fitting.py @ 59de3e43

ESS_GUIESS_GUI_DocsESS_GUI_batch_fittingESS_GUI_bumps_abstractionESS_GUI_iss1116ESS_GUI_iss879ESS_GUI_iss959ESS_GUI_openclESS_GUI_orderingESS_GUI_sync_sascalccostrafo411magnetic_scattrelease-4.1.1release-4.1.2release-4.2.2release_4.0.1ticket-1009ticket-1094-headlessticket-1242-2d-resolutionticket-1243ticket-1249ticket885unittest-saveload

Last change on this file since 59de3e43 was 59de3e43, checked in by Gervaise Alina <gervyh@…>, 13 years ago
remove empty result from batch fit
Property mode set to `100644`
File size: 63.3 KB

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3	################################################################################
4	#This software was developed by the University of Tennessee as part of the
5	#Distributed Data Analysis of Neutron Scattering Experiments (DANSE)
6	#project funded by the US National Science Foundation.
7	#
8	#See the license text in license.txt
9	#
10	#copyright 2009, University of Tennessee
11	################################################################################
12
13
14	import re
15	import sys
16	import wx
17	import logging
18	import numpy
19	import string
20	import time
21	from copy import deepcopy
22	import models
23	import fitpage
24
25
26	from sans.dataloader.loader import Loader
27	from sans.guiframe.dataFitting import Data2D
28	from sans.guiframe.dataFitting import Data1D
29	from sans.guiframe.dataFitting import check_data_validity
30	from sans.guiframe.events import NewPlotEvent
31	from sans.guiframe.events import StatusEvent
32	from sans.guiframe.events import EVT_SLICER_PANEL
33	from sans.guiframe.events import EVT_SLICER_PARS_UPDATE
34	from sans.guiframe.gui_style import GUIFRAME_ID
35	from sans.guiframe.plugin_base import PluginBase
36	from sans.fit.Fitting import Fit
37	from .console import ConsoleUpdate
38	from .fitproblem import FitProblemDictionary
39	from .fitpanel import FitPanel
40	from .fit_thread import FitThread
41	from .pagestate import Reader
42	from .fitpage import Chi2UpdateEvent
43
44	MAX_NBR_DATA = 4
45	SANS_F_TOL = 5e-05
46
47	(PageInfoEvent, EVT_PAGE_INFO) = wx.lib.newevent.NewEvent()
48
49	if sys.platform.count("darwin")==0:
50	ON_MAC = False
51	else:
52	ON_MAC = True
53
54	class Plugin(PluginBase):
55	"""
56	Fitting plugin is used to perform fit
57	"""
58	def __init__(self, standalone=False):
59	PluginBase.__init__(self, name="Fitting", standalone=standalone)
60
61	#list of panel to send to guiframe
62	self.mypanels = []
63	# reference to the current running thread
64	self.calc_2D = None
65	self.calc_1D = None
66
67	self.color_dict = {}
68
69	self.fit_thread_list = {}
70	self.residuals = None
71	self.fit_panel = None
72	# Start with a good default
73	self.elapsed = 0.022
74	# the type of optimizer selected, park or scipy
75	self.fitter = None
76	self.fit_panel = None
77	#let fit ready
78	self.fitproblem_count = None
79	#Flag to let the plug-in know that it is running stand alone
80	self.standalone = True
81	## dictionary of page closed and id
82	self.closed_page_dict = {}
83	## Fit engine
84	self._fit_engine = 'scipy'
85	## Relative error desired in the sum of squares (float); scipy only
86	self.ftol = SANS_F_TOL
87	#List of selected data
88	self.selected_data_list = []
89	## list of slicer panel created to display slicer parameters and results
90	self.slicer_panels = []
91	# model 2D view
92	self.model2D_id = None
93	#keep reference of the simultaneous fit page
94	self.sim_page = None
95	self.index_model = 0
96	self.test_model_color = None
97	#Create a reader for fit page's state
98	self.state_reader = None
99	self._extensions = '.fitv'
100	self.scipy_id = wx.NewId()
101	self.park_id = wx.NewId()
102
103	self.temp_state = []
104	self.state_index = 0
105	self.sfile_ext = None
106	# take care of saving data, model and page associated with each other
107	self.page_finder = {}
108	# Log startup
109	logging.info("Fitting plug-in started")
110
111	def create_fit_problem(self, page_id):
112	"""
113	Given an ID create a fitproblem container
114	"""
115	self.page_finder[page_id] = FitProblemDictionary()
116
117	def delete_fit_problem(self, page_id):
118	"""
119	Given an ID create a fitproblem container
120	"""
121	if page_id in self.page_finder.iterkeys():
122	del self.page_finder[page_id]
123
124	def add_color(self, color, id):
125	"""
126	adds a color as a key with a plot id as its value to a dictionary
127	"""
128	self.color_dict[id] = color
129
130	def on_batch_selection(self, flag):
131	"""
132	switch the the notebook of batch mode or not
133	"""
134	self.batch_on = flag
135	if self.fit_panel is not None:
136	self.fit_panel.batch_on = self.batch_on
137
138	def populate_menu(self, owner):
139	"""
140	Create a menu for the Fitting plug-in
141
142	:param id: id to create a menu
143	:param owner: owner of menu
144
145	:return: list of information to populate the main menu
146
147	"""
148	#Menu for fitting
149	self.menu1 = wx.Menu()
150	id1 = wx.NewId()
151	simul_help = "Add new fit panel"
152	self.menu1.Append(id1, '&New Fit Page',simul_help)
153	wx.EVT_MENU(owner, id1, self.on_add_new_page)
154	self.menu1.AppendSeparator()
155	id1 = wx.NewId()
156	simul_help = "Simultaneous Fit"
157	self.menu1.Append(id1, '&Simultaneous Fit',simul_help)
158	wx.EVT_MENU(owner, id1, self.on_add_sim_page)
159	self.menu1.AppendSeparator()
160	#Set park engine
161
162	scipy_help= "Scipy Engine: Perform Simple fit. More in Help window...."
163	self.menu1.AppendCheckItem(self.scipy_id, "Simple FitEngine [LeastSq]",
164	scipy_help)
165	wx.EVT_MENU(owner, self.scipy_id, self._onset_engine_scipy)
166
167	park_help = "Park Engine: Perform Complex fit. More in Help window...."
168	self.menu1.AppendCheckItem(self.park_id, "Complex FitEngine [ParkMC]",
169	park_help)
170	wx.EVT_MENU(owner, self.park_id, self._onset_engine_park)
171
172	self.menu1.FindItemById(self.scipy_id).Check(True)
173	self.menu1.FindItemById(self.park_id).Check(False)
174	self.menu1.AppendSeparator()
175	self.id_tol = wx.NewId()
176	ftol_help = "Change the current FTolerance (=%s) " % str(self.ftol)
177	ftol_help += "of Simple FitEngine..."
