fitting.py @ 26500ec

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 26500ec was 39356b5, checked in by Doucet, Mathieu <doucetm@…>, 10 years ago
The mechanism using set_default_perspective in plugins is broken.
Property mode set to `100644`
File size: 86.8 KB

Rev	Line
[6d8bad4]	1	"""
	2	Fitting perspective
	3	"""
[5062bbf]	4	################################################################################
	5	#This software was developed by the University of Tennessee as part of the
	6	#Distributed Data Analysis of Neutron Scattering Experiments (DANSE)
[f32d144]	7	#project funded by the US National Science Foundation.
[5062bbf]	8	#
	9	#See the license text in license.txt
	10	#
	11	#copyright 2009, University of Tennessee
	12	################################################################################
[a0da535]	13	import re
[5536035]	14	import sys
[056b569]	15	import os
[5536035]	16	import wx
	17	import logging
	18	import numpy
[c3b4dcb]	19	import time
[edcbd467]	20	from copy import deepcopy
[f83b94a]	21	import models
	22
[79492222]	23	from sas.dataloader.loader import Loader
	24	from sas.guiframe.dataFitting import Data2D
	25	from sas.guiframe.dataFitting import Data1D
	26	from sas.guiframe.dataFitting import check_data_validity
	27	from sas.guiframe.events import NewPlotEvent
	28	from sas.guiframe.events import StatusEvent
	29	from sas.guiframe.events import EVT_SLICER_PANEL
	30	from sas.guiframe.events import EVT_SLICER_PARS_UPDATE
	31	from sas.guiframe.gui_style import GUIFRAME_ID
	32	from sas.guiframe.plugin_base import PluginBase
	33	from sas.guiframe.data_processor import BatchCell
	34	from sas.fit.Fitting import Fit
[b9a5f0e]	35	from sas.perspectives.fitting.console import ConsoleUpdate
	36	from sas.perspectives.fitting.fitproblem import FitProblemDictionary
	37	from sas.perspectives.fitting.fitpanel import FitPanel
	38	from sas.perspectives.fitting.resultpanel import ResultPanel, PlotResultEvent
[ed4aef2]	39
[b9a5f0e]	40	from sas.perspectives.fitting.fit_thread import FitThread
	41	from sas.perspectives.fitting.pagestate import Reader
	42	from sas.perspectives.fitting.fitpage import Chi2UpdateEvent
[79492222]	43	from sas.perspectives.calculator.model_editor import TextDialog
	44	from sas.perspectives.calculator.model_editor import EditorWindow
	45	from sas.guiframe.gui_manager import MDIFrame
[ed2ea6a]	46
[c26a64b]	47	MAX_NBR_DATA = 4
[5062bbf]	48
[f32d144]	49	(PageInfoEvent, EVT_PAGE_INFO) = wx.lib.newevent.NewEvent()
[92a5ac92]	50
[5062bbf]	51
[940aca7]	52	if sys.platform == "win32":
[f6aee42]	53	ON_MAC = False
	54	else:
[f32d144]	55	ON_MAC = True
	56
[3658abed]	57
[df7a7e3]	58
[3658abed]	59	class Plugin(PluginBase):
[d89f09b]	60	"""
[f32d144]	61	Fitting plugin is used to perform fit
[d89f09b]	62	"""
[3658abed]	63	def __init__(self, standalone=False):
[908b817]	64	PluginBase.__init__(self, name="Fitting", standalone=standalone)
[d89f09b]	65
[ed2ea6a]	66	#list of panel to send to guiframe
[f83b94a]	67	self.mypanels = []
[ed2ea6a]	68	# reference to the current running thread
[f83b94a]	69	self.calc_2D = None
	70	self.calc_1D = None
[9f4f8f4]	71
	72	self.color_dict = {}
	73
[66ff250]	74	self.fit_thread_list = {}
[2296316]	75	self.residuals = None
[55bb249c]	76	self.weight = None
[9466f2d6]	77	self.fit_panel = None
[940aca7]	78	self.plot_panel = None
[d89f09b]	79	# Start with a good default
	80	self.elapsed = 0.022
[2296316]	81	self.fit_panel = None
[ed2ea6a]	82	#Flag to let the plug-in know that it is running stand alone
[f83b94a]	83	self.standalone = True
[f32d144]	84	## dictionary of page closed and id
[f83b94a]	85	self.closed_page_dict = {}
[d89f09b]	86	## Fit engine
[eff93b8]	87	self._fit_engine = 'bumps'
[7db52f1]	88	self._gui_engine = None
[386ffe1]	89	## Relative error desired in the sum of squares (float)
[7db52f1]	90	self.batch_reset_flag = True
[ed2ea6a]	91	#List of selected data
[f83b94a]	92	self.selected_data_list = []
[c3435b7f]	93	## list of slicer panel created to display slicer parameters and results
[f83b94a]	94	self.slicer_panels = []
[32d802f]	95	# model 2D view
[f83b94a]	96	self.model2D_id = None
[ed2ea6a]	97	#keep reference of the simultaneous fit page
[f83b94a]	98	self.sim_page = None
[fa02d95]	99	self.sim_menu = None
	100	self.batch_page = None
	101	self.batch_menu = None
[ae4ade7]	102	self.index_model = 0
[9f4f8f4]	103	self.test_model_color = None
[f83b94a]	104	#Create a reader for fit page's state
[f32d144]	105	self.state_reader = None
[c8deee5]	106	self._extensions = '.fitv'
[dafc36f]	107	self.menu1 = None
[6f140f2]	108	self.new_model_frame = None
[0b6ae5f]	109
[4da35bc]	110	self.temp_state = []
[ef16f59]	111	self.state_index = 0
[b63dc6e]	112	self.sfile_ext = None
[6bbeacd4]	113	# take care of saving data, model and page associated with each other
	114	self.page_finder = {}
[f83b94a]	115	# Log startup
[f32d144]	116	logging.info("Fitting plug-in started")
[7360816]	117	self.batch_capable = self.get_batch_capable()
	118
	119	def get_batch_capable(self):
	120	"""
	121	Check if the plugin has a batch capability
	122	"""
	123	return True
[9f4f8f4]	124
[2dbffcc]	125	def create_fit_problem(self, page_id):
	126	"""
	127	Given an ID create a fitproblem container
	128	"""
	129	self.page_finder[page_id] = FitProblemDictionary()
	130
[644ca73]	131	def delete_fit_problem(self, page_id):
[2dbffcc]	132	"""
	133	Given an ID create a fitproblem container
	134	"""
	135	if page_id in self.page_finder.iterkeys():
	136	del self.page_finder[page_id]
	137
[9f4f8f4]	138	def add_color(self, color, id):
	139	"""
	140	adds a color as a key with a plot id as its value to a dictionary
	141	"""
	142	self.color_dict[id] = color
[2a8fac1]	143
[cc31608]	144	def on_batch_selection(self, flag):
	145	"""
	146	switch the the notebook of batch mode or not
	147	"""
	148	self.batch_on = flag
[2dbffcc]	149	if self.fit_panel is not None:
	150	self.fit_panel.batch_on = self.batch_on
[cc31608]	151
[cab076b]	152	def populate_menu(self, owner):
[d89f09b]	153	"""
[5062bbf]	154	Create a menu for the Fitting plug-in
	155
	156	:param id: id to create a menu
	157	:param owner: owner of menu
	158
	159	:return: list of information to populate the main menu
	160
[d89f09b]	161	"""
	162	#Menu for fitting
	163	self.menu1 = wx.Menu()
[0b6ae5f]	164	id1 = wx.NewId()
	165	simul_help = "Add new fit panel"
[f32d144]	166	self.menu1.Append(id1, '&New Fit Page', simul_help)
[0b6ae5f]	167	wx.EVT_MENU(owner, id1, self.on_add_new_page)
[6f023e8]	168	self.menu1.AppendSeparator()
[dafc36f]	169	self.id_simfit = wx.NewId()
[b6a181b]	170	simul_help = "Constrained or Simultaneous Fit"
	171	self.menu1.Append(self.id_simfit, '&Constrained or Simultaneous Fit', simul_help)
[dafc36f]	172	wx.EVT_MENU(owner, self.id_simfit, self.on_add_sim_page)
[fa02d95]	173	self.sim_menu = self.menu1.FindItemById(self.id_simfit)
[f32d144]	174	self.sim_menu.Enable(False)
[fa02d95]	175	#combined Batch
	176	self.id_batchfit = wx.NewId()
[7b1ca97]	177	batch_help = "Combined Batch"
[fa02d95]	178	self.menu1.Append(self.id_batchfit, '&Combine Batch Fit', batch_help)
[f32d144]	179	wx.EVT_MENU(owner, self.id_batchfit, self.on_add_sim_page)
[fa02d95]	180	self.batch_menu = self.menu1.FindItemById(self.id_batchfit)
[f32d144]	181	self.batch_menu.Enable(False)
[f7e9af2]	182	self.menu1.AppendSeparator()
[6fe5100]	183
[386ffe1]	184	self.menu1.AppendSeparator()
[6fe5100]	185	self.id_bumps_options = wx.NewId()
[386ffe1]	186	bopts_help = "Fitting options"
	187	self.menu1.Append(self.id_bumps_options, 'Fit &Options', bopts_help)
[6fe5100]	188	wx.EVT_MENU(owner, self.id_bumps_options, self.on_bumps_options)
	189	self.bumps_options_menu = self.menu1.FindItemById(self.id_bumps_options)
	190	self.bumps_options_menu.Enable(True)
[ed4aef2]	191
	192	self.id_result_panel = wx.NewId()
[f121904]	193	self.menu1.Append(self.id_result_panel, "Fit Results", "Show fit results panel")
	194	wx.EVT_MENU(owner, self.id_result_panel, lambda ev: self.result_frame.Show())
[da6fd1a]	195	self.menu1.AppendSeparator()
[2c6b224]	196
[da6fd1a]	197	self.id_reset_flag = wx.NewId()
	198	resetf_help = "BatchFit: If checked, the initial param values will be "
[f32d144]	199	resetf_help += "propagated from the previous results. "
[da6fd1a]	200	resetf_help += "Otherwise, the same initial param values will be used "
[f32d144]	201	resetf_help += "for all fittings."
	202	self.menu1.AppendCheckItem(self.id_reset_flag,
	203	"Chain Fitting [BatchFit Only]",
	204	resetf_help)
	205	wx.EVT_MENU(owner, self.id_reset_flag, self.on_reset_batch_flag)
[70e439f]	206	chain_menu = self.menu1.FindItemById(self.id_reset_flag)
	207	chain_menu.Check(not self.batch_reset_flag)
	208	chain_menu.Enable(self.batch_on)
[056b569]	209
	210	self.menu1.AppendSeparator()
[5d1c1f4]	211	self.edit_model_menu = wx.Menu()
	212	# Find and put files name in menu
	213	try:
	214	self.set_edit_menu(owner=owner)
	215	except:
	216	raise
[056b569]	217
[5d1c1f4]	218	self.id_edit = wx.NewId()
[f32d144]	219	editmodel_help = "Edit customized model sample file"
	220	self.menu1.AppendMenu(self.id_edit, "Edit Custom Model",
[5d1c1f4]	221	self.edit_model_menu, editmodel_help)
[3b19ac9]	222	#create menubar items
[908b817]	223	return [(self.menu1, self.sub_menu)]
[056b569]	224
	225	def edit_custom_model(self, event):
	226	"""
	227	Get the python editor panel
	228	"""
[5d1c1f4]	229	id = event.GetId()
[7c8d3093]	230	label = self.edit_menu.GetLabel(id)
[79492222]	231	from sas.perspectives.calculator.pyconsole import PyConsole
[5d1c1f4]	232	filename = os.path.join(models.find_plugins_dir(), label)
[f32d144]	233	frame = PyConsole(parent=self.parent, manager=self,
	234	panel=self.fit_panel,
	235	title='Advanced Custom Model Editor',
	236	filename=filename)
[056b569]	237	self.put_icon(frame)
[f32d144]	238	frame.Show(True)
[7c8d3093]	239
[b25caad]	240	def delete_custom_model(self, event):
	241	"""
	242	Delete custom model file
	243	"""
	244	id = event.GetId()
	245	label = self.delete_menu.GetLabel(id)
	246	toks = os.path.splitext(label)
	247	path = os.path.join(models.find_plugins_dir(), toks[0])
	248	try:
	249	for ext in ['.py', '.pyc']:
	250	p_path = path + ext
	251	os.remove(p_path)
	252	self.update_custom_combo()
[19e614a]	253	if os.path.isfile(p_path):
	254	msg = "Sorry! Could not be able to delete the default "
	255	msg += "custom model... \n"
	256	msg += "Please manually remove the files (.py, .pyc) "
	257	msg += "in the 'plugin_models' folder \n"
[fd5ac0d]	258	msg += "inside of the SasView application, "
[19e614a]	259	msg += "and try it again."
