[f76bf17] | 1 | """ |
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| 2 | Fitting perspective |
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| 3 | """ |
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| 4 | ################################################################################ |
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| 5 | #This software was developed by the University of Tennessee as part of the |
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| 6 | #Distributed Data Analysis of Neutron Scattering Experiments (DANSE) |
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| 7 | #project funded by the US National Science Foundation. |
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| 8 | # |
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| 9 | #See the license text in license.txt |
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| 10 | # |
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| 11 | #copyright 2009, University of Tennessee |
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| 12 | ################################################################################ |
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| 13 | import re |
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| 14 | import sys |
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| 15 | import os |
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| 16 | import wx |
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| 17 | import logging |
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| 18 | import numpy |
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| 19 | import time |
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| 20 | from copy import deepcopy |
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[934ce649] | 21 | import traceback |
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[f76bf17] | 22 | |
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[b699768] | 23 | from sas.sascalc.dataloader.loader import Loader |
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[d85c194] | 24 | from sas.sasgui.guiframe.dataFitting import Data2D |
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| 25 | from sas.sasgui.guiframe.dataFitting import Data1D |
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| 26 | from sas.sasgui.guiframe.dataFitting import check_data_validity |
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| 27 | from sas.sasgui.guiframe.events import NewPlotEvent |
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| 28 | from sas.sasgui.guiframe.events import StatusEvent |
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| 29 | from sas.sasgui.guiframe.events import EVT_SLICER_PANEL |
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| 30 | from sas.sasgui.guiframe.events import EVT_SLICER_PARS_UPDATE |
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| 31 | from sas.sasgui.guiframe.gui_style import GUIFRAME_ID |
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| 32 | from sas.sasgui.guiframe.plugin_base import PluginBase |
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| 33 | from sas.sasgui.guiframe.data_processor import BatchCell |
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[b699768] | 34 | from sas.sascalc.fit.BumpsFitting import BumpsFit as Fit |
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[d85c194] | 35 | from sas.sasgui.perspectives.fitting.console import ConsoleUpdate |
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| 36 | from sas.sasgui.perspectives.fitting.fitproblem import FitProblemDictionary |
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| 37 | from sas.sasgui.perspectives.fitting.fitpanel import FitPanel |
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| 38 | from sas.sasgui.perspectives.fitting.resultpanel import ResultPanel, PlotResultEvent |
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| 39 | |
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| 40 | from sas.sasgui.perspectives.fitting.fit_thread import FitThread |
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| 41 | from sas.sasgui.perspectives.fitting.pagestate import Reader |
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| 42 | from sas.sasgui.perspectives.fitting.fitpage import Chi2UpdateEvent |
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| 43 | from sas.sasgui.perspectives.calculator.model_editor import TextDialog |
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| 44 | from sas.sasgui.perspectives.calculator.model_editor import EditorWindow |
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| 45 | from sas.sasgui.guiframe.gui_manager import MDIFrame |
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| 46 | from sas.sasgui.guiframe.documentation_window import DocumentationWindow |
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[73cbeec] | 47 | from sas.sasgui.perspectives.fitting.gpu_options import GpuOptions |
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[f76bf17] | 48 | |
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[934ce649] | 49 | from . import models |
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| 50 | |
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[f76bf17] | 51 | MAX_NBR_DATA = 4 |
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| 52 | |
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| 53 | (PageInfoEvent, EVT_PAGE_INFO) = wx.lib.newevent.NewEvent() |
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| 54 | |
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| 55 | |
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| 56 | if sys.platform == "win32": |
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| 57 | ON_MAC = False |
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| 58 | else: |
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| 59 | ON_MAC = True |
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| 60 | |
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[05228b0] | 61 | import bumps.options |
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| 62 | from bumps.gui.fit_dialog import show_fit_config |
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| 63 | try: |