178	self.menu1.Append(self.id_tol, "Change FTolerance [LeastSq Only]",
179	ftol_help)
180	wx.EVT_MENU(owner, self.id_tol, self.show_ftol_dialog)
181
182
183	#create menubar items
184	return [(self.menu1, self.sub_menu)]
185
186	def on_add_sim_page(self, event):
187	"""
188	Create a page to access simultaneous fit option
189	"""
190	if self.sim_page != None:
191	msg= "Simultaneous Fit page already opened"
192	wx.PostEvent(self.parent, StatusEvent(status= msg))
193	return
194
195	self.sim_page= self.fit_panel.add_sim_page()
196
197	def help(self, evt):
198	"""
199	Show a general help dialog.
200	"""
201	from help_panel import HelpWindow
202	frame = HelpWindow(None, -1, 'HelpWindow')
203	frame.Show(True)
204
205	def get_context_menu(self, plotpanel=None):
206	"""
207	Get the context menu items available for P(r).them allow fitting option
208	for Data2D and Data1D only.
209
210	:param graph: the Graph object to which we attach the context menu
211
212	:return: a list of menu items with call-back function
213
214	:note: if Data1D was generated from Theory1D
215	the fitting option is not allowed
216
217	"""
218	graph = plotpanel.graph
219	fit_option = "Select data for fitting"
220	fit_hint = "Dialog with fitting parameters "
221
222	if graph.selected_plottable not in plotpanel.plots:
223	return []
224	item = plotpanel.plots[graph.selected_plottable]
225	if item.__class__.__name__ is "Data2D":
226	if hasattr(item,"is_data"):
227	if item.is_data:
228	return [[fit_option, fit_hint, self._onSelect]]
229	else:
230	return []
231	return [[fit_option, fit_hint, self._onSelect]]
232	else:
233
234	# if is_data is true , this in an actual data loaded
235	#else it is a data created from a theory model
236	if hasattr(item,"is_data"):
237	if item.is_data:
238	return [[fit_option, fit_hint,
239	self._onSelect]]
240	else:
241	return []
242	return []
243
244
245	def get_panels(self, parent):
246	"""
247	Create and return a list of panel objects
248	"""
249	self.parent = parent
250	#self.parent.Bind(EVT_FITSTATE_UPDATE, self.on_set_state_helper)
251	# Creation of the fit panel
252	self.fit_panel = FitPanel(parent=self.parent, manager=self)
253	self.on_add_new_page(event=None)
254	#Set the manager for the main panel
255	self.fit_panel.set_manager(self)
256	# List of windows used for the perspective
257	self.perspective = []
258	self.perspective.append(self.fit_panel.window_name)
259
260	#index number to create random model name
261	self.index_model = 0
262	self.index_theory= 0
263	self.parent.Bind(EVT_SLICER_PANEL, self._on_slicer_event)
264	self.parent.Bind(EVT_SLICER_PARS_UPDATE, self._onEVT_SLICER_PANEL)
265	self.parent._mgr.Bind(wx.aui.EVT_AUI_PANE_CLOSE,self._onclearslicer)
266	#Create reader when fitting panel are created
267	self.state_reader = Reader(self.set_state)
268	#append that reader to list of available reader
269	loader = Loader()
270	loader.associate_file_reader(".fitv", self.state_reader)
271	#loader.associate_file_reader(".svs", self.state_reader)
272	#from sans.perspectives.calculator.sld_panel import SldPanel
273	#Send the fitting panel to guiframe
274	self.mypanels.append(self.fit_panel)
275	#self.mypanels.append(SldPanel(parent=self.parent, base=self.parent))
276	return self.mypanels
277
278	def clear_panel(self):
279	"""
280	"""
281	self.fit_panel.clear_panel()
282
283	def set_default_perspective(self):
284	"""
285	Call back method that True to notify the parent that the current plug-in
286	can be set as default perspective.
287	when returning False, the plug-in is not candidate for an automatic
288	default perspective setting
289	"""
290	return True
291
292	def delete_data(self, data):
293	"""
294	delete the given data from panel
295	"""
296	self.fit_panel.delete_data(data)
297
298	def set_data(self, data_list=None):
299	"""
300	receive a list of data to fit
301	"""
302	if data_list is None:
303	data_list = []
304	selected_data_list = []
305	if self.batch_on:
306	page = self.add_fit_page(data=data_list)
307	else:
308	if len(data_list) > MAX_NBR_DATA:
309	from fitting_widgets import DataDialog
310	dlg = DataDialog(data_list=data_list, nb_data=MAX_NBR_DATA)
311	if dlg.ShowModal() == wx.ID_OK:
312	selected_data_list = dlg.get_data()
313	dlg.Destroy()
314
315	else:
316	selected_data_list = data_list
317	try:
318	for data in selected_data_list:
319	page = self.add_fit_page(data=[data])
320	except:
321	msg = "Fitting Set_data: " + str(sys.exc_value)
322	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error"))
323
324	def set_top_panel(self):
325	"""
326	Close default (welcome) panel
327	"""
328	if 'default' in self.parent.panels:
329	self.parent.on_close_welcome_panel()
330
331
332	def set_theory(self, theory_list=None):
333	"""
334	"""
335	#set the model state for a given theory_state:
336	for item in theory_list:
337	try:
338	_, theory_state = item
339	self.fit_panel.set_model_state(theory_state)
340	except:
341	msg = "Fitting: cannot deal with the theory received"
342	logging.error("set_theory " + msg + "\n" + str(sys.exc_value))
343	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error"))
344
345	def set_state(self, state=None, datainfo=None, format=None):
346	"""
347	Call-back method for the fit page state reader.
348	This method is called when a .fitv/.svs file is loaded.
349
350	: param state: PageState object
351	: param datainfo: data
352	"""
353	#state = self.state_reader.get_state()
354	if state != None:
355	state = state.clone()
356	# store fitting state in temp_state
357	self.temp_state.append(state)
358	else:
359	self.temp_state = []
360	# index to start with for a new set_state
361	self.state_index = 0
362	# state file format
363	self.sfile_ext = format
364
365	self.on_set_state_helper(event=None)
366
367	def on_set_state_helper(self,event=None):
368	"""
369	Set_state_helper. This actually sets state
370	after plotting data from state file.
371
372	: event: FitStateUpdateEvent called
373	by dataloader.plot_data from guiframe
374	"""
375	if len(self.temp_state) == 0:
376	if self.state_index==0 and len(self.mypanels) <= 0 \
377	and self.sfile_ext =='.svs':
378	self.fit_panel.add_default_pages()
379	self.temp_state = []
380	self.state_index = 0
381	return
382
383	try:
384	# Load fitting state
385	state = self.temp_state[self.state_index]
386	#panel state should have model selection to set_state
387	if state.formfactorcombobox != None:
388	#set state
389	data = self.parent.create_gui_data(state.data)
390	data.group_id = state.data.group_id
391	self.parent.add_data(data_list={data.id:data})
392	wx.PostEvent(self.parent, NewPlotEvent(plot=data,
393	title=data.title))
394	#need to be fix later make sure we are sendind guiframe.data
395	#to panel
396	state.data = data
397	page = self.fit_panel.set_state(state)
398	else:
399	#just set data because set_state won't work
400	data = self.parent.create_gui_data(state.data)
401	data.group_id = state.data.group_id
402	self.parent.add_data(data_list={data.id:data})
403	wx.PostEvent(self.parent, NewPlotEvent(plot=data,
404	title=data.title))
405	page = self.add_fit_page([data])
406	caption = page.window_caption
407	self.store_data(uid=page.uid, data_list=page.get_data_list(),
408	caption=caption)
409	self.mypanels.append(page)
410
411	# get ready for the next set_state
412	self.state_index += 1
413
414	#reset state variables to default when all set_state is finished.
