1 | """ |
---|
2 | This module provides the intelligence behind the gui interface for Corfunc. |
---|
3 | """ |
---|
4 | # pylint: disable=E1101 |
---|
5 | |
---|
6 | # global |
---|
7 | from matplotlib.backends.backend_qt5agg import FigureCanvasQTAgg \ |
---|
8 | as FigureCanvas |
---|
9 | from matplotlib.figure import Figure |
---|
10 | from numpy.linalg.linalg import LinAlgError |
---|
11 | |
---|
12 | from PyQt5 import QtCore |
---|
13 | from PyQt5 import QtGui, QtWidgets |
---|
14 | |
---|
15 | # sas-global |
---|
16 | # pylint: disable=import-error, no-name-in-module |
---|
17 | import sas.qtgui.Utilities.GuiUtils as GuiUtils |
---|
18 | from sas.sascalc.corfunc.corfunc_calculator import CorfuncCalculator |
---|
19 | # pylint: enable=import-error, no-name-in-module |
---|
20 | |
---|
21 | # local |
---|
22 | from .UI.CorfuncPanel import Ui_CorfuncDialog |
---|
23 | from .CorfuncUtils import WIDGETS as W |
---|
24 | |
---|
25 | |
---|
26 | class MyMplCanvas(FigureCanvas): |
---|
27 | """Ultimately, this is a QWidget (as well as a FigureCanvasAgg, etc.).""" |
---|
28 | def __init__(self, model, width=5, height=4, dpi=100): |
---|
29 | self.model = model |
---|
30 | self.fig = Figure(figsize=(width, height), dpi=dpi) |
---|
31 | self.axes = self.fig.add_subplot(111) |
---|
32 | |
---|
33 | FigureCanvas.__init__(self, self.fig) |
---|
34 | |
---|
35 | self.data = None |
---|
36 | self.extrap = None |
---|
37 | |
---|
38 | def draw_q_space(self): |
---|
39 | """Draw the Q space data in the plot window |
---|
40 | |
---|
41 | This draws the q space data in self.data, as well |
---|
42 | as the bounds set by self.qmin, self.qmax1, and self.qmax2. |
---|
43 | It will also plot the extrpolation in self.extrap, if it exists.""" |
---|
44 | |
---|
45 | # TODO: add interactivity to axvlines so qlimits are immediately updated! |
---|
46 | self.fig.clf() |
---|
47 | |
---|
48 | self.axes = self.fig.add_subplot(111) |
---|
49 | self.axes.set_xscale("log") |
---|
50 | self.axes.set_yscale("log") |
---|
51 | |
---|
52 | qmin = float(self.model.item(W.W_QMIN).text()) |
---|
53 | qmax1 = float(self.model.item(W.W_QMAX).text()) |
---|
54 | qmax2 = float(self.model.item(W.W_QCUTOFF).text()) |
---|
55 | |
---|
56 | if self.data: |
---|
57 | self.axes.plot(self.data.x, self.data.y) |
---|
58 | self.axes.axvline(qmin) |
---|
59 | self.axes.axvline(qmax1) |
---|
60 | self.axes.axvline(qmax2) |
---|
61 | self.axes.set_xlim(min(self.data.x) / 2, |
---|
62 | max(self.data.x) * 1.5 - 0.5 * min(self.data.x)) |
---|
63 | if self.extrap: |
---|
64 | self.axes.plot(self.extrap.x, self.extrap.y) |
---|
65 | |
---|
66 | self.draw() |
---|
67 | |
---|
68 | def draw_real_space(self): |
---|
69 | """ |
---|
70 | This function draws the real space data onto the plot |
---|
71 | |
---|
72 | The 1d correlation function in self.data, the 3d correlation function |
---|
73 | in self.data3, and the interface distribution function in self.data_idf |
---|
74 | are all draw in on the plot in linear cooredinates.""" |
---|
75 | self.fig.clf() |
---|
76 | |
---|
77 | self.axes = self.fig.add_subplot(111) |
---|
78 | self.axes.set_xscale("linear") |
---|
79 | self.axes.set_yscale("linear") |
---|
80 | |
---|
81 | if self.data: |
---|
82 | data1, data3, data_idf = self.data |
---|
83 | self.axes.plot(data1.x, data1.y, label="1D Correlation") |
---|
84 | self.axes.plot(data3.x, data3.y, label="3D Correlation") |
---|
85 | self.axes.plot(data_idf.x, data_idf.y, |