	260	wx.MessageBox(msg, 'Info')
	261	#wx.PostEvent(self.parent, StatusEvent(status=msg, type='stop',
	262	# info='warning'))
	263	else:
	264	self.delete_menu.Delete(id)
	265	for item in self.edit_menu.GetMenuItems():
	266	if item.GetLabel() == label:
	267	self.edit_menu.DeleteItem(item)
	268	msg = "The custom model, %s, has been deleted."% label
	269	wx.PostEvent(self.parent, StatusEvent(status=msg,
	270	type='stop', info='info'))
	271	break
[b25caad]	272	except:
	273	msg ='Delete Error: \nCould not delete the file; Check if in use.'
[19e614a]	274	wx.MessageBox(msg, 'Error')
[b25caad]	275
[7c8d3093]	276	def make_sum_model(self, event):
	277	"""
	278	Edit summodel template and make one
	279	"""
	280	id = event.GetId()
	281	model_manager = models.ModelManager()
	282	model_list = model_manager.get_model_name_list()
[796c4d4]	283	plug_dir = models.find_plugins_dir()
[fdef956]	284	textdial = TextDialog(None, self, -1, 'Easy Sum/Multi(p1, p2) Editor',
[796c4d4]	285	model_list, plug_dir)
[7c8d3093]	286	self.put_icon(textdial)
[f32d144]	287	textdial.ShowModal()
[7c8d3093]	288	textdial.Destroy()
[6f140f2]	289
	290	def make_new_model(self, event):
	291	"""
[f32d144]	292	Make new model
[6f140f2]	293	"""
[6057915]	294	if self.new_model_frame != None:
[6f140f2]	295	self.new_model_frame.Show(False)
[6057915]	296	self.new_model_frame.Show(True)
[6f140f2]	297	else:
	298	id = event.GetId()
	299	dir_path = models.find_plugins_dir()
	300	title = "New Custom Model Function"
[f32d144]	301	self.new_model_frame = EditorWindow(parent=self, base=self,
[6f140f2]	302	path=dir_path, title=title)
	303	self.put_icon(self.new_model_frame)
	304	self.new_model_frame.Show(True)
[7c8d3093]	305
[ed8fa6a3]	306	def update_custom_combo(self):
	307	"""
	308	Update custom model list in the fitpage combo box
	309	"""
[ea5fa58]	310	custom_model = 'Customized Models'
[ed8fa6a3]	311	try:
[b25caad]	312	# Update edit menus
	313	self.set_edit_menu_helper(self.parent, self.edit_custom_model)
	314	self.set_edit_menu_helper(self.parent, self.delete_custom_model)
[ed8fa6a3]	315	temp = self.fit_panel.reset_pmodel_list()
	316	if temp:
	317	# Set the new custom model list for all fit pages
	318	for uid, page in self.fit_panel.opened_pages.iteritems():
	319	if hasattr(page, "formfactorbox"):
	320	page.model_list_box = temp
[19e614a]	321	current_val = page.formfactorbox.GetLabel()
[ea5fa58]	322	#if page.plugin_rbutton.GetValue():
	323	mod_cat = page.categorybox.GetStringSelection()
	324	if mod_cat == custom_model:
[b9dd680]	325	#pos = page.formfactorbox.GetSelection()
	326	page._show_combox_helper()
	327	new_val = page.formfactorbox.GetLabel()
	328	if current_val != new_val and new_val != '':
	329	page.formfactorbox.SetLabel(new_val)
	330	else:
	331	page.formfactorbox.SetLabel(current_val)
[ed8fa6a3]	332	except:
	333	pass
	334
	335
[f32d144]	336	def set_edit_menu(self, owner):
[5d1c1f4]	337	"""
	338	Set list of the edit model menu labels
	339	"""
[7c8d3093]	340	id = wx.NewId()
[6f140f2]	341	#new_model_menu = wx.Menu()
[f32d144]	342	self.edit_model_menu.Append(id, 'New',
	343	'Add a new model function')
	344	wx.EVT_MENU(owner, id, self.make_new_model)
[6f140f2]	345	id = wx.NewId()
[fdef956]	346	self.edit_model_menu.Append(id, 'Sum\|Multi(p1, p2)',
[f32d144]	347	'Sum of two model functions')
	348	wx.EVT_MENU(owner, id, self.make_sum_model)
[7c8d3093]	349	e_id = wx.NewId()
[f32d144]	350	self.edit_menu = wx.Menu()
[7c8d3093]	351	self.edit_model_menu.AppendMenu(e_id,
[b25caad]	352	'Advanced', self.edit_menu)
	353	self.set_edit_menu_helper(owner, self.edit_custom_model)
	354
	355	d_id = wx.NewId()
[f32d144]	356	self.delete_menu = wx.Menu()
	357	self.edit_model_menu.AppendMenu(d_id,
	358	'Delete', self.delete_menu)
[b25caad]	359	self.set_edit_menu_helper(owner, self.delete_custom_model)
[7c8d3093]	360
[d83549c]	361	def set_edit_menu_helper(self, owner=None, menu=None):
[7c8d3093]	362	"""
	363	help for setting list of the edit model menu labels
	364	"""
[d83549c]	365	if menu == None:
	366	menu = self.edit_custom_model
[5d1c1f4]	367	list_fnames = os.listdir(models.find_plugins_dir())
[d2843a9]	368	list_fnames.sort()
	369	for f_item in list_fnames:
	370	name = os.path.basename(f_item)
[5d1c1f4]	371	toks = os.path.splitext(name)
[f32d144]	372	if toks[-1] == '.py' and not toks[0] == '__init__':
[b25caad]	373	if menu == self.edit_custom_model:
[f32d144]	374	if toks[0] == 'easy_sum_of_p1_p2':
[b25caad]	375	continue
	376	submenu = self.edit_menu
	377	else:
	378	submenu = self.delete_menu
[5d1c1f4]	379	has_file = False
[b25caad]	380	for item in submenu.GetMenuItems():
	381	if name == submenu.GetLabel(item.GetId()):
[5d1c1f4]	382	has_file = True
	383	if not has_file:
	384	id = wx.NewId()
[f32d144]	385	submenu.Append(id, name)
	386	wx.EVT_MENU(owner, id, menu)
[5d1c1f4]	387	has_file = False
	388
[056b569]	389	def put_icon(self, frame):
	390	"""
	391	Put icon in the frame title bar
	392	"""
	393	if hasattr(frame, "IsIconized"):
	394	if not frame.IsIconized():
	395	try:
	396	icon = self.parent.GetIcon()
	397	frame.SetIcon(icon)
	398	except:
[f32d144]	399	pass
	400
[51d47b5]	401	def on_add_sim_page(self, event):
[ed2ea6a]	402	"""
[5062bbf]	403	Create a page to access simultaneous fit option
[ed2ea6a]	404	"""
[fa02d95]	405	id = event.GetId()
[b6a181b]	406	caption = "Const & Simul Fit"
[fa02d95]	407	page = self.sim_page
	408	if id == self.id_batchfit:
[7b1ca97]	409	caption = "Combined Batch"
[fa02d95]	410	page = self.batch_page
	411
	412	def set_focus_page(page):
	413	page.Show(True)
	414	page.Refresh()
	415	page.SetFocus()
[ae84427]	416	#self.parent._mgr.Update()
[fa02d95]	417	msg = "%s already opened\n" % str(page.window_caption)
	418	wx.PostEvent(self.parent, StatusEvent(status=msg))
	419
	420	if page != None:
	421	return set_focus_page(page)
[b6a181b]	422	if caption == "Const & Simul Fit":
[fa02d95]	423	self.sim_page = self.fit_panel.add_sim_page(caption=caption)
	424	else:
	425	self.batch_page = self.fit_panel.add_sim_page(caption=caption)
[b28717b]	426
[d89f09b]	427	def help(self, evt):
	428	"""
[f32d144]	429	Show a general help dialog.
[d89f09b]	430	"""
[484faf7]	431	from help_panel import HelpWindow
[f32d144]	432	frame = HelpWindow(None, -1, 'HelpWindow')
[34ffeed]	433	if hasattr(frame, "IsIconized"):
	434	if not frame.IsIconized():
	435	try:
	436	icon = self.parent.GetIcon()
	437	frame.SetIcon(icon)
	438	except:
[f32d144]	439	pass
[2268d10]	440	frame.Show(True)
	441
[6bbeacd4]	442	def get_context_menu(self, plotpanel=None):
[d89f09b]	443	"""
[5062bbf]	444	Get the context menu items available for P(r).them allow fitting option
	445	for Data2D and Data1D only.
	446
	447	:param graph: the Graph object to which we attach the context menu
	448
	449	:return: a list of menu items with call-back function
	450
[f32d144]	451	:note: if Data1D was generated from Theory1D
[5062bbf]	452	the fitting option is not allowed
	453
[d89f09b]	454	"""
[940aca7]	455	self.plot_panel = plotpanel
[6bbeacd4]	456	graph = plotpanel.graph
[484faf7]	457	fit_option = "Select data for fitting"
	458	fit_hint = "Dialog with fitting parameters "
[6bbeacd4]	459
	460	if graph.selected_plottable not in plotpanel.plots:
	461	return []
	462	item = plotpanel.plots[graph.selected_plottable]
[f32d144]	463	if item.__class__.__name__ is "Data2D":
	464	if hasattr(item, "is_data"):
[6bbeacd4]	465	if item.is_data:
	466	return [[fit_option, fit_hint, self._onSelect]]
	467	else:
	468	return []
	469	return [[fit_option, fit_hint, self._onSelect]]
	470	else:
	471
	472	# if is_data is true , this in an actual data loaded
	473	#else it is a data created from a theory model
[f32d144]	474	if hasattr(item, "is_data"):
[6bbeacd4]	475	if item.is_data:
[f32d144]	476	return [[fit_option, fit_hint, self._onSelect]]
[6bbeacd4]	477	else:
[f32d144]	478	return []
[940aca7]	479	return [[fit_option, fit_hint, self._onSelect]]
[f32d144]	480	return []
[d89f09b]	481
	482	def get_panels(self, parent):
	483	"""
[5062bbf]	484	Create and return a list of panel objects
[d89f09b]	485	"""
	486	self.parent = parent
[75fbd17]	487	#self.parent.Bind(EVT_FITSTATE_UPDATE, self.on_set_state_helper)
[d89f09b]	488	# Creation of the fit panel
[ae84427]	489	self.frame = MDIFrame(self.parent, None, 'None', (100, 200))
	490	self.fit_panel = FitPanel(parent=self.frame, manager=self)
	491	self.frame.set_panel(self.fit_panel)
	492	self._frame_set_helper()
[6bbeacd4]	493	self.on_add_new_page(event=None)
[f93dfcb]	494	#Set the manager for the main panel
[d89f09b]	495	self.fit_panel.set_manager(self)
	496	# List of windows used for the perspective
	497	self.perspective = []
	498	self.perspective.append(self.fit_panel.window_name)
[ed4aef2]	499
	500	self.result_frame = MDIFrame(self.parent, None, ResultPanel.window_caption, (220, 200))
	501	self.result_panel = ResultPanel(parent=self.result_frame, manager=self)
	502	self.perspective.append(self.result_panel.window_name)
[6bbeacd4]	503
[3b19ac9]	504	#index number to create random model name
	505	self.index_model = 0
[f32d144]	506	self.index_theory = 0
[32673ac]	507	self.parent.Bind(EVT_SLICER_PANEL, self._on_slicer_event)
[848a2ef]	508	self.parent.Bind(EVT_SLICER_PARS_UPDATE, self._onEVT_SLICER_PANEL)
[ae84427]	509	#self.parent._mgr.Bind(wx.aui.EVT_AUI_PANE_CLOSE,self._onclearslicer)
[3bf4a032]	510	#Create reader when fitting panel are created
[f32d144]	511	self.state_reader = Reader(self.set_state)
	512	#append that reader to list of available reader
[3bf4a032]	513	loader = Loader()
	514	loader.associate_file_reader(".fitv", self.state_reader)
[f93dfcb]	515	#Send the fitting panel to guiframe
[f32d144]	516	self.mypanels.append(self.fit_panel)
[ed4aef2]	517	self.mypanels.append(self.result_panel)
[568e1a5]	518	return self.mypanels
[232c3db]	519
[90a7bbd]	520	def clear_panel(self):
	521	"""
	522	"""
[81f00d7]	523	self.fit_panel.clear_panel()
[90a7bbd]	524
[17553ae]	525	def delete_data(self, data):
[8ee56a9]	526	"""
	527	delete the given data from panel
	528	"""
	529	self.fit_panel.delete_data(data)
	530
[e88ebfd]	531	def set_data(self, data_list=None):
[a0da535]	532	"""
	533	receive a list of data to fit
	534	"""
[b2d9826]	535	if data_list is None:
	536	data_list = []
[c26a64b]	537	selected_data_list = []
[cc31608]	538	if self.batch_on:
	539	page = self.add_fit_page(data=data_list)
[c26a64b]	540	else:
[cc31608]	541	if len(data_list) > MAX_NBR_DATA:
	542	from fitting_widgets import DataDialog
	543	dlg = DataDialog(data_list=data_list, nb_data=MAX_NBR_DATA)
	544	if dlg.ShowModal() == wx.ID_OK:
	545	selected_data_list = dlg.get_data()
	546	dlg.Destroy()
	547
	548	else:
	549	selected_data_list = data_list
	550	try:
[5e48acb]	551	group_id = wx.NewId()
[cc31608]	552	for data in selected_data_list:
[5e48acb]	553	if data is not None:
[33b7954]	554	# 2D has no same group_id
	555	if data.__class__.__name__ == 'Data2D':
	556	group_id = wx.NewId()
[5e48acb]	557	data.group_id = group_id
[14774db]	558	if group_id not in data.list_group_id:
	559	data.list_group_id.append(group_id)
	560	page = self.add_fit_page(data=[data])
[cc31608]	561	except:
	562	msg = "Fitting Set_data: " + str(sys.exc_value)
	563	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error"))
[1b1bbf9]	564
[f32d144]	565	def set_theory(self, theory_list=None):
[e88ebfd]	566	"""
	567	"""
	568	#set the model state for a given theory_state:
	569	for item in theory_list:
	570	try:
	571	_, theory_state = item
	572	self.fit_panel.set_model_state(theory_state)
	573	except:
	574	msg = "Fitting: cannot deal with the theory received"
	575	logging.error("set_theory " + msg + "\n" + str(sys.exc_value))
[f32d144]	576	wx.PostEvent(self.parent,
	577	StatusEvent(status=msg, info="error"))
[a0da535]	578
[b63dc6e]	579	def set_state(self, state=None, datainfo=None, format=None):
[f83b94a]	580	"""
[5062bbf]	581	Call-back method for the fit page state reader.