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| 64 | from bumps.gui.fit_dialog import EVT_FITTER_CHANGED |
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| 65 | except ImportError: |
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[243fbc0] | 66 | # CRUFT: bumps 0.7.5.8 and below |
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[05228b0] | 67 | EVT_FITTER_CHANGED = None # type: wx.PyCommandEvent |
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[f76bf17] | 68 | |
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| 69 | class Plugin(PluginBase): |
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| 70 | """ |
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| 71 | Fitting plugin is used to perform fit |
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| 72 | """ |
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[f21d496] | 73 | def __init__(self): |
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| 74 | PluginBase.__init__(self, name="Fitting") |
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[f76bf17] | 75 | |
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| 76 | #list of panel to send to guiframe |
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| 77 | self.mypanels = [] |
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| 78 | # reference to the current running thread |
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| 79 | self.calc_2D = None |
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| 80 | self.calc_1D = None |
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| 81 | |
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| 82 | self.color_dict = {} |
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| 83 | |
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| 84 | self.fit_thread_list = {} |
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| 85 | self.residuals = None |
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| 86 | self.weight = None |
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| 87 | self.fit_panel = None |
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| 88 | self.plot_panel = None |
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| 89 | # Start with a good default |
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| 90 | self.elapsed = 0.022 |
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| 91 | self.fit_panel = None |
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| 92 | ## dictionary of page closed and id |
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| 93 | self.closed_page_dict = {} |
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| 94 | ## Relative error desired in the sum of squares (float) |
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| 95 | self.batch_reset_flag = True |
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| 96 | #List of selected data |
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| 97 | self.selected_data_list = [] |
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| 98 | ## list of slicer panel created to display slicer parameters and results |
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| 99 | self.slicer_panels = [] |
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| 100 | # model 2D view |
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| 101 | self.model2D_id = None |
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| 102 | #keep reference of the simultaneous fit page |
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| 103 | self.sim_page = None |
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| 104 | self.sim_menu = None |
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| 105 | self.batch_page = None |
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| 106 | self.batch_menu = None |
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| 107 | self.index_model = 0 |
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| 108 | self.test_model_color = None |
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| 109 | #Create a reader for fit page's state |
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| 110 | self.state_reader = None |
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| 111 | self._extensions = '.fitv' |
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| 112 | self.menu1 = None |
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| 113 | self.new_model_frame = None |
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| 114 | |
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| 115 | self.temp_state = [] |
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| 116 | self.state_index = 0 |
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| 117 | self.sfile_ext = None |
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| 118 | # take care of saving data, model and page associated with each other |
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| 119 | self.page_finder = {} |
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| 120 | # Log startup |
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| 121 | logging.info("Fitting plug-in started") |
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| 122 | self.batch_capable = self.get_batch_capable() |
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| 123 | |
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| 124 | def get_batch_capable(self): |
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| 125 | """ |
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| 126 | Check if the plugin has a batch capability |
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| 127 | """ |
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| 128 | return True |
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| 129 | |
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| 130 | def create_fit_problem(self, page_id): |
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| 131 | """ |
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| 132 | Given an ID create a fitproblem container |
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| 133 | """ |
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| 134 | self.page_finder[page_id] = FitProblemDictionary() |