---|
86 | label="Interface Distribution Function") |
---|
87 | self.axes.set_xlim(min(data1.x), max(data1.x) / 4) |
---|
88 | self.axes.legend() |
---|
89 | |
---|
90 | self.draw() |
---|
91 | |
---|
92 | |
---|
93 | class CorfuncWindow(QtWidgets.QDialog, Ui_CorfuncDialog): |
---|
94 | """Displays the correlation function analysis of sas data.""" |
---|
95 | name = "Corfunc" # For displaying in the combo box |
---|
96 | |
---|
97 | trigger = QtCore.pyqtSignal(tuple) |
---|
98 | |
---|
99 | # pylint: disable=unused-argument |
---|
100 | def __init__(self, parent=None): |
---|
101 | super(CorfuncWindow, self).__init__() |
---|
102 | self.setupUi(self) |
---|
103 | |
---|
104 | self.setWindowTitle("Corfunc Perspective") |
---|
105 | |
---|
106 | self.parent = parent |
---|
107 | self.mapper = None |
---|
108 | self.model = QtGui.QStandardItemModel(self) |
---|
109 | self.communicate = GuiUtils.Communicate() |
---|
110 | self._calculator = CorfuncCalculator() |
---|
111 | self._allow_close = False |
---|
112 | self._model_item = None |
---|
113 | self.txtLowerQMin.setText("0.0") |
---|
114 | self.txtLowerQMin.setEnabled(False) |
---|
115 | |
---|
116 | self._canvas = MyMplCanvas(self.model) |
---|
117 | self.mainVerticalLayout.insertWidget(0, self._canvas) |
---|
118 | |
---|
119 | # Connect buttons to slots. |
---|
120 | # Needs to be done early so default values propagate properly. |
---|
121 | self.setup_slots() |
---|
122 | |
---|
123 | # Set up the model. |
---|
124 | self.setup_model() |
---|
125 | |
---|
126 | # Set up the mapper |
---|
127 | self.setup_mapper() |
---|
128 | |
---|
129 | def setup_slots(self): |
---|
130 | """Connect the buttons to their appropriate slots.""" |
---|
131 | self.cmdExtrapolate.clicked.connect(self.extrapolate) |
---|
132 | self.cmdExtrapolate.setEnabled(False) |
---|
133 | self.cmdTransform.clicked.connect(self.transform) |
---|
134 | self.cmdTransform.setEnabled(False) |
---|
135 | |
---|
136 | self.cmdCalculateBg.clicked.connect(self.calculate_background) |
---|
137 | self.cmdCalculateBg.setEnabled(False) |
---|
138 | self.cmdHelp.clicked.connect(self.showHelp) |
---|
139 | |
---|
140 | self.model.itemChanged.connect(self.model_changed) |
---|
141 | |
---|
142 | self.trigger.connect(self.finish_transform) |
---|
143 | |
---|
144 | def setup_model(self): |
---|
145 | """Populate the model with default data.""" |
---|
146 | self.model.setItem(W.W_QMIN, |
---|
147 | QtGui.QStandardItem("0.01")) |
---|
148 | self.model.setItem(W.W_QMAX, |
---|
149 | QtGui.QStandardItem("0.20")) |
---|
150 | self.model.setItem(W.W_QCUTOFF, |
---|
151 | QtGui.QStandardItem("0.22")) |
---|
152 | self.model.setItem(W.W_BACKGROUND, |
---|
153 | QtGui.QStandardItem("0")) |
---|
154 | #self.model.setItem(W.W_TRANSFORM, |
---|
155 | # QtGui.QStandardItem("Fourier")) |
---|
156 | self.model.setItem(W.W_GUINIERA, |
---|
157 | QtGui.QStandardItem("0.0")) |
---|
158 | self.model.setItem(W.W_GUINIERB, |
---|
159 | QtGui.QStandardItem("0.0")) |
---|
160 | self.model.setItem(W.W_PORODK, |
---|
161 | QtGui.QStandardItem("0.0")) |
---|
162 | self.model.setItem(W.W_PORODSIGMA, |
---|
163 | QtGui.QStandardItem("0.0")) |
---|
164 | self.model.setItem(W.W_CORETHICK, QtGui.QStandardItem(str(0))) |
---|
165 | self.model.setItem(W.W_INTTHICK, QtGui.QStandardItem(str(0))) |
---|
166 | self.model.setItem(W.W_HARDBLOCK, QtGui.QStandardItem(str(0))) |
---|
167 | self.model.setItem(W.W_CRYSTAL, QtGui.QStandardItem(str(0))) |