415	if len(self.temp_state) == self.state_index:
416
417	self.temp_state = []
418	#self.state_index = 0
419	# Make sure the user sees the fitting panel after loading
420	#self.parent.set_perspective(self.perspective)
421	self.on_perspective(event=None)
422	except:
423	self.state_index==0
424	self.temp_state = []
425	raise
426
427	def save_fit_state(self, filepath, fitstate):
428	"""
429	save fit page state into file
430	"""
431	self.state_reader.write(filename=filepath, fitstate=fitstate)
432
433	def set_fit_range(self, uid, qmin, qmax, fid=None):
434	"""
435	Set the fitting range of a given page for all
436	its data by default. If fid is provide then set the range
437	only for the data with fid as id
438	:param uid: id corresponding to a fit page
439	:param fid: id corresponding to a fit problem (data, model)
440	:param qmin: minimum value of the fit range
441	:param qmax: maximum value of the fit range
442	"""
443	if uid in self.page_finder.keys():
444	self.page_finder[uid].set_range(qmin=qmin, qmax=qmax)
445
446	def schedule_for_fit(self, value=0, uid=None):
447	"""
448	Set the fit problem field to 0 or 1 to schedule that problem to fit.
449	Schedule the specified fitproblem or get the fit problem related to
450	the current page and set value.
451	:param value: integer 0 or 1
452	:param uid: the id related to a page contaning fitting information
453	"""
454	if uid in self.page_finder.keys():
455	self.page_finder[uid].schedule_tofit(value)
456
457	def get_page_finder(self):
458	"""
459	return self.page_finder used also by simfitpage.py
460	"""
461	return self.page_finder
462
463	def set_page_finder(self,modelname,names,values):
464	"""
465	Used by simfitpage.py to reset a parameter given the string constrainst.
466
467	:param modelname: the name ot the model for with the parameter
468	has to reset
469	:param value: can be a string in this case.
470	:param names: the paramter name
471
472	:note: expecting park used for fit.
473
474	"""
475	sim_page_id = self.sim_page.uid
476	for uid, value in self.page_finder.iteritems():
477	if uid != sim_page_id:
478	list = value.get_model()
479	model = list[0]
480	if model.name == modelname:
481	value.set_model_param(names, values)
482	break
483
484	def split_string(self,item):
485	"""
486	receive a word containing dot and split it. used to split parameterset
487	name into model name and parameter name example: ::
488
489	paramaterset (item) = M1.A
490	Will return model_name = M1 , parameter name = A
491
492	"""
493	if string.find(item,".")!=-1:
494	param_names= re.split("\.",item)
495	model_name=param_names[0]
496	##Assume max len is 3; eg., M0.radius.width
497	if len(param_names) == 3:
498	param_name=param_names[1]+"."+param_names[2]
499	else:
500	param_name=param_names[1]
501	return model_name,param_name
502
503	def set_ftol(self, ftol=None):
504	"""
505	Set ftol: Relative error desired in the sum of chi squares.
506	"""
507	# check if it is flaot
508	try:
509	f_tol = float(ftol)
510	except:
511	# default
512	f_tol = SANS_F_TOL
513
514	self.ftol = f_tol
515	# update ftol menu help strings
516	ftol_help = "Change the current FTolerance (=%s) " % str(self.ftol)
517	ftol_help += "of Simple FitEngine..."
518	self.menu1.SetHelpString(self.id_tol, ftol_help)
519
520	def show_ftol_dialog(self, event=None):
521	"""
522	Dialog to select ftol for Scipy
523	"""
524	#if event != None:
525	# event.Skip()
526	from ftol_dialog import ChangeFtol
527	panel = ChangeFtol(self.parent, self)
528	panel.ShowModal()
529
530	def stop_fit(self, uid):
531	"""
532	Stop the fit engine
533	"""
534	if uid in self.fit_thread_list.keys():
535	calc_fit = self.fit_thread_list[uid]
536	if calc_fit is not None and calc_fit.isrunning():
537	calc_fit.stop()
538	msg = "Fit stop!"
539	wx.PostEvent(self.parent, StatusEvent(status=msg, type="stop"))
540	del self.fit_thread_list[uid]
541	#set the fit button label of page when fit stop is trigger from
542	#simultaneous fit pane
543	if self.sim_page is not None and uid == self.sim_page.uid:
544	for uid, value in self.page_finder.iteritems():
545	if value.get_scheduled() == 1:
546	if uid in self.fit_panel.opened_pages.keys():
547	panel = self.fit_panel.opened_pages[uid]
548	panel. _on_fit_complete()
549
550	def set_smearer(self, uid, smearer, fid, qmin=None, qmax=None, draw=True,
551	enable_smearer=False):
552	"""
553	Get a smear object and store it to a fit problem of fid as id. If proper
554	flag is enable , will plot the theory with smearing information.
555
556	:param smearer: smear object to allow smearing data of id fid
557	:param enable_smearer: Define whether or not all (data, model) contained
558	in the structure of id uid will be smeared before fitting.
559	:param qmin: the maximum value of the theory plotting range
560	:param qmax: the maximum value of the theory plotting range
561	:param draw: Determine if the theory needs to be plot
562	"""
563	if uid not in self.page_finder.keys():
564	return
565	self.page_finder[uid].enable_smearing(flag=enable_smearer)
566	self.page_finder[uid].set_smearer(smearer, fid=fid)
567	if draw:
568	## draw model 1D with smeared data
569	data = self.page_finder[uid].get_fit_data(fid=fid)
570	if data is None:
571	msg = "set_mearer requires at least data.\n"
572	msg += "Got data = %s .\n" % str(data)
573	raise ValueError, msg
574	model = self.page_finder[uid].get_model(fid=fid)
575	if model is None:
576	return
577	enable1D = issubclass(data.__class__, Data1D)
578	enable2D = issubclass(data.__class__, Data2D)
579	## if user has already selected a model to plot
580	## redraw the model with data smeared
581	smear = self.page_finder[uid].get_smearer(fid=fid)
582	self.draw_model(model=model, data=data, page_id=uid, smearer=smear,
583	enable1D=enable1D, enable2D=enable2D,
584	qmin=qmin, qmax=qmax)
585	self._mac_sleep(0.2)
586
587	def _mac_sleep(self, sec=0.2):
588	"""
589	Give sleep to MAC
590	"""
591	if ON_MAC:
592	time.sleep(sec)
593
594	def draw_model(self, model, page_id, data=None, smearer=None,
595	enable1D=True, enable2D=False,
596	state=None,
597	toggle_mode_on=False,
598	qmin=None, qmax=None,
599	update_chisqr=True):
600	"""