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| 135 | |
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| 136 | def delete_fit_problem(self, page_id): |
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| 137 | """ |
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| 138 | Given an ID create a fitproblem container |
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| 139 | """ |
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| 140 | if page_id in self.page_finder.iterkeys(): |
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| 141 | del self.page_finder[page_id] |
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| 142 | |
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| 143 | def add_color(self, color, id): |
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| 144 | """ |
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| 145 | adds a color as a key with a plot id as its value to a dictionary |
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| 146 | """ |
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| 147 | self.color_dict[id] = color |
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| 148 | |
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| 149 | def on_batch_selection(self, flag): |
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| 150 | """ |
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| 151 | switch the the notebook of batch mode or not |
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| 152 | """ |
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| 153 | self.batch_on = flag |
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| 154 | if self.fit_panel is not None: |
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| 155 | self.fit_panel.batch_on = self.batch_on |
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| 156 | |
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| 157 | def populate_menu(self, owner): |
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| 158 | """ |
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| 159 | Create a menu for the Fitting plug-in |
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| 160 | |
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| 161 | :param id: id to create a menu |
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| 162 | :param owner: owner of menu |
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| 163 | |
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| 164 | :return: list of information to populate the main menu |
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| 165 | |
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| 166 | """ |
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| 167 | #Menu for fitting |
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| 168 | self.menu1 = wx.Menu() |
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| 169 | id1 = wx.NewId() |
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| 170 | simul_help = "Add new fit panel" |
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| 171 | self.menu1.Append(id1, '&New Fit Page', simul_help) |
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| 172 | wx.EVT_MENU(owner, id1, self.on_add_new_page) |
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| 173 | self.menu1.AppendSeparator() |
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| 174 | self.id_simfit = wx.NewId() |
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| 175 | simul_help = "Constrained or Simultaneous Fit" |
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| 176 | self.menu1.Append(self.id_simfit, '&Constrained or Simultaneous Fit', simul_help) |
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| 177 | wx.EVT_MENU(owner, self.id_simfit, self.on_add_sim_page) |
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| 178 | self.sim_menu = self.menu1.FindItemById(self.id_simfit) |
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| 179 | self.sim_menu.Enable(False) |
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| 180 | #combined Batch |
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| 181 | self.id_batchfit = wx.NewId() |
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| 182 | batch_help = "Combined Batch" |
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| 183 | self.menu1.Append(self.id_batchfit, '&Combine Batch Fit', batch_help) |
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| 184 | wx.EVT_MENU(owner, self.id_batchfit, self.on_add_sim_page) |
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| 185 | self.batch_menu = self.menu1.FindItemById(self.id_batchfit) |
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| 186 | self.batch_menu.Enable(False) |
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| 187 | |
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| 188 | self.menu1.AppendSeparator() |
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| 189 | self.id_bumps_options = wx.NewId() |
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| 190 | bopts_help = "Fitting options" |
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| 191 | self.menu1.Append(self.id_bumps_options, 'Fit &Options', bopts_help) |
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| 192 | wx.EVT_MENU(owner, self.id_bumps_options, self.on_bumps_options) |
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| 193 | self.bumps_options_menu = self.menu1.FindItemById(self.id_bumps_options) |
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| 194 | self.bumps_options_menu.Enable(True) |
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| 195 | |
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[73cbeec] | 196 | self.id_gpu_options_panel = wx.NewId() |
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| 197 | self.menu1.Append(self.id_gpu_options_panel, "OpenCL Options", "Choose OpenCL driver or turn it off") |
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| 198 | wx.EVT_MENU(owner, self.id_gpu_options_panel, self.on_gpu_options) |
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| 199 | |
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[f76bf17] | 200 | self.id_result_panel = wx.NewId() |