---|
168 | self.model.setItem(W.W_POLY, QtGui.QStandardItem(str(0))) |
---|
169 | self.model.setItem(W.W_PERIOD, QtGui.QStandardItem(str(0))) |
---|
170 | |
---|
171 | def model_changed(self, _): |
---|
172 | """Actions to perform when the data is updated""" |
---|
173 | if not self.mapper: |
---|
174 | return |
---|
175 | self.mapper.toFirst() |
---|
176 | self._canvas.draw_q_space() |
---|
177 | |
---|
178 | def _update_calculator(self): |
---|
179 | self._calculator.lowerq = float(self.model.item(W.W_QMIN).text()) |
---|
180 | qmax1 = float(self.model.item(W.W_QMAX).text()) |
---|
181 | qmax2 = float(self.model.item(W.W_QCUTOFF).text()) |
---|
182 | self._calculator.upperq = (qmax1, qmax2) |
---|
183 | self._calculator.background = \ |
---|
184 | float(self.model.item(W.W_BACKGROUND).text()) |
---|
185 | |
---|
186 | def extrapolate(self): |
---|
187 | """Extend the experiemntal data with guinier and porod curves.""" |
---|
188 | self._update_calculator() |
---|
189 | try: |
---|
190 | params, extrapolation, _ = self._calculator.compute_extrapolation() |
---|
191 | self.model.setItem(W.W_GUINIERA, QtGui.QStandardItem("{:.3g}".format(params['A']))) |
---|
192 | self.model.setItem(W.W_GUINIERB, QtGui.QStandardItem("{:.3g}".format(params['B']))) |
---|
193 | self.model.setItem(W.W_PORODK, QtGui.QStandardItem("{:.3g}".format(params['K']))) |
---|
194 | self.model.setItem(W.W_PORODSIGMA, |
---|
195 | QtGui.QStandardItem("{:.4g}".format(params['sigma']))) |
---|
196 | |
---|
197 | self._canvas.extrap = extrapolation |
---|
198 | self._canvas.draw_q_space() |
---|
199 | self.cmdTransform.setEnabled(True) |
---|
200 | except (LinAlgError, ValueError): |
---|
201 | message = "These is not enough data in the fitting range. "\ |
---|
202 | "Try decreasing the upper Q, increasing the "\ |
---|
203 | "cutoff Q, or increasing the lower Q." |
---|
204 | QtWidgets.QMessageBox.warning(self, "Calculation Error", |
---|
205 | message) |
---|
206 | self._canvas.extrap = None |
---|
207 | self._canvas.draw_q_space() |
---|
208 | |
---|
209 | |
---|
210 | def transform(self): |
---|
211 | """Calculate the real space version of the extrapolation.""" |
---|
212 | #method = self.model.item(W.W_TRANSFORM).text().lower() |
---|
213 | |
---|
214 | method = "fourier" |
---|
215 | |
---|
216 | extrap = self._canvas.extrap |
---|
217 | background = float(self.model.item(W.W_BACKGROUND).text()) |
---|
218 | |
---|
219 | def updatefn(msg): |
---|
220 | """Report progress of transformation.""" |
---|
221 | self.communicate.statusBarUpdateSignal.emit(msg) |
---|
222 | |
---|
223 | def completefn(transforms): |
---|
224 | """Extract the values from the transforms and plot""" |
---|
225 | self.trigger.emit(transforms) |
---|
226 | |
---|
227 | self._update_calculator() |
---|
228 | self._calculator.compute_transform(extrap, method, background, |
---|
229 | completefn, updatefn) |
---|
230 | |
---|
231 | |
---|
232 | def finish_transform(self, transforms): |
---|
233 | params = self._calculator.extract_parameters(transforms[0]) |
---|
234 | self.model.setItem(W.W_CORETHICK, QtGui.QStandardItem("{:.3g}".format(params['d0']))) |
---|
235 | self.model.setItem(W.W_INTTHICK, QtGui.QStandardItem("{:.3g}".format(params['dtr']))) |
---|
236 | self.model.setItem(W.W_HARDBLOCK, QtGui.QStandardItem("{:.3g}".format(params['Lc']))) |
---|
237 | self.model.setItem(W.W_CRYSTAL, QtGui.QStandardItem("{:.3g}".format(params['fill']))) |
---|
