value |
---|
| 1808 | func.setCurrentIndex(self.current_shell_displayed |
---|
| 1809 | if self.current_shell_displayed < func.count() else 0) |
---|
| 1810 | |
---|
[86f88d1] | 1811 | def modifyShellsInList(self, index): |
---|
| 1812 | """ |
---|
| 1813 | Add/remove additional multishell parameters |
---|
| 1814 | """ |
---|
| 1815 | # Find row location of the combobox |
---|
| 1816 | last_row = self._last_model_row |
---|
| 1817 | remove_rows = self._model_model.rowCount() - last_row |
---|
| 1818 | |
---|
| 1819 | if remove_rows > 1: |
---|
| 1820 | self._model_model.removeRows(last_row, remove_rows) |
---|
| 1821 | |
---|
[4d457df] | 1822 | FittingUtilities.addShellsToModel(self.model_parameters, self._model_model, index) |
---|
[a9b568c] | 1823 | self.current_shell_displayed = index |
---|
[60af928] | 1824 | |
---|
[0d13814] | 1825 | # Update relevant models |
---|
| 1826 | self.setPolyModel() |
---|
| 1827 | self.setMagneticModel() |
---|
| 1828 | |
---|
[672b8ab] | 1829 | def readFitPage(self, fp): |
---|
| 1830 | """ |
---|
| 1831 | Read in state from a fitpage object and update GUI |
---|
| 1832 | """ |
---|
| 1833 | assert isinstance(fp, FitPage) |
---|
| 1834 | # Main tab info |
---|
| 1835 | self.logic.data.filename = fp.filename |
---|
| 1836 | self.data_is_loaded = fp.data_is_loaded |
---|
| 1837 | self.chkPolydispersity.setCheckState(fp.is_polydisperse) |
---|
| 1838 | self.chkMagnetism.setCheckState(fp.is_magnetic) |
---|
| 1839 | self.chk2DView.setCheckState(fp.is2D) |
---|
| 1840 | |
---|
| 1841 | # Update the comboboxes |
---|
| 1842 | self.cbCategory.setCurrentIndex(self.cbCategory.findText(fp.current_category)) |
---|
| 1843 | self.cbModel.setCurrentIndex(self.cbModel.findText(fp.current_model)) |
---|
| 1844 | if fp.current_factor: |
---|
| 1845 | self.cbStructureFactor.setCurrentIndex(self.cbStructureFactor.findText(fp.current_factor)) |
---|
| 1846 | |
---|
| 1847 | self.chi2 = fp.chi2 |
---|
| 1848 | |
---|
| 1849 | # Options tab |
---|
| 1850 | self.q_range_min = fp.fit_options[fp.MIN_RANGE] |
---|
| 1851 | self.q_range_max = fp.fit_options[fp.MAX_RANGE] |
---|
| 1852 | self.npts = fp.fit_options[fp.NPTS] |
---|
| 1853 | self.log_points = fp.fit_options[fp.LOG_POINTS] |
---|
| 1854 | self.weighting = fp.fit_options[fp.WEIGHTING] |
---|
| 1855 | |
---|
| 1856 | # Models |
---|
[d60da0c] | 1857 | self._model_model = fp.model_model |
---|
| 1858 | self._poly_model = fp.poly_model |
---|
| 1859 | self._magnet_model = fp.magnetism_model |
---|
[672b8ab] | 1860 | |
---|
| 1861 | # Resolution tab |
---|
| 1862 | smearing = fp.smearing_options[fp.SMEARING_OPTION] |
---|
| 1863 | accuracy = fp.smearing_options[fp.SMEARING_ACCURACY] |
---|
| 1864 | smearing_min = fp.smearing_options[fp.SMEARING_MIN] |
---|
| 1865 | smearing_max = fp.smearing_options[fp.SMEARING_MAX] |
---|
| 1866 | self.smearing_widget.setState(smearing, accuracy, smearing_min, smearing_max) |
---|
| 1867 | |
---|
| 1868 | # TODO: add polidyspersity and magnetism |
---|
| 1869 | |
---|
| 1870 | def saveToFitPage(self, fp): |
---|
| 1871 | """ |
---|
| 1872 | Write current state to the given fitpage |
---|
| 1873 | """ |
---|
| 1874 | assert isinstance(fp, FitPage) |
---|
| 1875 | |
---|
| 1876 | # Main tab info |
---|
| 1877 | fp.filename = self.logic.data.filename |
---|
| 1878 | fp.data_is_loaded = self.data_is_loaded |
---|
| 1879 | fp.is_polydisperse = self.chkPolydispersity.isChecked() |
---|
| 1880 | fp.is_magnetic = self.chkMagnetism.isChecked() |
---|