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| 201 | self.menu1.Append(self.id_result_panel, "Fit Results", "Show fit results panel") |
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[9776c82] | 202 | wx.EVT_MENU(owner, self.id_result_panel, self.on_fit_results) |
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[f76bf17] | 203 | self.menu1.AppendSeparator() |
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| 204 | |
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| 205 | self.id_reset_flag = wx.NewId() |
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| 206 | resetf_help = "BatchFit: If checked, the initial param values will be " |
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| 207 | resetf_help += "propagated from the previous results. " |
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| 208 | resetf_help += "Otherwise, the same initial param values will be used " |
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| 209 | resetf_help += "for all fittings." |
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| 210 | self.menu1.AppendCheckItem(self.id_reset_flag, |
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| 211 | "Chain Fitting [BatchFit Only]", |
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| 212 | resetf_help) |
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| 213 | wx.EVT_MENU(owner, self.id_reset_flag, self.on_reset_batch_flag) |
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| 214 | chain_menu = self.menu1.FindItemById(self.id_reset_flag) |
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| 215 | chain_menu.Check(not self.batch_reset_flag) |
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| 216 | chain_menu.Enable(self.batch_on) |
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| 217 | |
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| 218 | self.menu1.AppendSeparator() |
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| 219 | self.edit_model_menu = wx.Menu() |
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| 220 | # Find and put files name in menu |
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| 221 | try: |
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| 222 | self.set_edit_menu(owner=owner) |
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| 223 | except: |
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| 224 | raise |
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| 225 | |
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| 226 | self.id_edit = wx.NewId() |
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[ec72ceb] | 227 | self.menu1.AppendMenu(self.id_edit, "Plugin Model Operations", |
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[e92a352] | 228 | self.edit_model_menu) |
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[f76bf17] | 229 | #create menubar items |
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| 230 | return [(self.menu1, self.sub_menu)] |
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| 231 | |
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| 232 | def edit_custom_model(self, event): |
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| 233 | """ |
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| 234 | Get the python editor panel |
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| 235 | """ |
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[f21d496] | 236 | event_id = event.GetId() |
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| 237 | label = self.edit_menu.GetLabel(event_id) |
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[d85c194] | 238 | from sas.sasgui.perspectives.calculator.pyconsole import PyConsole |
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[f76bf17] | 239 | filename = os.path.join(models.find_plugins_dir(), label) |
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| 240 | frame = PyConsole(parent=self.parent, manager=self, |
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| 241 | panel=self.fit_panel, |
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[ec72ceb] | 242 | title='Advanced Plugin Model Editor', |
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[f76bf17] | 243 | filename=filename) |
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| 244 | self.put_icon(frame) |
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| 245 | frame.Show(True) |
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| 246 | |
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| 247 | def delete_custom_model(self, event): |
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| 248 | """ |
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| 249 | Delete custom model file |
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| 250 | """ |
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[f21d496] | 251 | event_id = event.GetId() |
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| 252 | label = self.delete_menu.GetLabel(event_id) |
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[f76bf17] | 253 | toks = os.path.splitext(label) |
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| 254 | path = os.path.join(models.find_plugins_dir(), toks[0]) |
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| 255 | try: |
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| 256 | for ext in ['.py', '.pyc']: |
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| 257 | p_path = path + ext |
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| 258 | os.remove(p_path) |
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| 259 | self.update_custom_combo() |
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| 260 | if os.path.isfile(p_path): |
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[e92a352] | 261 | msg = "Sorry! unable to delete the default " |
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| 262 | msg += "plugin model... \n" |
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[f76bf17] | 263 | msg += "Please manually remove the files (.py, .pyc) " |
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| 264 | msg += "in the 'plugin_models' folder \n" |
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| 265 | msg += "inside of the SasView application, " |