601	Draw model.
602
603	:param model: the model to draw
604	:param name: the name of the model to draw
605	:param data: the data on which the model is based to be drawn
606	:param description: model's description
607	:param enable1D: if true enable drawing model 1D
608	:param enable2D: if true enable drawing model 2D
609	:param qmin: Range's minimum value to draw model
610	:param qmax: Range's maximum value to draw model
611	:param qstep: number of step to divide the x and y-axis
612	:param update_chisqr: update chisqr [bool]
613
614	"""
615	if issubclass(data.__class__, Data1D) or not enable2D:
616	## draw model 1D with no loaded data
617	self._draw_model1D(model=model,
618	data=data,
619	page_id=page_id,
620	enable1D=enable1D,
621	smearer=smearer,
622	qmin=qmin,
623	qmax=qmax,
624	toggle_mode_on=toggle_mode_on,
625	state=state,
626	update_chisqr=update_chisqr)
627	else:
628	## draw model 2D with no initial data
629	self._draw_model2D(model=model,
630	page_id=page_id,
631	data=data,
632	enable2D=enable2D,
633	smearer=smearer,
634	qmin=qmin,
635	qmax=qmax,
636	state=state,
637	toggle_mode_on=toggle_mode_on,
638	update_chisqr=update_chisqr)
639
640	def onFit(self, uid):
641	"""
642	Get series of data, model, associates parameters and range and send then
643	to series of fit engines. Fit data and model, display result to
644	corresponding panels.
645	:param uid: id related to the panel currently calling this fit function.
646	"""
647	## count the number of fitproblem schedule to fit
648	fitproblem_count = 0
649	for value in self.page_finder.values():
650	if value.get_scheduled() == 1:
651	fitproblem_count += 1
652	## if simultaneous fit change automatically the engine to park
653	if fitproblem_count > 1:
654	self._on_change_engine(engine='park')
655	self.fitproblem_count = fitproblem_count
656	if self._fit_engine == "park":
657	engineType = "Simultaneous Fit"
658	else:
659	engineType = "Single Fit"
660	fitter_list = []
661	sim_fitter = None
662	if self.sim_page is not None and self.sim_page.uid == uid:
663	#simulatanous fit only one engine need to be created
664	sim_fitter = Fit(self._fit_engine)
665	fitter_list.append(sim_fitter)
666
667	self.current_pg = None
668	list_page_id = []
669	fit_id = 0
670	for page_id, value in self.page_finder.iteritems():
671	# For simulfit (uid give with None), do for-loop
672	# if uid is specified (singlefit), do it only on the page.
673	if engineType == "Single Fit":
674	if page_id != uid:
675	continue
676	try:
677	if value.get_scheduled() == 1:
678	#Get list of parameters name to fit
679	pars = []
680	templist = []
681	page = self.fit_panel.get_page_by_id(page_id)
682	templist = page.get_param_list()
683	for element in templist:
684	name = str(element[1])
685	pars.append(name)
686
687	for fitproblem in value.get_fit_problem():
688	if sim_fitter is None:
689	fitter = Fit(self._fit_engine)
690	self._fit_helper(fitproblem, pars, fitter, fit_id)
691	fitter_list.append(fitter)
692	else:
693	fitter = sim_fitter
694	self._fit_helper(fitproblem, pars, fitter, fit_id)
695	fit_id += 1
696	list_page_id.append(page_id)
697	current_page_id = page_id
698	value.clear_model_param()
699	except:
700	raise
701	msg= "%s error: %s" % (engineType, sys.exc_value)
702	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error",
703	type="stop"))
704	return
705	## If a thread is already started, stop it
706	#if self.calc_fit!= None and self.calc_fit.isrunning():
707	# self.calc_fit.stop()
708	msg = "Fitting is in progress..."
709	wx.PostEvent( self.parent, StatusEvent(status=msg, type="progress" ))
710
711	#Handler used for park engine displayed message
712	handler = ConsoleUpdate(parent=self.parent,
713	manager=self,
714	improvement_delta=0.1)
715	self._mac_sleep(0.2)
716	## perform single fit
717	if fitproblem_count == 1:
718	calc_fit = FitThread(handler = handler,
719	fn=fitter_list,
720	pars=pars,
721	page_id=list_page_id,
722	completefn=self._single_fit_completed,
723	ftol=self.ftol)
724	else:
725	current_page_id = self.sim_page.uid
726	## Perform more than 1 fit at the time
727	calc_fit = FitThread(handler=handler,
728	fn=fitter_list,
729	page_id=list_page_id,
730	updatefn=handler.update_fit,
731	completefn=self._simul_fit_completed,
732	ftol=self.ftol)
733	self.fit_thread_list[current_page_id] = calc_fit
734	calc_fit.queue()
735	msg = "Fitting is in progress..."
736	wx.PostEvent( self.parent, StatusEvent(status=msg, type="progress" ))
737
738	self.ready_fit(calc_fit=calc_fit)
739
740	def ready_fit(self, calc_fit):
741	"""
742	Ready for another fit
743	"""
744	if self.fitproblem_count != None and self.fitproblem_count > 1:
745	calc_fit.ready(2.5)
746	else:
747	time.sleep(0.4)
748
749	def remove_plot(self, uid, fid=None, theory=False):
750	"""
751	remove model plot when a fit page is closed
752	:param uid: the id related to the fitpage to close
753	:param fid: the id of the fitproblem(data, model, range,etc)
754	"""
755	if uid not in self.page_finder.keys():
756	return
757	fitproblemList = self.page_finder[uid].get_fit_problem(fid)
758	for fitproblem in fitproblemList:
759	data = fitproblem.get_fit_data()
760	model = fitproblem.get_model()
761	plot_id = None
762	if model is not None:
763	plot_id = data.id + name
764	if theory:
765	plot_id = data.id
766	group_id = data.group_id
767	wx.PostEvent(self.parent, NewPlotEvent(id=plot_id,
768	group_id=group_id,
769	action='remove'))
770
771	def store_data(self, uid, data_list=None, caption=None):
772	"""
773	Recieve a list of data and store them ans well as a caption of
774	the fit page where they come from.