[8897d66]	582	This method is called when a .fitv/.svs file is loaded.
[5062bbf]	583
[8897d66]	584	: param state: PageState object
	585	: param datainfo: data
[f83b94a]	586	"""
[90a7bbd]	587	#state = self.state_reader.get_state()
[b63dc6e]	588	if state != None:
[4bee68d]	589	state = state.clone()
[b63dc6e]	590	# store fitting state in temp_state
[f32d144]	591	self.temp_state.append(state)
[b63dc6e]	592	else:
	593	self.temp_state = []
[ef16f59]	594	# index to start with for a new set_state
	595	self.state_index = 0
[b63dc6e]	596	# state file format
	597	self.sfile_ext = format
[75fbd17]	598
	599	self.on_set_state_helper(event=None)
[ef16f59]	600
[f32d144]	601	def on_set_state_helper(self, event=None):
[4da35bc]	602	"""
[f32d144]	603	Set_state_helper. This actually sets state
[0fd2f27]	604	after plotting data from state file.
[ef16f59]	605
[f32d144]	606	: event: FitStateUpdateEvent called
[0fd2f27]	607	by dataloader.plot_data from guiframe
[4da35bc]	608	"""
[7a07864]	609	if len(self.temp_state) == 0:
[f32d144]	610	if self.state_index == 0 and len(self.mypanels) <= 0 \
	611	and self.sfile_ext == '.svs':
[b63dc6e]	612	self.temp_state = []
	613	self.state_index = 0
[4da35bc]	614	return
[3eb2811]	615
[ef16f59]	616	try:
	617	# Load fitting state
	618	state = self.temp_state[self.state_index]
[3eb2811]	619	#panel state should have model selection to set_state
	620	if state.formfactorcombobox != None:
	621	#set state
[75fbd17]	622	data = self.parent.create_gui_data(state.data)
	623	data.group_id = state.data.group_id
[f32d144]	624	self.parent.add_data(data_list={data.id: data})
[75fbd17]	625	wx.PostEvent(self.parent, NewPlotEvent(plot=data,
	626	title=data.title))
[f95301b]	627	#need to be fix later make sure we are sendind guiframe.data
	628	#to panel
	629	state.data = data
[f32d144]	630	page = self.fit_panel.set_state(state)
[3eb2811]	631	else:
	632	#just set data because set_state won't work
[75fbd17]	633	data = self.parent.create_gui_data(state.data)
	634	data.group_id = state.data.group_id
[f32d144]	635	self.parent.add_data(data_list={data.id: data})
[f95301b]	636	wx.PostEvent(self.parent, NewPlotEvent(plot=data,
	637	title=data.title))
[cc31608]	638	page = self.add_fit_page([data])
[2dbffcc]	639	caption = page.window_caption
[f32d144]	640	self.store_data(uid=page.uid, data_list=page.get_data_list(),
[2dbffcc]	641	caption=caption)
[f32d144]	642	self.mypanels.append(page)
[3eb2811]	643
[9b18735]	644	# get ready for the next set_state
[ef16f59]	645	self.state_index += 1
[9b18735]	646
[f32d144]	647	#reset state variables to default when all set_state is finished.
[ef16f59]	648	if len(self.temp_state) == self.state_index:
[9b18735]	649
[ef16f59]	650	self.temp_state = []
[b63dc6e]	651	#self.state_index = 0
[ef16f59]	652	# Make sure the user sees the fitting panel after loading
[f32d144]	653	#self.parent.set_perspective(self.perspective)
[75fbd17]	654	self.on_perspective(event=None)
[ef16f59]	655	except:
[f32d144]	656	self.state_index = 0
[8897d66]	657	self.temp_state = []
[ef16f59]	658	raise
[1b14795]	659
	660	def set_param2fit(self, uid, param2fit):
	661	"""
	662	Set the list of param names to fit for fitprobelm
	663	"""
	664	self.page_finder[uid].set_param2fit(param2fit)
[5e48acb]	665
	666	def set_graph_id(self, uid, graph_id):
	667	"""
	668	Set graph_id for fitprobelm
	669	"""
	670	self.page_finder[uid].set_graph_id(graph_id)
	671
	672	def get_graph_id(self, uid):
	673	"""
	674	Set graph_id for fitprobelm
	675	"""
[f32d144]	676	return self.page_finder[uid].get_graph_id()
[5e48acb]	677
[f32d144]	678	def save_fit_state(self, filepath, fitstate):
[f83b94a]	679	"""
[5062bbf]	680	save fit page state into file
[f83b94a]	681	"""
	682	self.state_reader.write(filename=filepath, fitstate=fitstate)
[55bb249c]	683
[f7ef313]	684	def set_fit_weight(self, uid, flag, is2d=False, fid=None):
[55bb249c]	685	"""
	686	Set the fit weights of a given page for all
[f32d144]	687	its data by default. If fid is provide then set the range
[55bb249c]	688	only for the data with fid as id
	689	:param uid: id corresponding to a fit page
	690	:param fid: id corresponding to a fit problem (data, model)
	691	:param weight: current dy data
	692	"""
	693	if uid in self.page_finder.keys():
[f7ef313]	694	self.page_finder[uid].set_weight(flag=flag, is2d=is2d)
[55bb249c]	695
[2dbffcc]	696	def set_fit_range(self, uid, qmin, qmax, fid=None):
[ca7a626]	697	"""
[2dbffcc]	698	Set the fitting range of a given page for all
[f32d144]	699	its data by default. If fid is provide then set the range
[2dbffcc]	700	only for the data with fid as id
	701	:param uid: id corresponding to a fit page
	702	:param fid: id corresponding to a fit problem (data, model)
	703	:param qmin: minimum value of the fit range
	704	:param qmax: maximum value of the fit range
[ca7a626]	705	"""
[2dbffcc]	706	if uid in self.page_finder.keys():
[f6933b8]	707	self.page_finder[uid].set_range(qmin=qmin, qmax=qmax, fid=fid)
	708
[f32d144]	709	def schedule_for_fit(self, value=0, uid=None):
[948add7]	710	"""
[5062bbf]	711	Set the fit problem field to 0 or 1 to schedule that problem to fit.
[f32d144]	712	Schedule the specified fitproblem or get the fit problem related to
[5062bbf]	713	the current page and set value.
[f32d144]	714	:param value: integer 0 or 1
[2dbffcc]	715	:param uid: the id related to a page contaning fitting information
	716	"""
[f32d144]	717	if uid in self.page_finder.keys():
[66ff250]	718	self.page_finder[uid].schedule_tofit(value)
[ca7a626]	719
[d89f09b]	720	def get_page_finder(self):
[5062bbf]	721	"""
	722	return self.page_finder used also by simfitpage.py
[f32d144]	723	"""
	724	return self.page_finder
[d89f09b]	725
[f32d144]	726	def set_page_finder(self, modelname, names, values):
[d89f09b]	727	"""
[5062bbf]	728	Used by simfitpage.py to reset a parameter given the string constrainst.
	729
[f32d144]	730	:param modelname: the name ot the model for with the parameter
[0fd2f27]	731	has to reset
[5062bbf]	732	:param value: can be a string in this case.
	733	:param names: the paramter name
[f32d144]	734	"""
[66ff250]	735	sim_page_id = self.sim_page.uid
	736	for uid, value in self.page_finder.iteritems():
[fa02d95]	737	if uid != sim_page_id and uid != self.batch_page.uid:
[6bbeacd4]	738	list = value.get_model()
[f93dfcb]	739	model = list[0]
[6bbeacd4]	740	if model.name == modelname:
	741	value.set_model_param(names, values)
[d89f09b]	742	break
[2db1d66]	743
[f32d144]	744	def split_string(self, item):
[d89f09b]	745	"""
[5062bbf]	746	receive a word containing dot and split it. used to split parameterset
	747	name into model name and parameter name example: ::
	748
[3b19ac9]	749	paramaterset (item) = M1.A
[5062bbf]	750	Will return model_name = M1 , parameter name = A
	751
[d89f09b]	752	"""
[6d8bad4]	753	if item.find(".") >= 0:
[7c8d3093]	754	param_names = re.split("\.", item)
[f32d144]	755	model_name = param_names[0]
[6d91073]	756	##Assume max len is 3; eg., M0.radius.width
	757	if len(param_names) == 3:
[7c8d3093]	758	param_name = param_names[1] + "." + param_names[2]
[6d91073]	759	else:
[f32d144]	760	param_name = param_names[1]
[7c8d3093]	761	return model_name, param_name
[2296316]	762
[6fe5100]	763	def on_bumps_options(self, event=None):
	764	from bumps.gui.fit_dialog import OpenFitOptions
	765	OpenFitOptions()
	766
[66ff250]	767	def stop_fit(self, uid):
[ed2ea6a]	768	"""
[5062bbf]	769	Stop the fit engine
[ed2ea6a]	770	"""
[66ff250]	771	if uid in self.fit_thread_list.keys():
	772	calc_fit = self.fit_thread_list[uid]
	773	if calc_fit is not None and calc_fit.isrunning():
	774	calc_fit.stop()
	775	msg = "Fit stop!"
	776	wx.PostEvent(self.parent, StatusEvent(status=msg, type="stop"))
[3ddc2c4]	777	del self.fit_thread_list[uid]
[66ff250]	778	#set the fit button label of page when fit stop is trigger from
	779	#simultaneous fit pane
[fa02d95]	780	sim_flag = self.sim_page is not None and uid == self.sim_page.uid
	781	batch_flag = self.batch_page is not None and uid == self.batch_page.uid
	782	if sim_flag or batch_flag:
[66ff250]	783	for uid, value in self.page_finder.iteritems():
	784	if value.get_scheduled() == 1:
	785	if uid in self.fit_panel.opened_pages.keys():
	786	panel = self.fit_panel.opened_pages[uid]
[fa02d95]	787	panel._on_fit_complete()
[6bbeacd4]	788
[2dbffcc]	789	def set_smearer(self, uid, smearer, fid, qmin=None, qmax=None, draw=True,
	790	enable_smearer=False):
	791	"""
	792	Get a smear object and store it to a fit problem of fid as id. If proper
	793	flag is enable , will plot the theory with smearing information.