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| 266 | msg += "and try it again." |
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| 267 | wx.MessageBox(msg, 'Info') |
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[934ce649] | 268 | #evt = StatusEvent(status=msg, type='stop', info='warning') |
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| 269 | #wx.PostEvent(self.parent, evt) |
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[f76bf17] | 270 | else: |
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[f21d496] | 271 | self.delete_menu.Delete(event_id) |
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[f76bf17] | 272 | for item in self.edit_menu.GetMenuItems(): |
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| 273 | if item.GetLabel() == label: |
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| 274 | self.edit_menu.DeleteItem(item) |
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[e92a352] | 275 | msg = "The plugin model, %s, has been deleted." % label |
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[934ce649] | 276 | evt = StatusEvent(status=msg, type='stop', info='info') |
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| 277 | wx.PostEvent(self.parent, evt) |
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[f76bf17] | 278 | break |
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[7673ecd] | 279 | except Exception: |
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| 280 | import traceback; traceback.print_exc() |
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[f76bf17] | 281 | msg = 'Delete Error: \nCould not delete the file; Check if in use.' |
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| 282 | wx.MessageBox(msg, 'Error') |
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| 283 | |
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| 284 | def make_sum_model(self, event): |
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| 285 | """ |
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| 286 | Edit summodel template and make one |
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| 287 | """ |
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[f21d496] | 288 | event_id = event.GetId() |
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[f76bf17] | 289 | model_manager = models.ModelManager() |
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| 290 | model_list = model_manager.get_model_name_list() |
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| 291 | plug_dir = models.find_plugins_dir() |
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[6f16e25] | 292 | textdial = TextDialog(None, self, wx.ID_ANY, 'Easy Sum/Multi(p1, p2) Editor', |
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[f76bf17] | 293 | model_list, plug_dir) |
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| 294 | self.put_icon(textdial) |
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| 295 | textdial.ShowModal() |
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| 296 | textdial.Destroy() |
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| 297 | |
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| 298 | def make_new_model(self, event): |
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| 299 | """ |
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| 300 | Make new model |
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| 301 | """ |
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| 302 | if self.new_model_frame != None: |
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| 303 | self.new_model_frame.Show(False) |
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| 304 | self.new_model_frame.Show(True) |
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| 305 | else: |
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[f21d496] | 306 | event_id = event.GetId() |
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[f76bf17] | 307 | dir_path = models.find_plugins_dir() |
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[ec72ceb] | 308 | title = "New Plugin Model Function" |
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[f76bf17] | 309 | self.new_model_frame = EditorWindow(parent=self, base=self, |
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| 310 | path=dir_path, title=title) |
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| 311 | self.put_icon(self.new_model_frame) |
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| 312 | self.new_model_frame.Show(True) |
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| 313 | |
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[105ef92] | 314 | def load_plugin_models(self, event): |
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| 315 | """ |
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| 316 | Update of models in plugin_models folder |
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| 317 | """ |
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| 318 | event_id = event.GetId() |
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[c807957] | 319 | self.update_custom_combo() |
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[105ef92] | 320 | |
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[f76bf17] | 321 | def update_custom_combo(self): |
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| 322 | """ |
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| 323 | Update custom model list in the fitpage combo box |
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| 324 | """ |
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[ec72ceb] | 325 | custom_model = 'Plugin Models' |
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[f76bf17] | 326 | try: |
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| 327 | # Update edit menus |
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| 328 | self.set_edit_menu_helper(self.parent, self.edit_custom_model) |
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| 329 | self.set_edit_menu_helper(self.parent, self.delete_custom_model) |
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| 330 | temp = self.fit_panel.reset_pmodel_list() |
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| 331 | if temp: |