775	:param uid: if related to a fit page
776	:param data_list: list of data to fit
777	:param caption: caption of the window related to these data
778	"""
779	if data_list is None:
780	data_list = []
781	self.page_finder[uid].set_fit_data(data=data_list)
782	if caption is not None:
783	self.page_finder[uid].set_fit_tab_caption(caption=caption)
784
785	def on_add_new_page(self, event=None):
786	"""
787	ask fit panel to create a new empty page
788	"""
789	try:
790	page = self.fit_panel.add_empty_page()
791	page_caption = page.window_caption
792	# add data associated to the page created
793	if page != None:
794	wx.PostEvent(self.parent, StatusEvent(status="Page Created",
795	info="info"))
796	else:
797	msg = "Page was already Created"
798	wx.PostEvent(self.parent, StatusEvent(status=msg,
799	info="warning"))
800	self.set_top_panel()
801	except:
802	msg = "Creating Fit page: %s"%sys.exc_value
803	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error"))
804
805	def add_fit_page(self, data):
806	"""
807	given a data, ask to the fitting panel to create a new fitting page,
808	get this page and store it into the page_finder of this plug-in
809	:param data: is a list of data
810	"""
811	page = self.fit_panel.set_data(data)
812	page_caption = page.window_caption
813	#append Data1D to the panel containing its theory
814	#if theory already plotted
815	if page.uid in self.page_finder:
816	data = page.get_data()
817	theory_data = self.page_finder[page.uid].get_theory_data(data.id)
818	if issubclass(data.__class__, Data2D):
819	data.group_id = wx.NewId()
820	if theory_data is not None:
821	group_id = str(page.uid) + " Model1D"
822	wx.PostEvent(self.parent,
823	NewPlotEvent(group_id=group_id,
824	action="delete"))
825	self.parent.update_data(prev_data=theory_data,
826	new_data=data)
827	else:
828	if theory_data is not None:
829	group_id = str(page.uid) + " Model2D"
830	data.group_id = theory_data.group_id
831	wx.PostEvent(self.parent,
832	NewPlotEvent(group_id=group_id,
833	action="delete"))
834	self.parent.update_data(prev_data=theory_data,
835	new_data=data)
836
837	self.store_data(uid=page.uid, data_list=page.get_data_list(),
838	caption=page.window_caption)
839	if self.sim_page is not None:
840	self.sim_page.draw_page()
841	return page
842
843	def _onEVT_SLICER_PANEL(self, event):
844	"""
845	receive and event telling to update a panel with a name starting with
846	event.panel_name. this method update slicer panel for a given interactor.
847
848	:param event: contains type of slicer , paramaters for updating the panel
849	and panel_name to find the slicer 's panel concerned.
850	"""
851	for item in self.parent.panels:
852	name = event.panel_name
853	if self.parent.panels[item].window_caption.startswith(name):
854	self.parent.panels[item].set_slicer(event.type, event.params)
855
856	self.parent._mgr.Update()
857
858	def _closed_fitpage(self, event):
859	"""
860	request fitpanel to close a given page when its unique data is removed
861	from the plot. close fitpage only when the a loaded data is removed
862	"""
863	if event is None or event.data is None:
864	return
865	if hasattr(event.data,"is_data"):
866	if not event.data.is_data or \
867	event.data.__class__.__name__ == "Data1D":
868	self.fit_panel.close_page_with_data(event.data)
869
870	def _reset_schedule_problem(self, value=0, uid=None):
871	"""
872	unschedule or schedule all fitproblem to be fit
873	"""
874	# case that uid is not specified
875	if uid == None:
876	for page_id in self.page_finder.keys():
877	self.page_finder[page_id].schedule_tofit(value)
878	# when uid is given
879	else:
880	if uid in self.page_finder.keys():
881	self.page_finder[uid].schedule_tofit(value)
882
883	def _fit_helper(self, fitproblem, pars, fitter, fit_id):
884	"""
885	Create and set fit engine with series of data and model
886	:param pars: list of fittable parameters
887	:param fitter_list: list of fit engine
888	:param value: structure storing data mapped to their model, range etc..
889	"""
890	data = fitproblem.get_fit_data()
891	model = fitproblem.get_model()
892	smearer = fitproblem.get_smearer()
893	qmin, qmax = fitproblem.get_range()
894	#Extra list of parameters and their constraints
895	listOfConstraint = []
896	param = fitproblem.get_model_param()
897	if len(param) > 0:
898	for item in param:
899	## check if constraint
900	if item[0] != None and item[1] != None:
901	listOfConstraint.append((item[0],item[1]))
902	fitter.set_model(model, fit_id, pars, constraints=listOfConstraint)
903	fitter.set_data(data=data, id=fit_id, smearer=smearer, qmin=qmin,
904	qmax=qmax)
905	fitter.select_problem_for_fit(id=fit_id, value=1)
906
907
908	def _onSelect(self,event):
909	"""
910	when Select data to fit a new page is created .Its reference is
911	added to self.page_finder
912	"""
913	self.panel = event.GetEventObject()
914	Plugin.on_perspective(self, event=event)
915	for plottable in self.panel.graph.plottables:
916	if plottable.__class__.__name__ in ["Data1D", "Theory1D"]:
917	data_id = self.panel.graph.selected_plottable
918	if plottable == self.panel.plots[data_id]:
919	data = plottable
920	self.add_fit_page(data=[data])
921	return
922	else:
923	data = plottable
924	self.add_fit_page(data=[data])
925	self.set_top_panel()
926
927	def update_fit(self, result=None, msg=""):
928	"""
929	"""
930	print "update_fit result", result
931
932	def _batch_single_fit_complete_helper(self, result, pars, page_id,
933	elapsed=None):
934	"""
935	Display fit result in batch
936	:param result: list of objects received fromt fit engines
937	:param pars: list of fitted parameters names
938	:param page_id: list of page ids which called fit function
939	:param elapsed: time spent at the fitting level
940	"""
941	self._update_fit_button(page_id)
942	msg = "Single Fitting complete "
943	wx.PostEvent(self.parent, StatusEvent(status=msg, info="info",
944	type="stop"))
945	if self.batch_on:
946	batch_result = {"Chi2":[]}
947	for index in range(len(pars)):
948	batch_result[pars[index]] = []
949	batch_result["error on %s" % pars[index]] = []
950	for res in result:
951	if res is None:
952	continue
953	batch_result["Chi2"].append(res.fitness)
954	for index in range(len(pars)):
955	batch_result[pars[index]].append(res.pvec[index])
956	item = res.stderr[index]
957	batch_result["error on %s" % pars[index]].append(item)
958	pid = page_id[0]
959	self.page_finder[pid].set_result(result=batch_result)
960	self.parent.on_set_batch_result(data=batch_result,
961	name=self.sub_menu)
962	for uid in page_id:
963	cpage = self.fit_panel.get_page_by_id(uid)
964	cpage._on_fit_complete()
965
966	def _single_fit_completed(self, result, pars, page_id, elapsed=None):
967	"""
968	Display fit result on one page of the notebook.
969	:param result: list of object generated when fit ends
970	:param pars: list of names of parameters fitted
971	:param page_id: list of page ids which called fit function
972	:param elapsed: time spent at the fitting level
973	"""
974	self._mac_sleep(0.2)
975	if page_id[0] in self.fit_thread_list.keys():
976	del self.fit_thread_list[page_id[0]]
977	if self.batch_on:
978	wx.CallAfter(self._batch_single_fit_complete_helper,
979	result, pars, page_id, elapsed=None)
980	return
981	else:
982	try:
983	result = result[0]
984	if result == None:
985	self._update_fit_button(page_id)
986	msg= "Single Fitting did not converge!!!"
987	wx.PostEvent(self.parent,
988	StatusEvent(status=msg,
989	info="warning",
990	type="stop"))
991	return
992	if not numpy.isfinite(result.fitness) or \
993	numpy.any(result.pvec == None) or \
994	not numpy.all(numpy.isfinite(result.pvec)):
995	msg = "Single Fitting did not converge!!!"