238 | self.model.setItem(W.W_POLY, QtGui.QStandardItem("{:.3g}".format(params['A']))) |
---|
239 | self.model.setItem(W.W_PERIOD, QtGui.QStandardItem("{:.3g}".format(params['max']))) |
---|
240 | #self._realplot.data = transforms |
---|
241 | |
---|
242 | self.update_real_space_plot(transforms) |
---|
243 | |
---|
244 | #self._realplot.draw_real_space() |
---|
245 | |
---|
246 | def update_real_space_plot(self, datas): |
---|
247 | """take the datas tuple and create a plot in DE""" |
---|
248 | |
---|
249 | assert isinstance(datas, tuple) |
---|
250 | plot_id = id(self) |
---|
251 | titles = ['1D Correlation', '3D Correlation', 'Interface Distribution Function'] |
---|
252 | for i, plot in enumerate(datas): |
---|
253 | plot_to_add = self.parent.createGuiData(plot) |
---|
254 | # set plot properties |
---|
255 | title = plot_to_add.title |
---|
256 | plot_to_add.scale = 'linear' |
---|
257 | plot_to_add.symbol = 'Line' |
---|
258 | plot_to_add._xaxis = "x" |
---|
259 | plot_to_add._xunit = "A" |
---|
260 | plot_to_add._yaxis = "\Gamma" |
---|
261 | if i < len(titles): |
---|
262 | title = titles[i] |
---|
263 | plot_to_add.name = titles[i] |
---|
264 | GuiUtils.updateModelItemWithPlot(self._model_item, plot_to_add, title) |
---|
265 | #self.axes.set_xlim(min(data1.x), max(data1.x) / 4) |
---|
266 | pass |
---|
267 | |
---|
268 | def setup_mapper(self): |
---|
269 | """Creating mapping between model and gui elements.""" |
---|
270 | self.mapper = QtWidgets.QDataWidgetMapper(self) |
---|
271 | self.mapper.setOrientation(QtCore.Qt.Vertical) |
---|
272 | self.mapper.setModel(self.model) |
---|
273 | |
---|
274 | self.mapper.addMapping(self.txtLowerQMax, W.W_QMIN) |
---|
275 | self.mapper.addMapping(self.txtUpperQMin, W.W_QMAX) |
---|
276 | self.mapper.addMapping(self.txtUpperQMax, W.W_QCUTOFF) |
---|
277 | self.mapper.addMapping(self.txtBackground, W.W_BACKGROUND) |
---|
278 | #self.mapper.addMapping(self.transformCombo, W.W_TRANSFORM) |
---|
279 | |
---|
280 | self.mapper.addMapping(self.txtGuinierA, W.W_GUINIERA) |
---|
281 | self.mapper.addMapping(self.txtGuinierB, W.W_GUINIERB) |
---|
282 | self.mapper.addMapping(self.txtPorodK, W.W_PORODK) |
---|
283 | self.mapper.addMapping(self.txtPorodSigma, W.W_PORODSIGMA) |
---|
284 | |
---|
285 | self.mapper.addMapping(self.txtAvgCoreThick, W.W_CORETHICK) |
---|
286 | self.mapper.addMapping(self.txtAvgIntThick, W.W_INTTHICK) |
---|
287 | self.mapper.addMapping(self.txtAvgHardBlock, W.W_HARDBLOCK) |
---|
288 | self.mapper.addMapping(self.txtPolydisp, W.W_POLY) |
---|
289 | self.mapper.addMapping(self.txtLongPeriod, W.W_PERIOD) |
---|
290 | self.mapper.addMapping(self.txtLocalCrystal, W.W_CRYSTAL) |
---|
291 | |
---|
292 | self.mapper.toFirst() |
---|
293 | |
---|
294 | def calculate_background(self): |
---|
295 | """Find a good estimate of the background value.""" |
---|
296 | self._update_calculator() |
---|
297 | try: |
---|
298 | background = self._calculator.compute_background() |
---|
299 | temp = QtGui.QStandardItem("{:.4g}".format(background)) |
---|
300 | self.model.setItem(W.W_BACKGROUND, temp) |
---|
301 | except (LinAlgError, ValueError): |
---|
302 | message = "These is not enough data in the fitting range. "\ |
---|
303 | "Try decreasing the upper Q or increasing the cutoff Q" |
---|
304 | QtWidgets.QMessageBox.warning(self, "Calculation Error", |
---|
305 | message) |
---|
306 | |
---|
307 | |
---|
308 | # pylint: disable=invalid-name |
---|
309 | def showHelp(self): |