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[e92a352] | 332 | # Set the new plugin model list for all fit pages |
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[f76bf17] | 333 | for uid, page in self.fit_panel.opened_pages.iteritems(): |
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| 334 | if hasattr(page, "formfactorbox"): |
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| 335 | page.model_list_box = temp |
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| 336 | current_val = page.formfactorbox.GetLabel() |
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| 337 | #if page.plugin_rbutton.GetValue(): |
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| 338 | mod_cat = page.categorybox.GetStringSelection() |
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| 339 | if mod_cat == custom_model: |
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| 340 | #pos = page.formfactorbox.GetSelection() |
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| 341 | page._show_combox_helper() |
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| 342 | new_val = page.formfactorbox.GetLabel() |
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| 343 | if current_val != new_val and new_val != '': |
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| 344 | page.formfactorbox.SetLabel(new_val) |
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| 345 | else: |
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| 346 | page.formfactorbox.SetLabel(current_val) |
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| 347 | except: |
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[c807957] | 348 | logging.error("update_custom_combo: %s", sys.exc_value) |
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[f76bf17] | 349 | |
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| 350 | def set_edit_menu(self, owner): |
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| 351 | """ |
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| 352 | Set list of the edit model menu labels |
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| 353 | """ |
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[f21d496] | 354 | wx_id = wx.NewId() |
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[f76bf17] | 355 | #new_model_menu = wx.Menu() |
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[ec72ceb] | 356 | self.edit_model_menu.Append(wx_id, 'New Plugin Model', |
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[f76bf17] | 357 | 'Add a new model function') |
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[f21d496] | 358 | wx.EVT_MENU(owner, wx_id, self.make_new_model) |
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[105ef92] | 359 | |
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[f21d496] | 360 | wx_id = wx.NewId() |
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| 361 | self.edit_model_menu.Append(wx_id, 'Sum|Multi(p1, p2)', |
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[f76bf17] | 362 | 'Sum of two model functions') |
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[f21d496] | 363 | wx.EVT_MENU(owner, wx_id, self.make_sum_model) |
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[105ef92] | 364 | |
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[f76bf17] | 365 | e_id = wx.NewId() |
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| 366 | self.edit_menu = wx.Menu() |
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| 367 | self.edit_model_menu.AppendMenu(e_id, |
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[ec72ceb] | 368 | 'Advanced Plugin Editor', self.edit_menu) |
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[f76bf17] | 369 | self.set_edit_menu_helper(owner, self.edit_custom_model) |
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| 370 | |
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| 371 | d_id = wx.NewId() |
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| 372 | self.delete_menu = wx.Menu() |
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| 373 | self.edit_model_menu.AppendMenu(d_id, |
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[ec72ceb] | 374 | 'Delete Plugin Models', self.delete_menu) |
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[f76bf17] | 375 | self.set_edit_menu_helper(owner, self.delete_custom_model) |
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| 376 | |
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[105ef92] | 377 | wx_id = wx.NewId() |
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[ec72ceb] | 378 | self.edit_model_menu.Append(wx_id, 'Load Plugin Models', |
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[105ef92] | 379 | '(Re)Load all models present in user plugin_models folder') |
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| 380 | wx.EVT_MENU(owner, wx_id, self.load_plugin_models) |
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[bc7b5da2] | 381 | |
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[f76bf17] | 382 | def set_edit_menu_helper(self, owner=None, menu=None): |
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| 383 | """ |
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| 384 | help for setting list of the edit model menu labels |
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| 385 | """ |
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| 386 | if menu == None: |
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| 387 | menu = self.edit_custom_model |
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| 388 | list_fnames = os.listdir(models.find_plugins_dir()) |
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| 389 | list_fnames.sort() |
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| 390 | for f_item in list_fnames: |
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| 391 | name = os.path.basename(f_item) |
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| 392 | toks = os.path.splitext(name) |
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| 393 | if toks[-1] == '.py' and not toks[0] == '__init__': |
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| 394 | if menu == self.edit_custom_model: |
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| 395 | if toks[0] == 'easy_sum_of_p1_p2': |