996	wx.PostEvent(self.parent,
997	StatusEvent(status=msg,
998	info="warning",
999	type="stop"))
1000	self._update_fit_button(page_id)
1001	return
1002
1003	for uid in page_id:
1004	cpage = self.fit_panel.get_page_by_id(uid)
1005	# Make sure we got all results
1006	#(CallAfter is important to MAC)
1007	wx.CallAfter(cpage.onsetValues, result.fitness, pars,
1008	result.pvec, result.stderr)
1009	cpage._on_fit_complete()
1010	if result.stderr == None:
1011	msg = "Fit Abort: "
1012	else:
1013	msg = "Fitting: "
1014	msg += "Completed!!!"
1015	wx.PostEvent(self.parent, StatusEvent(status=msg))
1016	except ValueError:
1017	self._update_fit_button(page_id)
1018	msg = "Single Fitting did not converge!!!"
1019	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error",
1020	type="stop"))
1021	except:
1022	self._update_fit_button(page_id)
1023	msg = "Single Fit completed but Following"
1024	msg += " error occurred:%s" % sys.exc_value
1025	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error",
1026	type="stop"))
1027	raise
1028
1029	def _simul_fit_completed(self, result, page_id, pars=None, elapsed=None):
1030	"""
1031	Display result of the fit on related panel(s).
1032	:param result: list of object generated when fit ends
1033	:param pars: list of names of parameters fitted
1034	:param page_id: list of page ids which called fit function
1035	:param elapsed: time spent at the fitting level
1036	"""
1037	result = result[0]
1038	self.fit_thread_list = {}
1039	if page_id is None:
1040	page_id = []
1041	## fit more than 1 model at the same time
1042	self._mac_sleep(0.2)
1043	try:
1044	msg = ""
1045	if result == None:
1046	self._update_fit_button(page_id)
1047	msg= "Complex Fitting did not converge!!!"
1048	wx.PostEvent(self.parent, StatusEvent(status=msg,
1049	type="stop"))
1050	return
1051	if not numpy.isfinite(result.fitness) or \
1052	numpy.any(result.pvec == None) or not \
1053	numpy.all(numpy.isfinite(result.pvec)):
1054	self._update_fit_button(page_id)
1055	msg= "Simultaneous Fitting did not converge!!!"
1056	wx.PostEvent(self.parent, StatusEvent(status=msg,type="stop"))
1057	return
1058
1059	for uid in page_id:
1060	fpdict = self.page_finder[uid]
1061	for value in fpdict.itervalues():
1062	model = value.get_model()
1063	data = value.get_fit_data()
1064	small_param_name = []
1065	small_out = []
1066	small_cov = []
1067	#Separate result in to data corresponding to each page
1068	for p in result.parameters:
1069	model_name, param_name = self.split_string(p.name)
1070	if model.name == model_name:
1071	p_name= model.name+"."+param_name
1072	if p.name == p_name:
1073	if p.value != None and numpy.isfinite(p.value):
1074	small_out.append(p.value)
1075	small_param_name.append(param_name)
1076	small_cov.append(p.stderr)
1077	# Display result on each page
1078	cpage = self.fit_panel.get_page_by_id(uid)
1079	wx.CallAfter(cpage.onsetValues,
1080	result.fitness,
1081	small_param_name,
1082	small_out,small_cov)
1083	cpage._on_fit_complete()
1084	msg = "Fit completed!"
1085	wx.PostEvent(self.parent, StatusEvent(status=msg))
1086	except Exception:
1087	raise
1088	self._update_fit_button(page_id)
1089	msg = "Complex Fitting did not converge!!!"
1090	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error",
1091	type="stop"))
1092	return
1093	except:
1094	self._update_fit_button(page_id)
1095	msg = "Simultaneous Fit completed"
1096	msg += " but Following error occurred:%s" % sys.exc_value
1097	wx.PostEvent(self.parent, StatusEvent(status=msg, type="stop"))
1098
1099	def _update_fit_button(self, page_id):
1100	"""
1101	Update Fit button when fit stopped
1102
1103	: parameter page_id: fitpage where the button is
1104	"""
1105	if page_id.__class__.__name__ != 'list':
1106	page_id = [page_id]
1107	for uid in page_id:
1108	page = self.fit_panel.get_page_by_id(uid)
1109	page._on_fit_complete()
1110
1111	def _on_show_panel(self, event):
1112	"""
1113	"""
1114	pass
1115
1116	def _onset_engine_park(self,event):
1117	"""
1118	set engine to park
1119	"""
1120	self._on_change_engine('park')
1121
1122	def _onset_engine_scipy(self,event):
1123	"""
1124	set engine to scipy
1125	"""
1126	self._on_change_engine('scipy')
1127
1128	def _on_slicer_event(self, event):
1129	"""
1130	Receive a panel as event and send it to guiframe
1131
1132	:param event: event containing a panel
1133
1134	"""
1135	if event.panel is not None:
1136	new_panel = event.panel
1137	self.slicer_panels.append(event.panel)
1138	# Set group ID if available
1139	event_id = self.parent.popup_panel(new_panel)
1140	new_panel.uid = event_id
1141	self.mypanels.append(new_panel)
1142
1143	def _onclearslicer(self, event):
1144	"""
1145	Clear the boxslicer when close the panel associate with this slicer
1146	"""
1147	name =event.GetPane().caption
1148
1149	for panel in self.slicer_panels:
1150	if panel.window_caption==name:
1151
1152	for item in self.parent.panels:
1153	if hasattr(self.parent.panels[item], "uid"):
1154	if self.parent.panels[item].uid ==panel.base.uid:
1155	self.parent.panels[item].onClearSlicer(event)
1156	self.parent._mgr.Update()
1157	break
1158	break
1159
1160	def _return_engine_type(self):
1161	"""
1162	return the current type of engine
1163	"""
1164	return self._fit_engine
1165
1166
1167	def _on_change_engine(self, engine='park'):
1168	"""
1169	Allow to select the type of engine to perform fit
1170
1171	:param engine: the key work of the engine
1172
1173	"""
1174	## saving fit engine name
1175	self._fit_engine = engine
1176	## change menu item state
1177	if engine == "park":
1178	self.menu1.FindItemById(self.park_id).Check(True)
1179	self.menu1.FindItemById(self.scipy_id).Check(False)
1180	else:
1181	self.menu1.FindItemById(self.park_id).Check(False)