| 1881 | fp.is2D = self.chk2DView.isChecked() |
---|
| 1882 | fp.data = self.data |
---|
| 1883 | |
---|
| 1884 | # Use current models - they contain all the required parameters |
---|
| 1885 | fp.model_model = self._model_model |
---|
| 1886 | fp.poly_model = self._poly_model |
---|
| 1887 | fp.magnetism_model = self._magnet_model |
---|
| 1888 | |
---|
| 1889 | if self.cbCategory.currentIndex() != 0: |
---|
| 1890 | fp.current_category = str(self.cbCategory.currentText()) |
---|
| 1891 | fp.current_model = str(self.cbModel.currentText()) |
---|
| 1892 | |
---|
| 1893 | if self.cbStructureFactor.isEnabled() and self.cbStructureFactor.currentIndex() != 0: |
---|
| 1894 | fp.current_factor = str(self.cbStructureFactor.currentText()) |
---|
| 1895 | else: |
---|
| 1896 | fp.current_factor = '' |
---|
| 1897 | |
---|
| 1898 | fp.chi2 = self.chi2 |
---|
| 1899 | fp.parameters_to_fit = self.parameters_to_fit |
---|
[6964d44] | 1900 | fp.kernel_module = self.kernel_module |
---|
[672b8ab] | 1901 | |
---|
[6ff2eb3] | 1902 | # Algorithm options |
---|
| 1903 | # fp.algorithm = self.parent.fit_options.selected_id |
---|
| 1904 | |
---|
[672b8ab] | 1905 | # Options tab |
---|
| 1906 | fp.fit_options[fp.MIN_RANGE] = self.q_range_min |
---|
| 1907 | fp.fit_options[fp.MAX_RANGE] = self.q_range_max |
---|
| 1908 | fp.fit_options[fp.NPTS] = self.npts |
---|
| 1909 | #fp.fit_options[fp.NPTS_FIT] = self.npts_fit |
---|
| 1910 | fp.fit_options[fp.LOG_POINTS] = self.log_points |
---|
| 1911 | fp.fit_options[fp.WEIGHTING] = self.weighting |
---|
| 1912 | |
---|
| 1913 | # Resolution tab |
---|
| 1914 | smearing, accuracy, smearing_min, smearing_max = self.smearing_widget.state() |
---|
| 1915 | fp.smearing_options[fp.SMEARING_OPTION] = smearing |
---|
| 1916 | fp.smearing_options[fp.SMEARING_ACCURACY] = accuracy |
---|
| 1917 | fp.smearing_options[fp.SMEARING_MIN] = smearing_min |
---|
| 1918 | fp.smearing_options[fp.SMEARING_MAX] = smearing_max |
---|
| 1919 | |
---|
| 1920 | # TODO: add polidyspersity and magnetism |
---|
| 1921 | |
---|
[00b3b40] | 1922 | |
---|
| 1923 | def updateUndo(self): |
---|
| 1924 | """ |
---|
| 1925 | Create a new state page and add it to the stack |
---|
| 1926 | """ |
---|
| 1927 | if self.undo_supported: |
---|
| 1928 | self.pushFitPage(self.currentState()) |
---|
| 1929 | |
---|
[672b8ab] | 1930 | def currentState(self): |
---|
| 1931 | """ |
---|
| 1932 | Return fit page with current state |
---|
| 1933 | """ |
---|
| 1934 | new_page = FitPage() |
---|
| 1935 | self.saveToFitPage(new_page) |
---|
| 1936 | |
---|
| 1937 | return new_page |
---|
| 1938 | |
---|
| 1939 | def pushFitPage(self, new_page): |
---|
| 1940 | """ |
---|
| 1941 | Add a new fit page object with current state |
---|
| 1942 | """ |
---|
[6011788] | 1943 | self.page_stack.append(new_page) |
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[672b8ab] | 1944 | |
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| 1945 | def popFitPage(self): |
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| 1946 | """ |
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| 1947 | Remove top fit page from stack |
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| 1948 | """ |
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[6011788] | 1949 | if self.page_stack: |
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| 1950 | self.page_stack.pop() |
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[672b8ab] | 1951 | |
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