	794
	795	:param smearer: smear object to allow smearing data of id fid
	796	:param enable_smearer: Define whether or not all (data, model) contained
	797	in the structure of id uid will be smeared before fitting.
	798	:param qmin: the maximum value of the theory plotting range
	799	:param qmax: the maximum value of the theory plotting range
	800	:param draw: Determine if the theory needs to be plot
[f32d144]	801	"""
[66ff250]	802	if uid not in self.page_finder.keys():
[2dbffcc]	803	return
	804	self.page_finder[uid].enable_smearing(flag=enable_smearer)
	805	self.page_finder[uid].set_smearer(smearer, fid=fid)
[6bbeacd4]	806	if draw:
	807	## draw model 1D with smeared data
[f32d144]	808	data = self.page_finder[uid].get_fit_data(fid=fid)
[2dbffcc]	809	if data is None:
	810	msg = "set_mearer requires at least data.\n"
	811	msg += "Got data = %s .\n" % str(data)
[269df2b]	812	return
	813	#raise ValueError, msg
[2dbffcc]	814	model = self.page_finder[uid].get_model(fid=fid)
[6bbeacd4]	815	if model is None:
	816	return
[2dbffcc]	817	enable1D = issubclass(data.__class__, Data1D)
	818	enable2D = issubclass(data.__class__, Data2D)
[6bbeacd4]	819	## if user has already selected a model to plot
	820	## redraw the model with data smeared
[2dbffcc]	821	smear = self.page_finder[uid].get_smearer(fid=fid)
[342dc442]	822
	823	# compute weight for the current data
	824	weight = self.page_finder[uid].get_weight(fid=fid)
	825
[66ff250]	826	self.draw_model(model=model, data=data, page_id=uid, smearer=smear,
[ba1f0b2]	827	enable1D=enable1D, enable2D=enable2D,
[342dc442]	828	qmin=qmin, qmax=qmax, weight=weight)
[f6aee42]	829	self._mac_sleep(0.2)
	830
	831	def _mac_sleep(self, sec=0.2):
[2dbffcc]	832	"""
	833	Give sleep to MAC
	834	"""
[f6aee42]	835	if ON_MAC:
[f32d144]	836	time.sleep(sec)
[2dbffcc]	837
[66ff250]	838	def draw_model(self, model, page_id, data=None, smearer=None,
[67e258c]	839	enable1D=True, enable2D=False,
[5ef55d2]	840	state=None,
[f64a4b7]	841	fid=None,
[fa65e99]	842	toggle_mode_on=False,
[f32d144]	843	qmin=None, qmax=None,
[e3f6ef5]	844	update_chisqr=True, weight=None, source='model'):
[ca7a626]	845	"""
[5062bbf]	846	Draw model.
	847
	848	:param model: the model to draw
	849	:param name: the name of the model to draw
	850	:param data: the data on which the model is based to be drawn
	851	:param description: model's description
	852	:param enable1D: if true enable drawing model 1D
	853	:param enable2D: if true enable drawing model 2D
	854	:param qmin: Range's minimum value to draw model
	855	:param qmax: Range's maximum value to draw model
	856	:param qstep: number of step to divide the x and y-axis
[2296316]	857	:param update_chisqr: update chisqr [bool]
[ed2ea6a]	858
[d89f09b]	859	"""
[62f851f]	860	#self.weight = weight
[f32d144]	861	if issubclass(data.__class__, Data1D) or not enable2D:
[f72333f]	862	## draw model 1D with no loaded data
[f32d144]	863	self._draw_model1D(model=model,
[67e258c]	864	data=data,
[66ff250]	865	page_id=page_id,
[f32d144]	866	enable1D=enable1D,
[67e258c]	867	smearer=smearer,
	868	qmin=qmin,
[f32d144]	869	qmax=qmax,
[f64a4b7]	870	fid=fid,
[62f851f]	871	weight=weight,
[fa65e99]	872	toggle_mode_on=toggle_mode_on,
[5ef55d2]	873	state=state,
[e3f6ef5]	874	update_chisqr=update_chisqr,
	875	source=source)
[f32d144]	876	else:
[f72333f]	877	## draw model 2D with no initial data
[ba1f0b2]	878	self._draw_model2D(model=model,
[66ff250]	879	page_id=page_id,
[67e258c]	880	data=data,
	881	enable2D=enable2D,
	882	smearer=smearer,
	883	qmin=qmin,
	884	qmax=qmax,
[f64a4b7]	885	fid=fid,
[d682c92]	886	weight=weight,
[5ef55d2]	887	state=state,
[fa65e99]	888	toggle_mode_on=toggle_mode_on,
[e3f6ef5]	889	update_chisqr=update_chisqr,
	890	source=source)
[2db1d66]	891
[922497f]	892	def onFit(self, uid):
[ca7a626]	893	"""
[2dbffcc]	894	Get series of data, model, associates parameters and range and send then
[f32d144]	895	to series of fit engines. Fit data and model, display result to
	896	corresponding panels.
[2dbffcc]	897	:param uid: id related to the panel currently calling this fit function.
[ca7a626]	898	"""
[233c121]	899	if uid is None: raise RuntimeError("no page to fit") # Should never happen
	900
	901	sim_page_uid = getattr(self.sim_page, 'uid', None)
	902	batch_page_uid = getattr(self.batch_page, 'uid', None)
	903
	904	if uid == sim_page_uid:
	905	fit_type = 'simultaneous'
	906	elif uid == batch_page_uid:
	907	fit_type = 'combined_batch'
[ca7a626]	908	else:
[233c121]	909	fit_type = 'single'
	910
[f32d144]	911	fitter_list = []
	912	sim_fitter = None
[233c121]	913	if fit_type == 'simultaneous':
[f32d144]	914	#simulatanous fit only one engine need to be created
	915	sim_fitter = Fit(self._fit_engine)
[fa02d95]	916	sim_fitter.fitter_id = self.sim_page.uid
[f32d144]	917	fitter_list.append(sim_fitter)
[233c121]	918
[67e258c]	919	self.current_pg = None
[66ff250]	920	list_page_id = []
[922497f]	921	fit_id = 0
[233c121]	922	for page_id, page_info in self.page_finder.iteritems():
[dc613d6]	923	# For simulfit (uid give with None), do for-loop
	924	# if uid is specified (singlefit), do it only on the page.
[233c121]	925	if page_id in (sim_page_uid, batch_page_uid): continue
	926	if fit_type == "single" and page_id != uid: continue
	927
[d89f09b]	928	try:
[233c121]	929	if page_info.get_scheduled() == 1:
	930	page_info.nbr_residuals_computed = 0
[66ff250]	931	page = self.fit_panel.get_page_by_id(page_id)
[f32d144]	932	self.set_fit_weight(uid=page.uid,
[7ee79cb]	933	flag=page.get_weight_flag(),
[f32d144]	934	is2d=page._is_2D())
[233c121]	935	if not page.param_toFit:
	936	msg = "No fitting parameters for %s"%page.window_caption
	937	wx.PostEvent(page.parent.parent,
	938	StatusEvent(status=msg, info="error",
	939	type="stop"))
	940	return False
	941	if not page._update_paramv_on_fit():
[31469d50]	942	msg = "Fitting range or parameter values are"
[f32d144]	943	msg += " invalid in %s" % \
[31469d50]	944	page.window_caption
[f32d144]	945	wx.PostEvent(page.parent.parent,
	946	StatusEvent(status=msg, info="error",
[31469d50]	947	type="stop"))
[233c121]	948	return False
	949
	950	pars = [str(element[1]) for element in page.param_toFit]
	951	fitproblem_list = page_info.values()
[7bd6cfae]	952	for fitproblem in fitproblem_list:
[922497f]	953	if sim_fitter is None:
[f32d144]	954	fitter = Fit(self._fit_engine)
[fa02d95]	955	fitter.fitter_id = page_id
[f32d144]	956	fitter_list.append(fitter)
[922497f]	957	else:
	958	fitter = sim_fitter
[233c121]	959	self._add_problem_to_fit(fitproblem=fitproblem,
[f32d144]	960	pars=pars,
	961	fitter=fitter,
[233c121]	962	fit_id=fit_id)
[922497f]	963	fit_id += 1
[66ff250]	964	list_page_id.append(page_id)
[233c121]	965	page_info.clear_model_param()
[986da97]	966	except KeyboardInterrupt:
	967	msg = "Fitting terminated"
	968	wx.PostEvent(self.parent, StatusEvent(status=msg, info="info",
	969	type="stop"))
[233c121]	970	return True
[d89f09b]	971	except:
[233c121]	972	msg = "Fitting error: %s" % str(sys.exc_value)
[ba1f0b2]	973	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error",
	974	type="stop"))
[233c121]	975	return False
[e54d2c32]	976	## If a thread is already started, stop it
	977	#if self.calc_fit!= None and self.calc_fit.isrunning():
	978	# self.calc_fit.stop()
[a2cb1f9]	979	msg = "Fitting is in progress..."
[f32d144]	980	wx.PostEvent(self.parent, StatusEvent(status=msg, type="progress"))
[a2cb1f9]	981
[386ffe1]	982	#Handler used for fit engine displayed message
[66ff250]	983	handler = ConsoleUpdate(parent=self.parent,
	984	manager=self,
	985	improvement_delta=0.1)
[f6aee42]	986	self._mac_sleep(0.2)
[f32d144]	987
[05fb6d12]	988	# batch fit
[233c121]	989	batch_inputs = {}
	990	batch_outputs = {}
[bf5e985]	991	if fit_type == "simultaneous":
	992	page = self.sim_page
	993	elif fit_type == "combined_batch":
	994	page = self.batch_page
	995	else:
	996	page = self.fit_panel.get_page_by_id(uid)
[233c121]	997	if page.batch_on:
[f32d144]	998	calc_fit = FitThread(handler=handler,
	999	fn=fitter_list,
	1000	pars=pars,
	1001	batch_inputs=batch_inputs,
	1002	batch_outputs=batch_outputs,
	1003	page_id=list_page_id,
	1004	completefn=self._batch_fit_complete,
	1005	reset_flag=self.batch_reset_flag)
[e54d2c32]	1006	else:
	1007	## Perform more than 1 fit at the time
[58e0c83]	1008	calc_fit = FitThread(handler=handler,
[cc31608]	1009	fn=fitter_list,
[33dd2e5]	1010	batch_inputs=batch_inputs,
	1011	batch_outputs=batch_outputs,
[66ff250]	1012	page_id=list_page_id,
[2296316]	1013	updatefn=handler.update_fit,
[386ffe1]	1014	completefn=self._fit_completed)
[233c121]	1015	#self.fit_thread_list[current_page_id] = calc_fit
	1016	self.fit_thread_list[uid] = calc_fit
[a2cb1f9]	1017	calc_fit.queue()
[233c121]	1018	calc_fit.ready(2.5)
[cc31608]	1019	msg = "Fitting is in progress..."
[f32d144]	1020	wx.PostEvent(self.parent, StatusEvent(status=msg, type="progress"))
[cc31608]	1021
[233c121]	1022	return True
	1023
[2dbffcc]	1024	def remove_plot(self, uid, fid=None, theory=False):
[2f189dc]	1025	"""
[5062bbf]	1026	remove model plot when a fit page is closed
[2dbffcc]	1027	:param uid: the id related to the fitpage to close
	1028	:param fid: the id of the fitproblem(data, model, range,etc)
[2f189dc]	1029	"""
[2dbffcc]	1030	if uid not in self.page_finder.keys():
	1031	return
	1032	fitproblemList = self.page_finder[uid].get_fit_problem(fid)
	1033	for fitproblem in fitproblemList:
	1034	data = fitproblem.get_fit_data()
	1035	model = fitproblem.get_model()
	1036	plot_id = None
	1037	if model is not None:
[6d8bad4]	1038	plot_id = data.id + model.name
[2dbffcc]	1039	if theory:
[e1bc51d]	1040	plot_id = data.id + model.name
[2dbffcc]	1041	group_id = data.group_id
	1042	wx.PostEvent(self.parent, NewPlotEvent(id=plot_id,
[f32d144]	1043	group_id=group_id,
	1044	action='remove'))
[edcbd467]	1045
[2dbffcc]	1046	def store_data(self, uid, data_list=None, caption=None):
[31b0c47]	1047	"""
[2dbffcc]	1048	Recieve a list of data and store them ans well as a caption of
	1049	the fit page where they come from.