1182	self.menu1.FindItemById(self.scipy_id).Check(True)
1183	## post a message to status bar
1184	msg = "Engine set to: %s" % self._fit_engine
1185	wx.PostEvent(self.parent,
1186	StatusEvent(status=msg))
1187	## send the current engine type to fitpanel
1188	self.fit_panel._on_engine_change(name=self._fit_engine)
1189
1190
1191	def _on_model_panel(self, evt):
1192	"""
1193	react to model selection on any combo box or model menu.plot the model
1194
1195	:param evt: wx.combobox event
1196
1197	"""
1198	model = evt.model
1199	uid = evt.uid
1200	qmin = evt.qmin
1201	qmax = evt.qmax
1202	smearer = evt.smearer
1203	caption = evt.caption
1204	enable_smearer = evt.enable_smearer
1205	if model == None:
1206	return
1207	if uid not in self.page_finder.keys():
1208	return
1209	# save the name containing the data name with the appropriate model
1210	self.page_finder[uid].set_model(model)
1211	self.page_finder[uid].enable_smearing(enable_smearer)
1212	self.page_finder[uid].set_range(qmin=qmin, qmax=qmax)
1213	self.page_finder[uid].set_fit_tab_caption(caption=caption)
1214	if self.sim_page is not None:
1215	self.sim_page.draw_page()
1216
1217	def _update1D(self, x, output):
1218	"""
1219	Update the output of plotting model 1D
1220	"""
1221	msg = "Plot updating ... "
1222	wx.PostEvent(self.parent, StatusEvent(status=msg,type="update"))
1223
1224	def _complete1D(self, x, y, page_id, elapsed, index, model,
1225	toggle_mode_on=False, state=None,
1226	data=None, update_chisqr=True):
1227	"""
1228	Complete plotting 1D data
1229	"""
1230	try:
1231	new_plot = Data1D(x=x, y=y)
1232	new_plot.is_data = False
1233	new_plot.symbol = GUIFRAME_ID.CURVE_SYMBOL_NUM
1234	_yaxis, _yunit = data.get_yaxis()
1235	_xaxis, _xunit = data.get_xaxis()
1236	new_plot.title = data.name
1237	new_plot.group_id = data.group_id
1238	new_plot.id = str(page_id) + "model"
1239	if new_plot.id in self.color_dict:
1240	new_plot.custom_color = self.color_dict[new_plot.id]
1241	#find if this theory was already plotted and replace that plot given
1242	#the same id
1243	theory_data = self.page_finder[page_id].get_theory_data(fid=data.id)
1244	new_plot.name = model.name + " ["+ str(model.__class__.__name__)+"]"
1245	new_plot.xaxis(_xaxis, _xunit)
1246	new_plot.yaxis(_yaxis, _yunit)
1247	self.page_finder[page_id].set_theory_data(data=new_plot, fid=data.id)
1248	self.parent.update_theory(data_id=data.id, theory=new_plot,
1249	state=state)
1250	current_pg = self.fit_panel.get_page_by_id(page_id)
1251	title = new_plot.title
1252	wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot,
1253	title=str(title)))
1254	caption = current_pg.window_caption
1255	self.page_finder[page_id].set_fit_tab_caption(caption=caption)
1256	self.page_finder[page_id].set_theory_data(data=new_plot,
1257	fid=data.id)
1258	if toggle_mode_on:
1259	wx.PostEvent(self.parent,
1260	NewPlotEvent(group_id=str(page_id) + " Model2D",
1261	action="Hide"))
1262	else:
1263	if update_chisqr:
1264	wx.PostEvent(current_pg,
1265	Chi2UpdateEvent(output=self._cal_chisqr(data=data,
1266	page_id=page_id,
1267	index=index)))
1268	else:
1269	self._plot_residuals(page_id, data, index)
1270
1271	msg = "Computation completed!"
1272	wx.PostEvent( self.parent, StatusEvent(status=msg, type="stop" ))
1273	except:
1274	raise
1275	#msg = " Error occurred when drawing %s Model 1D: " % new_plot.name
1276	#msg += " %s" % sys.exc_value
1277	#wx.PostEvent(self.parent, StatusEvent(status=msg, type="stop"))
1278
1279	def _update2D(self, output,time=None):
1280	"""
1281	Update the output of plotting model
1282	"""
1283	wx.PostEvent(self.parent, StatusEvent(status="Plot \
1284	#updating ... ", type="update"))
1285	#self.ready_fit()
1286
1287	def _complete2D(self, image, data, model, page_id, elapsed, index, qmin,
1288	qmax, toggle_mode_on=False, state=None,
1289	update_chisqr=True):
1290	"""
1291	Complete get the result of modelthread and create model 2D
1292	that can be plot.
1293	"""
1294	new_plot= Data2D(image=image, err_image=data.err_data)
1295	new_plot.name = model.name
1296	new_plot.title = "Analytical model 2D "
1297	new_plot.id = str(page_id) + "model"
1298	new_plot.group_id = str(page_id) + " Model2D"
1299	new_plot.detector = data.detector
1300	new_plot.source = data.source
1301	new_plot.is_data = False
1302	new_plot.qx_data = data.qx_data
1303	new_plot.qy_data = data.qy_data
1304	new_plot.q_data = data.q_data
1305	new_plot.mask = data.mask
1306	## plot boundaries
1307	new_plot.ymin = data.ymin
1308	new_plot.ymax = data.ymax
1309	new_plot.xmin = data.xmin
1310	new_plot.xmax = data.xmax
1311	title = data.title
1312	if len(title) > 1:
1313	new_plot.title = "Model2D for " + data.name
1314	new_plot.is_data = False
1315	new_plot.name = model.name + " ["+ str(model.__class__.__name__)+ "]"
1316	theory_data = deepcopy(new_plot)
1317	theory_data.name = "Unknown"
1318
1319	self.page_finder[page_id].set_theory_data(data=theory_data, fid=data.id)
1320	self.parent.update_theory(data_id=data.id,
1321	theory=new_plot,
1322	state=state)
1323	current_pg = self.fit_panel.get_page_by_id(page_id)
1324	title = new_plot.title
1325	wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot,
1326	title=title))
1327	self.page_finder[page_id].set_theory_data(data=new_plot, fid=data.id)
1328	if toggle_mode_on:
1329	wx.PostEvent(self.parent,
1330	NewPlotEvent(group_id=str(page_id) + " Model1D",
1331	action="Hide"))
1332	else:
1333	# Chisqr in fitpage
1334	if update_chisqr:
1335	wx.PostEvent(current_pg,
1336	Chi2UpdateEvent(output=self._cal_chisqr(data=data,
1337	page_id=page_id,
1338	index=index)))
1339	else:
1340	self._plot_residuals(page_id, data, index)
1341	msg = "Computation completed!"