---|
310 | """ |
---|
311 | Opens a webpage with help on the perspective |
---|
312 | """ |
---|
313 | """ Display help when clicking on Help button """ |
---|
314 | treeLocation = "/user/qtgui/Perspectives/Corfunc/corfunc_help.html" |
---|
315 | self.parent.showHelp(treeLocation) |
---|
316 | |
---|
317 | @staticmethod |
---|
318 | def allowBatch(): |
---|
319 | """ |
---|
320 | We cannot perform corfunc analysis in batch at this time. |
---|
321 | """ |
---|
322 | return False |
---|
323 | |
---|
324 | def setData(self, data_item, is_batch=False): |
---|
325 | """ |
---|
326 | Obtain a QStandardItem object and dissect it to get Data1D/2D |
---|
327 | Pass it over to the calculator |
---|
328 | """ |
---|
329 | if not isinstance(data_item, list): |
---|
330 | msg = "Incorrect type passed to the Corfunc Perpsective" |
---|
331 | raise AttributeError(msg) |
---|
332 | |
---|
333 | if not isinstance(data_item[0], QtGui.QStandardItem): |
---|
334 | msg = "Incorrect type passed to the Corfunc Perspective" |
---|
335 | raise AttributeError(msg) |
---|
336 | |
---|
337 | model_item = data_item[0] |
---|
338 | data = GuiUtils.dataFromItem(model_item) |
---|
339 | self._model_item = model_item |
---|
340 | self._calculator.set_data(data) |
---|
341 | self.cmdCalculateBg.setEnabled(True) |
---|
342 | self.cmdExtrapolate.setEnabled(True) |
---|
343 | |
---|
344 | self.model.setItem(W.W_GUINIERA, QtGui.QStandardItem("")) |
---|
345 | self.model.setItem(W.W_GUINIERB, QtGui.QStandardItem("")) |
---|
346 | self.model.setItem(W.W_PORODK, QtGui.QStandardItem("")) |
---|
347 | self.model.setItem(W.W_PORODSIGMA, QtGui.QStandardItem("")) |
---|
348 | self.model.setItem(W.W_CORETHICK, QtGui.QStandardItem("")) |
---|
349 | self.model.setItem(W.W_INTTHICK, QtGui.QStandardItem("")) |
---|
350 | self.model.setItem(W.W_HARDBLOCK, QtGui.QStandardItem("")) |
---|
351 | self.model.setItem(W.W_CRYSTAL, QtGui.QStandardItem("")) |
---|
352 | self.model.setItem(W.W_POLY, QtGui.QStandardItem("")) |
---|
353 | self.model.setItem(W.W_PERIOD, QtGui.QStandardItem("")) |
---|
354 | |
---|
355 | self._canvas.data = data |
---|
356 | self._canvas.extrap = None |
---|
357 | self._canvas.draw_q_space() |
---|
358 | self.cmdTransform.setEnabled(False) |
---|
359 | |
---|
360 | #self._realplot.data = None |
---|
361 | #self._realplot.draw_real_space() |
---|
362 | |
---|
363 | def setClosable(self, value=True): |
---|
364 | """ |
---|
365 | Allow outsiders close this widget |
---|
366 | """ |
---|
367 | assert isinstance(value, bool) |
---|
368 | |
---|
369 | self._allow_close = value |
---|
370 | |
---|
371 | def closeEvent(self, event): |
---|
372 | """ |
---|
373 | Overwrite QDialog close method to allow for custom widget close |
---|
374 | """ |
---|
375 | if self._allow_close: |
---|
376 | # reset the closability flag |
---|
377 | self.setClosable(value=False) |
---|
378 | # Tell the MdiArea to close the container |
---|
379 | if self.parent: |
---|
380 | self.parentWidget().close() |
---|
381 | event.accept() |
---|
382 | else: |
---|
383 | event.ignore() |
---|
384 | # Maybe we should just minimize |
---|
385 | self.setWindowState(QtCore.Qt.WindowMinimized) |
---|
386 | |
---|
387 | def title(self): |
---|
388 | """ |
---|
389 | Window title function used by certain error messages. |
---|
390 | Check DataExplorer.py, line 355 |
---|
391 | """ |
---|
392 | return "Corfunc Perspective" |
---|
393 | # pylint: enable=invalid-name |
---|