	1050	:param uid: if related to a fit page
	1051	:param data_list: list of data to fit
	1052	:param caption: caption of the window related to these data
[31b0c47]	1053	"""
[cc31608]	1054	if data_list is None:
	1055	data_list = []
[f7ef313]	1056
[2dbffcc]	1057	self.page_finder[uid].set_fit_data(data=data_list)
	1058	if caption is not None:
	1059	self.page_finder[uid].set_fit_tab_caption(caption=caption)
[f7ef313]	1060
[6bbeacd4]	1061	def on_add_new_page(self, event=None):
[edcbd467]	1062	"""
[6bbeacd4]	1063	ask fit panel to create a new empty page
[edcbd467]	1064	"""
	1065	try:
[6bbeacd4]	1066	page = self.fit_panel.add_empty_page()
[6450d8c]	1067	# add data associated to the page created
[f32d144]	1068	if page != None:
[f304194]	1069	wx.PostEvent(self.parent, StatusEvent(status="Page Created",
[31b0c47]	1070	info="info"))
[edcbd467]	1071	else:
[f304194]	1072	msg = "Page was already Created"
[a0da535]	1073	wx.PostEvent(self.parent, StatusEvent(status=msg,
	1074	info="warning"))
[edcbd467]	1075	except:
[2dbffcc]	1076	msg = "Creating Fit page: %s"%sys.exc_value
	1077	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error"))
[6bbeacd4]	1078
	1079	def add_fit_page(self, data):
	1080	"""
	1081	given a data, ask to the fitting panel to create a new fitting page,
	1082	get this page and store it into the page_finder of this plug-in
[2dbffcc]	1083	:param data: is a list of data
[6bbeacd4]	1084	"""
	1085	page = self.fit_panel.set_data(data)
[7f76f89]	1086	# page could be None when loading state files
	1087	if page == None:
	1088	return page
[6bbeacd4]	1089	#append Data1D to the panel containing its theory
	1090	#if theory already plotted
[66ff250]	1091	if page.uid in self.page_finder:
[cc31608]	1092	data = page.get_data()
[2dbffcc]	1093	theory_data = self.page_finder[page.uid].get_theory_data(data.id)
[6bbeacd4]	1094	if issubclass(data.__class__, Data2D):
[e88ebfd]	1095	data.group_id = wx.NewId()
[a5701e6]	1096	if theory_data is not None:
[66ff250]	1097	group_id = str(page.uid) + " Model1D"
[f32d144]	1098	wx.PostEvent(self.parent,
[a5701e6]	1099	NewPlotEvent(group_id=group_id,
	1100	action="delete"))
[0fd2f27]	1101	self.parent.update_data(prev_data=theory_data,
[f32d144]	1102	new_data=data)
[6bbeacd4]	1103	else:
	1104	if theory_data is not None:
[66ff250]	1105	group_id = str(page.uid) + " Model2D"
[e88ebfd]	1106	data.group_id = theory_data.group_id
[a5701e6]	1107	wx.PostEvent(self.parent,
	1108	NewPlotEvent(group_id=group_id,
	1109	action="delete"))
[0fd2f27]	1110	self.parent.update_data(prev_data=theory_data,
[f32d144]	1111	new_data=data)
	1112	self.store_data(uid=page.uid, data_list=page.get_data_list(),
[2dbffcc]	1113	caption=page.window_caption)
[33dd2e5]	1114	if self.sim_page is not None and not self.batch_on:
[6bbeacd4]	1115	self.sim_page.draw_page()
[fa02d95]	1116	if self.batch_page is not None and self.batch_on:
	1117	self.batch_page.draw_page()
	1118
[1b1bbf9]	1119	return page
[6bbeacd4]	1120
[848a2ef]	1121	def _onEVT_SLICER_PANEL(self, event):
	1122	"""
[f32d144]	1123	receive and event telling to update a panel with a name starting with
	1124	event.panel_name. this method update slicer panel
[2e08a9f]	1125	for a given interactor.
[5062bbf]	1126
[f32d144]	1127	:param event: contains type of slicer , paramaters for updating
[2e08a9f]	1128	the panel and panel_name to find the slicer 's panel concerned.
[848a2ef]	1129	"""
[ae84427]	1130	event.panel_name
[848a2ef]	1131	for item in self.parent.panels:
[0fd2f27]	1132	name = event.panel_name
	1133	if self.parent.panels[item].window_caption.startswith(name):
[848a2ef]	1134	self.parent.panels[item].set_slicer(event.type, event.params)
[df4c3ad]	1135
[ae84427]	1136	#self.parent._mgr.Update()
[b324aa9]	1137
[f32d144]	1138	def _closed_fitpage(self, event):
[848a2ef]	1139	"""
[f32d144]	1140	request fitpanel to close a given page when its unique data is removed
[5062bbf]	1141	from the plot. close fitpage only when the a loaded data is removed
[f32d144]	1142	"""
[784e2fa]	1143	if event is None or event.data is None:
	1144	return
[f32d144]	1145	if hasattr(event.data, "is_data"):
[a0da535]	1146	if not event.data.is_data or \
[66ff250]	1147	event.data.__class__.__name__ == "Data1D":
[f32d144]	1148	self.fit_panel.close_page_with_data(event.data)
[2dbffcc]	1149
[dc613d6]	1150	def _reset_schedule_problem(self, value=0, uid=None):
[6f023e8]	1151	"""
[5062bbf]	1152	unschedule or schedule all fitproblem to be fit
[6f023e8]	1153	"""
[dc613d6]	1154	# case that uid is not specified
	1155	if uid == None:
	1156	for page_id in self.page_finder.keys():
	1157	self.page_finder[page_id].schedule_tofit(value)
	1158	# when uid is given
	1159	else:
[2dbffcc]	1160	if uid in self.page_finder.keys():
	1161	self.page_finder[uid].schedule_tofit(value)
[dc613d6]	1162
[233c121]	1163	def _add_problem_to_fit(self, fitproblem, pars, fitter, fit_id):
[2140e68]	1164	"""
[2dbffcc]	1165	Create and set fit engine with series of data and model
	1166	:param pars: list of fittable parameters
	1167	:param fitter_list: list of fit engine
[f32d144]	1168	:param value: structure storing data mapped to their model, range etc.
[2140e68]	1169	"""
[922497f]	1170	data = fitproblem.get_fit_data()
	1171	model = fitproblem.get_model()
	1172	smearer = fitproblem.get_smearer()
	1173	qmin, qmax = fitproblem.get_range()
[29a4024]	1174
[922497f]	1175	#Extra list of parameters and their constraints
	1176	listOfConstraint = []
	1177	param = fitproblem.get_model_param()
	1178	if len(param) > 0:
	1179	for item in param:
	1180	## check if constraint
	1181	if item[0] != None and item[1] != None:
[f32d144]	1182	listOfConstraint.append((item[0], item[1]))
	1183	new_model = model
[41661a0]	1184	fitter.set_model(new_model, fit_id, pars, data=data,
	1185	constraints=listOfConstraint)
[f32d144]	1186	fitter.set_data(data=data, id=fit_id, smearer=smearer, qmin=qmin,
[922497f]	1187	qmax=qmax)
	1188	fitter.select_problem_for_fit(id=fit_id, value=1)
[7bd6cfae]	1189
[f32d144]	1190	def _onSelect(self, event):
	1191	"""
	1192	when Select data to fit a new page is created .Its reference is
[5062bbf]	1193	added to self.page_finder
[d89f09b]	1194	"""
[940aca7]	1195	panel = self.plot_panel
	1196	if panel == None:
	1197	raise ValueError, "Fitting:_onSelect: NonType panel"
[67e258c]	1198	Plugin.on_perspective(self, event=event)
[940aca7]	1199	self.select_data(panel)
[5e48acb]	1200
	1201	def select_data(self, panel):
	1202	"""
	1203	"""
[940aca7]	1204	for plottable in panel.graph.plottables:
[2fff4db]	1205	if plottable.__class__.__name__ in ["Data1D", "Theory1D"]:
[940aca7]	1206	data_id = panel.graph.selected_plottable
	1207	if plottable == panel.plots[data_id]:
[6bbeacd4]	1208	data = plottable
[cc31608]	1209	self.add_fit_page(data=[data])
[edcbd467]	1210	return
[c77d859]	1211	else:
[6bbeacd4]	1212	data = plottable
[cc31608]	1213	self.add_fit_page(data=[data])
[1c1436d]	1214
[66ff250]	1215	def update_fit(self, result=None, msg=""):
	1216	"""
	1217	"""
	1218	print "update_fit result", result
	1219
[f32d144]	1220	def _batch_fit_complete(self, result, pars, page_id,
[33dd2e5]	1221	batch_outputs, batch_inputs, elapsed=None):
[cc31608]	1222	"""
[f32d144]	1223	Display fit result in batch
[2dbffcc]	1224	:param result: list of objects received fromt fit engines
	1225	:param pars: list of fitted parameters names
	1226	:param page_id: list of page ids which called fit function
	1227	:param elapsed: time spent at the fitting level
[cc31608]	1228	"""
[92a5ac92]	1229	self._mac_sleep(0.2)
	1230	uid = page_id[0]
	1231	if uid in self.fit_thread_list.keys():
[f32d144]	1232	del self.fit_thread_list[uid]
[92a5ac92]	1233
[cc31608]	1234	self._update_fit_button(page_id)
[2bb37c3]	1235	t1 = time.time()
	1236	str_time = time.strftime("%a, %d %b %Y %H:%M:%S ", time.localtime(t1))
	1237	msg = "Fit completed on %s \n" % str_time
	1238	msg += "Duration time: %s s.\n" % str(elapsed)
[cc31608]	1239	wx.PostEvent(self.parent, StatusEvent(status=msg, info="info",
[f32d144]	1240	type="stop"))
[fa02d95]	1241
[33dd2e5]	1242	if batch_outputs is None:
	1243	batch_outputs = {}
[fa02d95]	1244
	1245	# format batch_outputs
	1246	batch_outputs["Chi2"] = []
	1247	#Don't like these loops
[f32d144]	1248	# Need to create dictionary of all fitted parameters
[fa02d95]	1249	# since the number of parameters can differ between each fit result
	1250	for list_res in result:
	1251	for res in list_res:
	1252	model, data = res.inputs[0]
	1253	if model is not None and hasattr(model, "model"):
	1254	model = model.model
	1255	#get all fittable parameters of the current model
	1256	for param in model.getParamList():
	1257	if param not in batch_outputs.keys():
	1258	batch_outputs[param] = []
	1259	for param in model.getDispParamList():
	1260	if not model.is_fittable(param) and \
	1261	param in batch_outputs.keys():
	1262	del batch_outputs[param]
	1263	# Add fitted parameters and their error
	1264	for param in res.param_list:
	1265	if param not in batch_outputs.keys():
	1266	batch_outputs[param] = []
	1267	err_param = "error on %s" % str(param)
	1268	if err_param not in batch_inputs.keys():
	1269	batch_inputs[err_param] = []
	1270	msg = ""
	1271	for list_res in result:
	1272	for res in list_res:
	1273	pid = res.fitter_id
	1274	model, data = res.inputs[0]
	1275	correct_result = False
	1276	if model is not None and hasattr(model, "model"):
	1277	model = model.model
[fd5ac0d]	1278	if data is not None and hasattr(data, "sas_data"):
	1279	data = data.sas_data
[fa02d95]	1280
	1281	is_data2d = issubclass(data.__class__, Data2D)
	1282	#check consistency of arrays
	1283	if not is_data2d:
	1284	if len(res.theory) == len(res.index[res.index]) and \
	1285	len(res.index) == len(data.y):
[46c4ccb]	1286	correct_result = True
[fa02d95]	1287	else:
	1288	copy_data = deepcopy(data)
	1289	new_theory = copy_data.data
	1290	new_theory[res.index] = res.theory
[f32d144]	1291	new_theory[res.index == False] = numpy.nan
[fa02d95]	1292	correct_result = True
	1293	#get all fittable parameters of the current model
	1294	param_list = model.getParamList()
	1295	for param in model.getDispParamList():
	1296	if not model.is_fittable(param) and \
	1297	param in param_list:
[f32d144]	1298	param_list.remove(param)
[fa02d95]	1299	if not correct_result or res.fitness is None or \
	1300	not numpy.isfinite(res.fitness) or \
	1301	numpy.any(res.pvec == None) or not \
	1302	numpy.all(numpy.isfinite(res.pvec)):
	1303	data_name = str(None)
	1304	if data is not None:
	1305	data_name = str(data.name)
	1306	model_name = str(None)
	1307	if model is not None:
	1308	model_name = str(model.name)
[f32d144]	1309	msg += "Data %s and Model %s did not fit.\n" % (data_name,
[fa02d95]	1310	model_name)
	1311	ERROR = numpy.NAN
	1312	cell = BatchCell()
	1313	cell.label = res.fitness
	1314	cell.value = res.fitness
	1315	batch_outputs["Chi2"].append(ERROR)
	1316	for param in param_list:
	1317	# save value of fixed parameters
	1318	if param not in res.param_list:
	1319	batch_outputs[str(param)].append(ERROR)
	1320	else:
[4a52223]	1321	#save only fitted values
[fa02d95]	1322	batch_outputs[param].append(ERROR)
	1323	batch_inputs["error on %s" % str(param)].append(ERROR)
	1324	else:
[f32d144]	1325	# ToDo: Why sometimes res.pvec comes with numpy.float64?