1342	wx.PostEvent(self.parent, StatusEvent(status=msg, type="stop"))
1343
1344	def _draw_model2D(self, model, page_id, qmin,
1345	qmax,
1346	data=None, smearer=None,
1347	description=None, enable2D=False,
1348	state=None,
1349	toggle_mode_on=False,
1350	update_chisqr=True):
1351	"""
1352	draw model in 2D
1353
1354	:param model: instance of the model to draw
1355	:param description: the description of the model
1356	:param enable2D: when True allows to draw model 2D
1357	:param qmin: the minimum value to draw model 2D
1358	:param qmax: the maximum value to draw model 2D
1359	:param qstep: the number of division of Qx and Qy of the model to draw
1360
1361	"""
1362	if not enable2D:
1363	return None
1364	try:
1365	from model_thread import Calc2D
1366	## If a thread is already started, stop it
1367	if (self.calc_2D is not None) and self.calc_2D.isrunning():
1368	self.calc_2D.stop()
1369	self.calc_2D = Calc2D(model=model,
1370	data=data,
1371	page_id=page_id,
1372	smearer=smearer,
1373	qmin=qmin,
1374	qmax=qmax,
1375	toggle_mode_on=toggle_mode_on,
1376	state=state,
1377	completefn=self._complete2D,
1378	update_chisqr=update_chisqr)
1379	self.calc_2D.queue()
1380
1381	except:
1382	raise
1383	#msg = " Error occurred when drawing %s Model 2D: " % model.name
1384	#msg += " %s" % sys.exc_value
1385	#wx.PostEvent(self.parent, StatusEvent(status=msg))
1386
1387	def _draw_model1D(self, model, page_id, data,
1388	qmin, qmax, smearer=None,
1389	state=None,
1390	toggle_mode_on=False, update_chisqr=True,
1391	enable1D=True):
1392	"""
1393	Draw model 1D from loaded data1D
1394
1395	:param data: loaded data
1396	:param model: the model to plot
1397
1398	"""
1399	if not enable1D:
1400	return
1401	try:
1402	from model_thread import Calc1D
1403	## If a thread is already started, stop it
1404	if (self.calc_1D is not None) and self.calc_1D.isrunning():
1405	self.calc_1D.stop()
1406	self.calc_1D = Calc1D(data=data,
1407	model=model,
1408	page_id=page_id,
1409	qmin=qmin,
1410	qmax=qmax,
1411	smearer=smearer,
1412	state=state,
1413	toggle_mode_on=toggle_mode_on,
1414	completefn=self._complete1D,
1415	#updatefn = self._update1D,
1416	update_chisqr=update_chisqr)
1417	self.calc_1D.queue()
1418	except:
1419	msg = " Error occurred when drawing %s Model 1D: " % model.name
1420	msg += " %s" % sys.exc_value
1421	wx.PostEvent(self.parent, StatusEvent(status=msg))
1422
1423
1424
1425	def _cal_chisqr(self, page_id, data, index=None):
1426	"""
1427	Get handy Chisqr using the output from draw1D and 2D,
1428	instead of calling expansive CalcChisqr in guithread
1429	"""
1430	# default chisqr
1431	chisqr = None
1432	#to compute chisq make sure data has valid data
1433	# return None if data == None
1434	if not check_data_validity(data):
1435	return chisqr
1436
1437	# Get data: data I, theory I, and data dI in order
1438	if data.__class__.__name__ == "Data2D":
1439	if index == None:
1440	index = numpy.ones(len(data.data),ntype=bool)
1441	# get rid of zero error points
1442	index = index & (data.err_data != 0)
1443	index = index & (numpy.isfinite(data.data))
1444	fn = data.data[index]
1445	theory_data = self.page_finder[page_id].get_theory_data(fid=data.id)
1446	gn = theory_data.data[index]
1447	en = data.err_data[index]
1448	else:
1449	# 1 d theory from model_thread is only in the range of index
1450	if index == None:
1451	index = numpy.ones(len(data.y), ntype=bool)
1452	if data.dy == None or data.dy == []:
1453	dy = numpy.ones(len(data.y))
1454	else:
1455	## Set consitently w/AbstractFitengine:
1456	# But this should be corrected later.
1457	dy = deepcopy(data.dy)
1458	dy[dy==0] = 1
1459	fn = data.y[index]
1460	theory_data = self.page_finder[page_id].get_theory_data(fid=data.id)
1461	gn = theory_data.y
1462	en = dy[index]
1463	# residual
1464	res = (fn - gn) / en
1465	residuals = res[numpy.isfinite(res)]
1466	# get chisqr only w/finite
1467	chisqr = numpy.average(residuals * residuals)
1468	self._plot_residuals(page_id, data, index)
1469	return chisqr
1470
1471	def _plot_residuals(self, page_id, data=None, index=None):
1472	"""
1473	Plot the residuals
1474
1475	:param data: data
1476	:param index: index array (bool)
1477	: Note: this is different from the residuals in cal_chisqr()
1478	"""
1479	# Get data: data I, theory I, and data dI in order
1480	if data.__class__.__name__ == "Data2D":
1481	# build residuals
1482	residuals = Data2D()
1483	#residuals.copy_from_datainfo(data)
1484	# Not for trunk the line below, instead use the line above
1485	data.clone_without_data(len(data.data), residuals)
1486	residuals.data = None
1487	fn = data.data#[index]
1488	theory_data = self.page_finder[page_id].get_theory_data(fid=data.id)
1489	gn = theory_data.data#[index]
1490	en = data.err_data#[index]
1491	residuals.data = (fn - gn) / en
1492	residuals.qx_data = data.qx_data#[index]
1493	residuals.qy_data = data.qy_data #[index]
1494	residuals.q_data = data.q_data#[index]
1495	residuals.err_data = numpy.ones(len(residuals.data))#[index]
1496	residuals.xmin = min(residuals.qx_data)
1497	residuals.xmax = max(residuals.qx_data)
1498	residuals.ymin = min(residuals.qy_data)
1499	residuals.ymax = max(residuals.qy_data)
1500	residuals.q_data = data.q_data#[index]
1501	residuals.mask = data.mask
1502	residuals.scale = 'linear'
1503	# check the lengths
1504	if len(residuals.data) != len(residuals.q_data):
1505	return
1506	else:
1507	# 1 d theory from model_thread is only in the range of index
1508	if data.dy == None or data.dy == []:
1509	dy = numpy.ones(len(data.y))
1510	else:
1511	## Set consitently w/AbstractFitengine:
1512	## But this should be corrected later.
1513	dy = deepcopy(data.dy)
1514	dy[dy==0] = 1
1515	fn = data.y[index]
1516	theory_data = self.page_finder[page_id].get_theory_data(fid=data.id)
1517	gn = theory_data.y
1518	en = dy[index]
1519	# build residuals
1520	residuals = Data1D()
1521	residuals.y = (fn - gn) / en
1522	residuals.x = data.x[index]
1523	residuals.dy = numpy.ones(len(residuals.y))
1524	residuals.dx = None
1525	residuals.dxl = None
1526	residuals.dxw = None
1527	residuals.ytransform = 'y'
1528	# For latter scale changes
1529	residuals.xaxis('\\rm{Q} ', 'A^{-1}')
1530	residuals.yaxis('\\rm{Residuals} ', 'normalized')
1531	new_plot = residuals
1532	new_plot.name = "Residuals for " + str(data.name)
1533	## allow to highlight data when plotted
1534	new_plot.interactive = True
1535	## when 2 data have the same id override the 1 st plotted
1536	new_plot.id = new_plot.name#name + " residuals"
1537	##group_id specify on which panel to plot this data
1538	new_plot.group_id = new_plot.id
1539	#new_plot.is_data = True
1540	##post data to plot
1541	title = new_plot.name
1542
1543	# plot data
1544	wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot, title=title))
1545
1546	#def profile(fn, args, *kw):
1547	# import cProfile, pstats, os
1548	# global call_result
1549	# def call():
1550	# global call_result
1551	# call_result = fn(args, *kw)
1552	# cProfile.runctx('call()', dict(call=call), {}, 'profile.out')
1553	# stats = pstats.Stats('profile.out')
1554	# #stats.sort_stats('time')
1555	# stats.sort_stats('calls')
1556	# stats.print_stats()
1557	# os.unlink('profile.out')
1558	# return call_result
1559	if __name__ == "__main__":
1560	i = Plugin()
1561
1562
1563
1564

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SasView

source: sasview/fittingview/src/sans/perspectives/fitting/fitting.py @ 59de3e43

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