[26e1001]	1326	# Need to fix it within ScipyEngine
[f32d144]	1327	if res.pvec.__class__ == numpy.float64:
[26e1001]	1328	res.pvec = [res.pvec]
	1329
[fa02d95]	1330	cell = BatchCell()
	1331	cell.label = res.fitness
	1332	cell.value = res.fitness
	1333	batch_outputs["Chi2"].append(cell)
	1334	# add parameters to batch_results
	1335	for param in param_list:
	1336	# save value of fixed parameters
	1337	if param not in res.param_list:
	1338	batch_outputs[str(param)].append(model.getParam(param))
	1339	else:
	1340	index = res.param_list.index(param)
[47d9be79]	1341	#save only fitted values
[fa02d95]	1342	batch_outputs[param].append(res.pvec[index])
	1343	if res.stderr is not None and \
	1344	len(res.stderr) == len(res.param_list):
[15f68ce]	1345	item = res.stderr[index]
[fa02d95]	1346	batch_inputs["error on %s" % param].append(item)
[356d2d3]	1347	else:
	1348	batch_inputs["error on %s" % param].append('-')
[fa02d95]	1349	model.setParam(param, res.pvec[index])
[f32d144]	1350	#fill the batch result with emtpy value if not in the current
[fa02d95]	1351	#model
	1352	EMPTY = "-"
	1353	for key in batch_outputs.keys():
	1354	if key not in param_list and key not in ["Chi2", "Data"]:
	1355	batch_outputs[key].append(EMPTY)
	1356
	1357	self.page_finder[pid].set_batch_result(batch_inputs=batch_inputs,
[f32d144]	1358	batch_outputs=batch_outputs)
[fa02d95]	1359
	1360	cpage = self.fit_panel.get_page_by_id(pid)
	1361	cpage._on_fit_complete()
	1362	self.page_finder[pid][data.id].set_result(res)
	1363	fitproblem = self.page_finder[pid][data.id]
	1364	qmin, qmax = fitproblem.get_range()
[a5f6748]	1365	plot_result = False
	1366	if correct_result:
[fa02d95]	1367	if not is_data2d:
[7619f50]	1368	self._complete1D(x=data.x[res.index], y=res.theory, page_id=pid,
[f32d144]	1369	elapsed=None,
	1370	index=res.index, model=model,
	1371	weight=None, fid=data.id,
	1372	toggle_mode_on=False, state=None,
	1373	data=data, update_chisqr=False,
	1374	source='fit', plot_result=plot_result)
[fa02d95]	1375	else:
	1376	self._complete2D(image=new_theory, data=data,
[f32d144]	1377	model=model,
	1378	page_id=pid, elapsed=None,
	1379	index=res.index,
	1380	qmin=qmin,
	1381	qmax=qmax, fid=data.id, weight=None,
	1382	toggle_mode_on=False, state=None,
	1383	update_chisqr=False,
	1384	source='fit', plot_result=plot_result)
	1385	self.on_set_batch_result(page_id=pid,
	1386	fid=data.id,
	1387	batch_outputs=batch_outputs,
[fa02d95]	1388	batch_inputs=batch_inputs)
[4a52223]	1389
[986da97]	1390	wx.PostEvent(self.parent, StatusEvent(status=msg, error="info",
[f32d144]	1391	type="stop"))
[1ac202f]	1392	# Remove parameters that are not shown
	1393	cpage = self.fit_panel.get_page_by_id(uid)
	1394	tbatch_outputs = {}
	1395	shownkeystr = cpage.get_copy_params()
	1396	for key in batch_outputs.keys():
[f32d144]	1397	if key in ["Chi2", "Data"] or shownkeystr.count(key) > 0:
[1ac202f]	1398	tbatch_outputs[key] = batch_outputs[key]
	1399
[f32d144]	1400	wx.CallAfter(self.parent.on_set_batch_result, tbatch_outputs,
	1401	batch_inputs, self.sub_menu)
[92a5ac92]	1402
[f64a4b7]	1403	def on_set_batch_result(self, page_id, fid, batch_outputs, batch_inputs):
	1404	"""
	1405	"""
[f32d144]	1406	pid = page_id
[f64a4b7]	1407	if fid not in self.page_finder[pid]:
	1408	return
	1409	fitproblem = self.page_finder[pid][fid]
	1410	index = self.page_finder[pid].nbr_residuals_computed - 1
[f32d144]	1411	residuals = fitproblem.get_residuals()
[f64a4b7]	1412	theory_data = fitproblem.get_theory_data()
	1413	data = fitproblem.get_fit_data()
	1414	model = fitproblem.get_model()
	1415	#fill batch result information
	1416	if "Data" not in batch_outputs.keys():
	1417	batch_outputs["Data"] = []
[79492222]	1418	from sas.guiframe.data_processor import BatchCell
[ec9a635]	1419	cell = BatchCell()
	1420	cell.label = data.name
	1421	cell.value = index
[6b3edc1]	1422
[ec9a635]	1423	if theory_data != None:
[6b3edc1]	1424	#Suucessful fit
	1425	theory_data.id = wx.NewId()
[b5fe787]	1426	theory_data.name = model.name + "[%s]" % str(data.name)
[e80e704]	1427	if issubclass(theory_data.__class__, Data2D):
	1428	group_id = wx.NewId()
	1429	theory_data.group_id = group_id
	1430	if group_id not in theory_data.list_group_id:
	1431	theory_data.list_group_id.append(group_id)
	1432
[ec9a635]	1433	try:
	1434	# associate residuals plot
[e80e704]	1435	if issubclass(residuals.__class__, Data2D):
	1436	group_id = wx.NewId()
	1437	residuals.group_id = group_id
	1438	if group_id not in residuals.list_group_id:
	1439	residuals.list_group_id.append(group_id)
[ec9a635]	1440	batch_outputs["Chi2"][index].object = [residuals]
	1441	except:
	1442	pass
	1443
	1444	cell.object = [data, theory_data]
	1445	batch_outputs["Data"].append(cell)
	1446	for key, value in data.meta_data.iteritems():
	1447	if key not in batch_inputs.keys():
	1448	batch_inputs[key] = []
[98fdccd]	1449	#if key.lower().strip() != "loader":
	1450	batch_inputs[key].append(value)
[ec9a635]	1451	param = "temperature"
	1452	if hasattr(data.sample, param):
	1453	if param not in batch_inputs.keys():
[f32d144]	1454	batch_inputs[param] = []
[ec9a635]	1455	batch_inputs[param].append(data.sample.temperature)
	1456
[6a4002d]	1457	def _fit_completed(self, result, page_id, batch_outputs,
[f32d144]	1458	batch_inputs=None, pars=None, elapsed=None):
[c77d859]	1459	"""
[2dbffcc]	1460	Display result of the fit on related panel(s).
	1461	:param result: list of object generated when fit ends
	1462	:param pars: list of names of parameters fitted
	1463	:param page_id: list of page ids which called fit function
	1464	:param elapsed: time spent at the fitting level
[c77d859]	1465	"""
[2bb37c3]	1466	t1 = time.time()
	1467	str_time = time.strftime("%a, %d %b %Y %H:%M:%S ", time.localtime(t1))
	1468	msg = "Fit completed on %s \n" % str_time
	1469	msg += "Duration time: %s s.\n" % str(elapsed)
	1470	wx.PostEvent(self.parent, StatusEvent(status=msg, info="info",
	1471	type="stop"))
[ed4aef2]	1472	wx.PostEvent(self.result_panel, PlotResultEvent(result=result))
[2bb37c3]	1473	self._update_fit_button(page_id)
[922497f]	1474	result = result[0]
[dc613d6]	1475	self.fit_thread_list = {}
[66ff250]	1476	if page_id is None:
	1477	page_id = []
[f32d144]	1478	## fit more than 1 model at the same time
	1479	self._mac_sleep(0.2)
[ca7a626]	1480	try:
[6a4002d]	1481	index = 0
	1482	for uid in page_id:
	1483	res = result[index]
[7643ba2]	1484	if res.fitness is None or \
[6a4002d]	1485	not numpy.isfinite(res.fitness) or \
	1486	numpy.any(res.pvec == None) or \
	1487	not numpy.all(numpy.isfinite(res.pvec)):
	1488	msg = "Fitting did not converge!!!"
[f32d144]	1489	wx.PostEvent(self.parent,
	1490	StatusEvent(status=msg,
[6a4002d]	1491	info="warning",
	1492	type="stop"))
	1493	self._update_fit_button(page_id)
	1494	else:
[0438933]	1495	#set the panel when fit result are float not list
[f32d144]	1496	if res.pvec.__class__ == numpy.float64:
[0438933]	1497	pvec = [res.pvec]
	1498	else:
	1499	pvec = res.pvec
[f32d144]	1500	if res.stderr.__class__ == numpy.float64:
[0438933]	1501	stderr = [res.stderr]
	1502	else:
	1503	stderr = res.stderr
[7643ba2]	1504	cpage = self.fit_panel.get_page_by_id(uid)
[f32d144]	1505	# Make sure we got all results
[7643ba2]	1506	#(CallAfter is important to MAC)
[8b1d759]	1507	try:
	1508	#if res != None:
[f32d144]	1509	wx.CallAfter(cpage.onsetValues, res.fitness,
	1510	res.param_list,
[8b1d759]	1511	pvec, stderr)
	1512	index += 1
	1513	wx.CallAfter(cpage._on_fit_complete)
[986da97]	1514	except KeyboardInterrupt:
	1515	msg = "Singular point: Fitting Stoped."
	1516	wx.PostEvent(self.parent, StatusEvent(status=msg,
	1517	info="info",
	1518	type="stop"))
[8b1d759]	1519	except:
[2d0756a5]	1520	msg = "Singular point: Fitting Error occurred."
[f32d144]	1521	wx.PostEvent(self.parent, StatusEvent(status=msg,
	1522	info="error",
	1523	type="stop"))
[8b1d759]	1524
[6a4002d]	1525	except:
[2d9c7266]	1526	msg = "Fit completed but Following"
	1527	msg += " warning occurred: %s" % sys.exc_value
	1528	wx.PostEvent(self.parent, StatusEvent(status=msg, info="warning",
[2296316]	1529	type="stop"))
[6a4002d]	1530
[12cd4ec]	1531	def _update_fit_button(self, page_id):
	1532	"""
	1533	Update Fit button when fit stopped
	1534
	1535	: parameter page_id: fitpage where the button is
	1536	"""
[37290c4]	1537	if page_id.__class__.__name__ != 'list':
	1538	page_id = [page_id]
[f32d144]	1539	for uid in page_id:
[12cd4ec]	1540	page = self.fit_panel.get_page_by_id(uid)
	1541	page._on_fit_complete()
	1542
[c77d859]	1543	def _on_show_panel(self, event):
[5062bbf]	1544	"""
	1545	"""
	1546	pass
[da6fd1a]	1547
	1548	def on_reset_batch_flag(self, event):
	1549	"""
	1550	Set batch_reset_flag
	1551	"""
	1552	event.Skip()
[dafc36f]	1553	if self.menu1 == None:
	1554	return
[da6fd1a]	1555	menu_item = self.menu1.FindItemById(self.id_reset_flag)
	1556	flag = menu_item.IsChecked()
	1557	if not flag:
	1558	menu_item.Check(False)
	1559	self.batch_reset_flag = True
	1560	else:
	1561	menu_item.Check(True)
	1562	self.batch_reset_flag = False
[5062bbf]	1563
[da6fd1a]	1564	## post a message to status bar
	1565	msg = "Set Chain Fitting: %s" % str(not self.batch_reset_flag)
[f32d144]	1566	wx.PostEvent(self.parent,
[da6fd1a]	1567	StatusEvent(status=msg))
	1568
[386ffe1]	1569
[c77d859]	1570	def _on_slicer_event(self, event):
	1571	"""
[f32d144]	1572	Receive a panel as event and send it to guiframe
[5062bbf]	1573
	1574	:param event: event containing a panel
	1575
[c77d859]	1576	"""
[5062bbf]	1577	if event.panel is not None:
[c77d859]	1578	new_panel = event.panel
[c3435b7f]	1579	self.slicer_panels.append(event.panel)
[c77d859]	1580	# Set group ID if available
[ae84427]	1581	event_id = self.parent.popup_panel(event.panel)
	1582	event.panel.uid = event_id
	1583	self.mypanels.append(event.panel)
[5062bbf]	1584
[848a2ef]	1585	def _onclearslicer(self, event):
	1586	"""
[5062bbf]	1587	Clear the boxslicer when close the panel associate with this slicer
[848a2ef]	1588	"""
[ae84427]	1589	name = event.GetEventObject().frame.GetTitle()
[c3435b7f]	1590	for panel in self.slicer_panels:
[f32d144]	1591	if panel.window_caption == name:
[c3435b7f]	1592
[df4c3ad]	1593	for item in self.parent.panels:
[2dbffcc]	1594	if hasattr(self.parent.panels[item], "uid"):
[f32d144]	1595	if self.parent.panels[item].uid == panel.base.uid:
[df4c3ad]	1596	self.parent.panels[item].onClearSlicer(event)
[ae84427]	1597	#self.parent._mgr.Update()
[f32d144]	1598	break
[c3435b7f]	1599	break
[5062bbf]	1600
[c77d859]	1601	def _on_model_panel(self, evt):
	1602	"""
[5062bbf]	1603	react to model selection on any combo box or model menu.plot the model
	1604
	1605	:param evt: wx.combobox event
	1606
[c77d859]	1607	"""
	1608	model = evt.model
[f32d144]	1609	uid = evt.uid
[6bbeacd4]	1610	qmin = evt.qmin
	1611	qmax = evt.qmax
[2dbffcc]	1612	caption = evt.caption
	1613	enable_smearer = evt.enable_smearer
[9237df4]	1614	if model == None:
[c77d859]	1615	return
[2dbffcc]	1616	if uid not in self.page_finder.keys():
	1617	return
[6bbeacd4]	1618	# save the name containing the data name with the appropriate model
[66ff250]	1619	self.page_finder[uid].set_model(model)
[2dbffcc]	1620	self.page_finder[uid].enable_smearing(enable_smearer)
[66ff250]	1621	self.page_finder[uid].set_range(qmin=qmin, qmax=qmax)
[2dbffcc]	1622	self.page_finder[uid].set_fit_tab_caption(caption=caption)
[33dd2e5]	1623	if self.sim_page is not None and not self.batch_on:
[6bbeacd4]	1624	self.sim_page.draw_page()
[fa02d95]	1625	if self.batch_page is not None and self.batch_on:
	1626	self.batch_page.draw_page()
[5062bbf]	1627
[2dbffcc]	1628	def _update1D(self, x, output):
[bb18ef1]	1629	"""
[5062bbf]	1630	Update the output of plotting model 1D
[bb18ef1]	1631	"""
[58e0c83]	1632	msg = "Plot updating ... "
[f32d144]	1633	wx.PostEvent(self.parent, StatusEvent(status=msg, type="update"))
[e575db9]	1634
[ad3fa1e]	1635	def _complete1D(self, x, y, page_id, elapsed, index, model,
[f64a4b7]	1636	weight=None, fid=None,
[f32d144]	1637	toggle_mode_on=False, state=None,
	1638	data=None, update_chisqr=True,
[a5f6748]	1639	source='model', plot_result=True):
[c77d859]	1640	"""
[5062bbf]	1641	Complete plotting 1D data
[f32d144]	1642	"""
[c77d859]	1643	try:
[1ec979d]	1644	numpy.nan_to_num(y)
	1645
[6bbeacd4]	1646	new_plot = Data1D(x=x, y=y)
[dce84c0]	1647	new_plot.is_data = False
[55d2f7e]	1648	new_plot.dy = numpy.zeros(len(y))
[6bbeacd4]	1649	new_plot.symbol = GUIFRAME_ID.CURVE_SYMBOL_NUM
[f32d144]	1650	_yaxis, _yunit = data.get_yaxis()
	1651	_xaxis, _xunit = data.get_xaxis()
[2dbffcc]	1652	new_plot.title = data.name
[5e48acb]	1653
[f32d144]	1654	new_plot.group_id = data.group_id
[5e48acb]	1655	if new_plot.group_id == None:
	1656	new_plot.group_id = data.group_id
[657e52c]	1657	new_plot.id = str(page_id) + " " + data.name
[a582d28]	1658	#if new_plot.id in self.color_dict:
[f32d144]	1659	# new_plot.custom_color = self.color_dict[new_plot.id]
[6bbeacd4]	1660	#find if this theory was already plotted and replace that plot given
	1661	#the same id
[2dbffcc]	1662	theory_data = self.page_finder[page_id].get_theory_data(fid=data.id)
[71e5c11]	1663
	1664	if data.is_data:
	1665	data_name = str(data.name)
	1666	else:
	1667	data_name = str(model.__class__.__name__)
	1668
[f32d144]	1669	new_plot.name = model.name + " [" + data_name +"]"
[6bbeacd4]	1670	new_plot.xaxis(_xaxis, _xunit)
	1671	new_plot.yaxis(_yaxis, _yunit)
[f32d144]	1672	self.page_finder[page_id].set_theory_data(data=new_plot,
[2e08a9f]	1673	fid=data.id)
[2dbffcc]	1674	self.parent.update_theory(data_id=data.id, theory=new_plot,
[f32d144]	1675	state=state)
[66ff250]	1676	current_pg = self.fit_panel.get_page_by_id(page_id)
[ae4ade7]	1677	title = new_plot.title
[eb4f2fd]	1678	batch_on = self.fit_panel.get_page_by_id(page_id).batch_on
	1679	if not batch_on:
	1680	wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot,
[2dbffcc]	1681	title=str(title)))
[a5f6748]	1682	elif plot_result:
[90a2358]	1683	top_data_id = self.fit_panel.get_page_by_id(page_id).data.id
	1684	if data.id == top_data_id:
	1685	wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot,
[f32d144]	1686	title=str(title)))
[2dbffcc]	1687	caption = current_pg.window_caption
	1688	self.page_finder[page_id].set_fit_tab_caption(caption=caption)
[7643ba2]	1689
[f32d144]	1690	self.page_finder[page_id].set_theory_data(data=new_plot,
[2dbffcc]	1691	fid=data.id)
	1692	if toggle_mode_on:
[f32d144]	1693	wx.PostEvent(self.parent,
[2dbffcc]	1694	NewPlotEvent(group_id=str(page_id) + " Model2D",
[f32d144]	1695	action="Hide"))
[2296316]	1696	else:
[2dbffcc]	1697	if update_chisqr:
	1698	wx.PostEvent(current_pg,
[2e08a9f]	1699	Chi2UpdateEvent(output=self._cal_chisqr(
	1700	data=data,
[f64a4b7]	1701	fid=fid,
[62f851f]	1702	weight=weight,
[2dbffcc]	1703	page_id=page_id,
	1704	index=index)))
	1705	else:
[f64a4b7]	1706	self._plot_residuals(page_id=page_id, data=data, fid=fid,
[f32d144]	1707	index=index, weight=weight)
[cfbd06a]	1708
[d522635]	1709	msg = "Computation completed!"
[f32d144]	1710	wx.PostEvent(self.parent, StatusEvent(status=msg, type="stop"))
[c77d859]	1711	except:
[6bbeacd4]	1712	raise
[5062bbf]	1713
[f32d144]	1714	def _update2D(self, output, time=None):
[c77d859]	1715	"""
[5062bbf]	1716	Update the output of plotting model
[c77d859]	1717	"""
[58e0c83]	1718	wx.PostEvent(self.parent, StatusEvent(status="Plot \
[a0da535]	1719	#updating ... ", type="update"))
[a2cb1f9]	1720	#self.ready_fit()
[58e0c83]	1721
[f32d144]	1722	def _complete2D(self, image, data, model, page_id, elapsed, index, qmin,
	1723	qmax, fid=None, weight=None, toggle_mode_on=False, state=None,
[a5f6748]	1724	update_chisqr=True, source='model', plot_result=True):
[c77d859]	1725	"""
[5062bbf]	1726	Complete get the result of modelthread and create model 2D
	1727	that can be plot.
[c77d859]	1728	"""
[1ec979d]	1729	numpy.nan_to_num(image)
[f32d144]	1730	new_plot = Data2D(image=image, err_image=data.err_data)
[743f480]	1731	new_plot.name = model.name + '2d'
[818589a]	1732	new_plot.title = "Analytical model 2D "
[657e52c]	1733	new_plot.id = str(page_id) + " " + data.name
[f3242cf]	1734	new_plot.group_id = str(page_id) + " Model2D"
[2dbffcc]	1735	new_plot.detector = data.detector
	1736	new_plot.source = data.source
[f32d144]	1737	new_plot.is_data = False
[2dbffcc]	1738	new_plot.qx_data = data.qx_data
	1739	new_plot.qy_data = data.qy_data
	1740	new_plot.q_data = data.q_data
	1741	new_plot.mask = data.mask
	1742	## plot boundaries
	1743	new_plot.ymin = data.ymin
	1744	new_plot.ymax = data.ymax
	1745	new_plot.xmin = data.xmin
	1746	new_plot.xmax = data.xmax
	1747	title = data.title
[71e5c11]	1748
[dce84c0]	1749	new_plot.is_data = False
[71e5c11]	1750	if data.is_data:
	1751	data_name = str(data.name)
	1752	else:
[743f480]	1753	data_name = str(model.__class__.__name__) + '2d'
[71e5c11]	1754
	1755	if len(title) > 1:
[940aca7]	1756	new_plot.title = "Model2D for %s "% model.name + data_name
[53cf669]	1757	new_plot.name = model.name + " [" + \
[940aca7]	1758	data_name + "]"
[fa65e99]	1759	theory_data = deepcopy(new_plot)
[6bbeacd4]	1760
[f32d144]	1761	self.page_finder[page_id].set_theory_data(data=theory_data,
	1762	fid=data.id)
	1763	self.parent.update_theory(data_id=data.id,
[05319e2]	1764	theory=new_plot,
[f32d144]	1765	state=state)
[66ff250]	1766	current_pg = self.fit_panel.get_page_by_id(page_id)
[ae4ade7]	1767	title = new_plot.title
[a5f6748]	1768	if not source == 'fit' and plot_result:
[763bec8]	1769	wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot,
[ae4ade7]	1770	title=title))
[2dbffcc]	1771	if toggle_mode_on:
[f32d144]	1772	wx.PostEvent(self.parent,
[2dbffcc]	1773	NewPlotEvent(group_id=str(page_id) + " Model1D",
	1774	action="Hide"))
[2296316]	1775	else:
[2dbffcc]	1776	# Chisqr in fitpage
	1777	if update_chisqr:
	1778	wx.PostEvent(current_pg,
	1779	Chi2UpdateEvent(output=self._cal_chisqr(data=data,
[62f851f]	1780	weight=weight,
[f64a4b7]	1781	fid=fid,
[2dbffcc]	1782	page_id=page_id,
	1783	index=index)))
	1784	else:
[f64a4b7]	1785	self._plot_residuals(page_id=page_id, data=data, fid=fid,
[62f851f]	1786	index=index, weight=weight)
[d522635]	1787	msg = "Computation completed!"
[a0da535]	1788	wx.PostEvent(self.parent, StatusEvent(status=msg, type="stop"))
[6bbeacd4]	1789
[2dbffcc]	1790	def _draw_model2D(self, model, page_id, qmin,
	1791	qmax,
	1792	data=None, smearer=None,
[a0da535]	1793	description=None, enable2D=False,
[5ef55d2]	1794	state=None,
[f64a4b7]	1795	fid=None,
[62f851f]	1796	weight=None,
[fa65e99]	1797	toggle_mode_on=False,
[e3f6ef5]	1798	update_chisqr=True, source='model'):
[f93dfcb]	1799	"""
[5062bbf]	1800	draw model in 2D
	1801
	1802	:param model: instance of the model to draw
	1803	:param description: the description of the model
	1804	:param enable2D: when True allows to draw model 2D
	1805	:param qmin: the minimum value to draw model 2D
	1806	:param qmax: the maximum value to draw model 2D
	1807	:param qstep: the number of division of Qx and Qy of the model to draw
[f93dfcb]	1808
	1809	"""
[c77d859]	1810	if not enable2D:
[2dbffcc]	1811	return None
[c77d859]	1812	try:
	1813	from model_thread import Calc2D
	1814	## If a thread is already started, stop it
[a0da535]	1815	if (self.calc_2D is not None) and self.calc_2D.isrunning():
[c77d859]	1816	self.calc_2D.stop()
[9afebe1]	1817	## stop just raises a flag to tell the thread to kill
	1818	## itself -- see the fix in Calc1D implemented to fix
	1819	## an actual problem. Seems the fix should also go here
	1820	## and may be the cause of other noted instabilities
	1821	##
	1822	## -PDB August 12, 2014
	1823	while self.calc_2D.isrunning():
	1824	time.sleep(0.1)
[f32d144]	1825	self.calc_2D = Calc2D(model=model,
[a0da535]	1826	data=data,
[66ff250]	1827	page_id=page_id,
[a0da535]	1828	smearer=smearer,
	1829	qmin=qmin,
	1830	qmax=qmax,
[62f851f]	1831	weight=weight,
[f64a4b7]	1832	fid=fid,
[fa65e99]	1833	toggle_mode_on=toggle_mode_on,
[5ef55d2]	1834	state=state,
[2296316]	1835	completefn=self._complete2D,
[e3f6ef5]	1836	update_chisqr=update_chisqr, source=source)
[c77d859]	1837	self.calc_2D.queue()
	1838	except:
[6bbeacd4]	1839	raise
[f72333f]	1840
[f32d144]	1841	def _draw_model1D(self, model, page_id, data,
[2dbffcc]	1842	qmin, qmax, smearer=None,
[5ef55d2]	1843	state=None,
[62f851f]	1844	weight=None,
[f32d144]	1845	fid=None,
[e3f6ef5]	1846	toggle_mode_on=False, update_chisqr=True, source='model',
[2296316]	1847	enable1D=True):
[c77d859]	1848	"""
[5062bbf]	1849	Draw model 1D from loaded data1D
	1850
	1851	:param data: loaded data
	1852	:param model: the model to plot
	1853
[c77d859]	1854	"""
	1855	if not enable1D:
[f32d144]	1856	return
[c77d859]	1857	try:
	1858	from model_thread import Calc1D
	1859	## If a thread is already started, stop it
[a0da535]	1860	if (self.calc_1D is not None) and self.calc_1D.isrunning():
[c77d859]	1861	self.calc_1D.stop()
[9afebe1]	1862	## stop just raises the flag -- the thread is supposed to
	1863	## then kill itself but cannot. Paul Kienzle came up with
	1864	## this fix to prevent threads from stepping on each other
	1865	## which was causing a simple custom model to crash Sasview.
	1866	## We still don't know why the fit sometimes lauched a second
	1867	## thread -- something which should also be investigated.
	1868	## The thread approach was implemented in order to be able
	1869	## to lauch a computation in a separate thread from the GUI so
	1870	## that the GUI can still respond to user input including
	1871	## a request to stop the computation.
	1872	## It seems thus that the whole thread approach used here
	1873	## May need rethinking
	1874	##
	1875	## -PDB August 12, 2014
	1876	while self.calc_1D.isrunning():
	1877	time.sleep(0.1)
[2dbffcc]	1878	self.calc_1D = Calc1D(data=data,
[6bbeacd4]	1879	model=model,
[66ff250]	1880	page_id=page_id,
[a0da535]	1881	qmin=qmin,
	1882	qmax=qmax,
	1883	smearer=smearer,
[5ef55d2]	1884	state=state,
[62f851f]	1885	weight=weight,
[f64a4b7]	1886	fid=fid,
[fa65e99]	1887	toggle_mode_on=toggle_mode_on,
[2296316]	1888	completefn=self._complete1D,
	1889	#updatefn = self._update1D,
[e3f6ef5]	1890	update_chisqr=update_chisqr,
	1891	source=source)
[c77d859]	1892	self.calc_1D.queue()
	1893	except:
[a0da535]	1894	msg = " Error occurred when drawing %s Model 1D: " % model.name
	1895	msg += " %s" % sys.exc_value
	1896	wx.PostEvent(self.parent, StatusEvent(status=msg))
[2dbffcc]	1897
[f32d144]	1898	def _cal_chisqr(self, page_id, data, weight, fid=None, index=None):
[f72333f]	1899	"""
[5062bbf]	1900	Get handy Chisqr using the output from draw1D and 2D,
	1901	instead of calling expansive CalcChisqr in guithread
[f72333f]	1902	"""
[bca2cb9]	1903	try:
	1904	data_copy = deepcopy(data)
	1905	except:
	1906	return
[f72333f]	1907	# default chisqr
	1908	chisqr = None
[2dbffcc]	1909	#to compute chisq make sure data has valid data
[f72333f]	1910	# return None if data == None
[df9e0fc]	1911	if not check_data_validity(data_copy) or data_copy == None:
[2dbffcc]	1912	return chisqr
[df9e0fc]	1913
[f72333f]	1914	# Get data: data I, theory I, and data dI in order
[ca2bdae]	1915	if data_copy.__class__.__name__ == "Data2D":
[f32d144]	1916	if index == None:
[dbb3914]	1917	index = numpy.ones(len(data_copy.data), dtype=bool)
[62f851f]	1918	if weight != None:
	1919	data_copy.err_data = weight
[a0da535]	1920	# get rid of zero error points
[f32d144]	1921	index = index & (data_copy.err_data != 0)
	1922	index = index & (numpy.isfinite(data_copy.data))
	1923	fn = data_copy.data[index]
[ca2bdae]	1924	theory_data = self.page_finder[page_id].get_theory_data(fid=data_copy.id)
[f32d144]	1925	if theory_data == None:
[df9e0fc]	1926	return chisqr
[6bbeacd4]	1927	gn = theory_data.data[index]
[ca2bdae]	1928	en = data_copy.err_data[index]
[f72333f]	1929	else:
	1930	# 1 d theory from model_thread is only in the range of index
[2296316]	1931	if index == None:
[dbb3914]	1932	index = numpy.ones(len(data_copy.y), dtype=bool)
[62f851f]	1933	if weight != None:
	1934	data_copy.dy = weight
[ca2bdae]	1935	if data_copy.dy == None or data_copy.dy == []:
	1936	dy = numpy.ones(len(data_copy.y))
[f151ddf]	1937	else:
[a0da535]	1938	## Set consitently w/AbstractFitengine:
	1939	# But this should be corrected later.
[ca2bdae]	1940	dy = deepcopy(data_copy.dy)
[f32d144]	1941	dy[dy == 0] = 1
	1942	fn = data_copy.y[index]
[eb4f2fd]	1943
[ca2bdae]	1944	theory_data = self.page_finder[page_id].get_theory_data(fid=data_copy.id)
[f32d144]	1945	if theory_data == None:
[df9e0fc]	1946	return chisqr
[6bbeacd4]	1947	gn = theory_data.y
[4d5fa8c]	1948	en = dy[index]
[162c778]	1949
[f72333f]	1950	# residual
[162c778]	1951	try:
	1952	res = (fn - gn) / en
	1953	except ValueError:
	1954	print "Unmatch lengths %s, %s, %s"% (len(fn), len(gn), len(en))
	1955	return
	1956
[2296316]	1957	residuals = res[numpy.isfinite(res)]
[f72333f]	1958	# get chisqr only w/finite
[2296316]	1959	chisqr = numpy.average(residuals * residuals)
[eb4f2fd]	1960
[f32d144]	1961	self._plot_residuals(page_id=page_id, data=data_copy,
[f64a4b7]	1962	fid=fid,
[62f851f]	1963	weight=weight, index=index)
[ca2bdae]	1964
[f72333f]	1965	return chisqr
	1966
[f64a4b7]	1967	def _plot_residuals(self, page_id, weight, fid=None,
[f32d144]	1968	data=None, index=None):
[2296316]	1969	"""
	1970	Plot the residuals
	1971
	1972	:param data: data
[f32d144]	1973	:param index: index array (bool)
[2296316]	1974	: Note: this is different from the residuals in cal_chisqr()
	1975	"""
[ca2bdae]	1976	data_copy = deepcopy(data)
[2296316]	1977	# Get data: data I, theory I, and data dI in order
[ca2bdae]	1978	if data_copy.__class__.__name__ == "Data2D":
[2296316]	1979	# build residuals
	1980	residuals = Data2D()
	1981	#residuals.copy_from_datainfo(data)
	1982	# Not for trunk the line below, instead use the line above
[ca2bdae]	1983	data_copy.clone_without_data(len(data_copy.data), residuals)
[2296316]	1984	residuals.data = None
[f32d144]	1985	fn = data_copy.data
[ca2bdae]	1986	theory_data = self.page_finder[page_id].get_theory_data(fid=data_copy.id)
[f32d144]	1987	gn = theory_data.data
[9fa4a4d]	1988	if weight == None:
	1989	en = data_copy.err_data
	1990	else:
	1991	en = weight
[f32d144]	1992	residuals.data = (fn - gn) / en
	1993	residuals.qx_data = data_copy.qx_data
	1994	residuals.qy_data = data_copy.qy_data
	1995	residuals.q_data = data_copy.q_data
	1996	residuals.err_data = numpy.ones(len(residuals.data))
[2296316]	1997	residuals.xmin = min(residuals.qx_data)
	1998	residuals.xmax = max(residuals.qx_data)
	1999	residuals.ymin = min(residuals.qy_data)
	2000	residuals.ymax = max(residuals.qy_data)
[f32d144]	2001	residuals.q_data = data_copy.q_data
[ca2bdae]	2002	residuals.mask = data_copy.mask
[2296316]	2003	residuals.scale = 'linear'
	2004	# check the lengths
	2005	if len(residuals.data) != len(residuals.q_data):
	2006	return
	2007	else:
	2008	# 1 d theory from model_thread is only in the range of index
[ca2bdae]	2009	if data_copy.dy == None or data_copy.dy == []:
	2010	dy = numpy.ones(len(data_copy.y))
[2296316]	2011	else:
[62f851f]	2012	if weight == None:
[90a1440]	2013	dy = numpy.ones(len(data_copy.y))
[f32d144]	2014	## Set consitently w/AbstractFitengine:
[2296316]	2015	## But this should be corrected later.
[90a1440]	2016	else:
[f32d144]	2017	dy = weight
	2018	dy[dy == 0] = 1
	2019	fn = data_copy.y[index]
[ca2bdae]	2020	theory_data = self.page_finder[page_id].get_theory_data(fid=data_copy.id)
[2296316]	2021	gn = theory_data.y
	2022	en = dy[index]
	2023	# build residuals
	2024	residuals = Data1D()
[ffdfd23]	2025	try:
	2026	residuals.y = (fn - gn) / en
	2027	except:
	2028	msg = "ResidualPlot Error: different # of data points in theory"
	2029	wx.PostEvent(self.parent, StatusEvent(status=msg, info="error"))
	2030	residuals.y = (fn - gn[index]) / en
[ca2bdae]	2031	residuals.x = data_copy.x[index]
[2296316]	2032	residuals.dy = numpy.ones(len(residuals.y))
	2033	residuals.dx = None
	2034	residuals.dxl = None
	2035	residuals.dxw = None
	2036	residuals.ytransform = 'y'
	2037	# For latter scale changes
	2038	residuals.xaxis('\\rm{Q} ', 'A^{-1}')
	2039	residuals.yaxis('\\rm{Residuals} ', 'normalized')
[940aca7]	2040	theory_name = str(theory_data.name.split()[0])
[2296316]	2041	new_plot = residuals
[940aca7]	2042	new_plot.name = "Residuals for " + str(theory_name) + "[" +\
	2043	str(data.name) +"]"
[2296316]	2044	## allow to highlight data when plotted
	2045	new_plot.interactive = True
	2046	## when 2 data have the same id override the 1 st plotted
[940aca7]	2047	new_plot.id = "res" + str(data_copy.id) + str(theory_name)
[2296316]	2048	##group_id specify on which panel to plot this data
[5e48acb]	2049	group_id = self.page_finder[page_id].get_graph_id()
	2050	if group_id == None:
	2051	group_id = data.group_id
[f32d144]	2052	new_plot.group_id = "res" + str(group_id)
[2296316]	2053	#new_plot.is_data = True
	2054	##post data to plot
[f32d144]	2055	title = new_plot.name
	2056	self.page_finder[page_id].set_residuals(residuals=new_plot,
	2057	fid=data.id)
[2de278d9]	2058	self.parent.update_theory(data_id=data.id, theory=new_plot)
[f64a4b7]	2059	batch_on = self.fit_panel.get_page_by_id(page_id).batch_on
[5cf1e5b]	2060	if not batch_on:
	2061	wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot, title=title))

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SasView

source: sasview/src/sas/perspectives/fitting/fitting.py @ 26500ec

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