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| 396 | continue |
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| 397 | submenu = self.edit_menu |
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| 398 | else: |
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| 399 | submenu = self.delete_menu |
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| 400 | has_file = False |
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| 401 | for item in submenu.GetMenuItems(): |
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| 402 | if name == submenu.GetLabel(item.GetId()): |
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| 403 | has_file = True |
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| 404 | if not has_file: |
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[f21d496] | 405 | wx_id = wx.NewId() |
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| 406 | submenu.Append(wx_id, name) |
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| 407 | wx.EVT_MENU(owner, wx_id, menu) |
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[f76bf17] | 408 | has_file = False |
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| 409 | |
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| 410 | def put_icon(self, frame): |
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| 411 | """ |
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| 412 | Put icon in the frame title bar |
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| 413 | """ |
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| 414 | if hasattr(frame, "IsIconized"): |
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| 415 | if not frame.IsIconized(): |
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| 416 | try: |
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| 417 | icon = self.parent.GetIcon() |
---|
| 418 | frame.SetIcon(icon) |
---|
| 419 | except: |
---|
| 420 | pass |
---|
| 421 | |
---|
| 422 | def on_add_sim_page(self, event): |
---|
| 423 | """ |
---|
| 424 | Create a page to access simultaneous fit option |
---|
| 425 | """ |
---|
[f21d496] | 426 | event_id = event.GetId() |
---|
[f76bf17] | 427 | caption = "Const & Simul Fit" |
---|
| 428 | page = self.sim_page |
---|
[f21d496] | 429 | if event_id == self.id_batchfit: |
---|
[f76bf17] | 430 | caption = "Combined Batch" |
---|
| 431 | page = self.batch_page |
---|
| 432 | |
---|
| 433 | def set_focus_page(page): |
---|
| 434 | page.Show(True) |
---|
| 435 | page.Refresh() |
---|
| 436 | page.SetFocus() |
---|
| 437 | #self.parent._mgr.Update() |
---|
| 438 | msg = "%s already opened\n" % str(page.window_caption) |
---|
| 439 | wx.PostEvent(self.parent, StatusEvent(status=msg)) |
---|
| 440 | |
---|
| 441 | if page != None: |
---|
| 442 | return set_focus_page(page) |
---|
| 443 | if caption == "Const & Simul Fit": |
---|
| 444 | self.sim_page = self.fit_panel.add_sim_page(caption=caption) |
---|
| 445 | else: |
---|
| 446 | self.batch_page = self.fit_panel.add_sim_page(caption=caption) |
---|
| 447 | |
---|
| 448 | def get_context_menu(self, plotpanel=None): |
---|
| 449 | """ |
---|
| 450 | Get the context menu items available for P(r).them allow fitting option |
---|
| 451 | for Data2D and Data1D only. |
---|
| 452 | |
---|
| 453 | :param graph: the Graph object to which we attach the context menu |
---|
| 454 | |
---|
| 455 | :return: a list of menu items with call-back function |
---|
| 456 | |
---|
| 457 | :note: if Data1D was generated from Theory1D |
---|
| 458 | the fitting option is not allowed |
---|
| 459 | |
---|
| 460 | """ |
---|
| 461 | self.plot_panel = plotpanel |
---|
| 462 | graph = plotpanel.graph |
---|
| 463 | fit_option = "Select data for fitting" |
---|
| 464 | fit_hint = "Dialog with fitting parameters " |
---|
| 465 | |
---|
| 466 | if graph.selected_plottable not in plotpanel.plots: |
---|
| 467 | return [] |
---|
| 468 | item = plotpanel.plots[graph.selected_plottable] |
---|
| 469 | if item.__class__.__name__ is "Data2D": |
---|
| 470 | if hasattr(item, "is_data"): |
---|
| 471 | if item.is_data: |
---|
| 472 | return [[fit_option, fit_hint, self._onSelect]] |
---|
| 473 | else: |
---|
| 474 | return [] |
---|
| 475 | return [[fit_option, fit_hint, self._onSelect]] |
---|
| 476 | else: |
---|
| 477 | |
---|
| 478 | # if is_data is true , this in an actual data loaded |
---|
| 479 | #else it is a data created from a theory model |
---|
| 480 | if hasattr(item, "is_data"): |
---|
| 481 | if item.is_data: |
---|
| 482 | return [[fit_option, fit_hint, self._onSelect]] |
---|
| 483 | else: |
---|
| 484 | return [] |
---|
| 485 | return [[fit_option, fit_hint, self._onSelect]] |
---|
| 486 | return [] |
---|
| 487 | |
---|
| 488 | def get_panels(self, parent): |
---|
| 489 | """ |
---|
| 490 | Create and return a list of panel objects |
---|
| 491 | """ |
---|
| 492 | self.parent = parent |
---|
| 493 | #self.parent.Bind(EVT_FITSTATE_UPDATE, self.on_set_state_helper) |
---|
| 494 | # Creation of the fit panel |
---|
| 495 | self.frame = MDIFrame(self.parent, None, 'None', (100, 200)) |
---|
| 496 | self.fit_panel = FitPanel(parent=self.frame, manager=self) |
---|
| 497 | self.frame.set_panel(self.fit_panel) |
---|
| 498 | self._frame_set_helper() |
---|
| 499 | self.on_add_new_page(event=None) |
---|
| 500 | #Set the manager for the main panel |
---|
| 501 | self.fit_panel.set_manager(self) |
---|
| 502 | # List of windows used for the perspective |
---|
| 503 | self.perspective = [] |
---|
| 504 | self.perspective.append(self.fit_panel.window_name) |
---|
| 505 | |
---|
| 506 | self.result_frame = MDIFrame(self.parent, None, ResultPanel.window_caption, (220, 200)) |
---|
| 507 | self.result_panel = ResultPanel(parent=self.result_frame, manager=self) |
---|
| 508 | self.perspective.append(self.result_panel.window_name) |
---|
| 509 | |
---|
| 510 | #index number to create random model name |
---|
| 511 | self.index_model = 0 |
---|
| 512 | self.index_theory = 0 |
---|
| 513 | self.parent.Bind(EVT_SLICER_PANEL, self._on_slicer_event) |
---|
| 514 | self.parent.Bind(EVT_SLICER_PARS_UPDATE, self._onEVT_SLICER_PANEL) |
---|
[05228b0] | 515 | |
---|
[243fbc0] | 516 | # CRUFT: EVT_FITTER_CHANGED is not None for bumps 0.7.5.9 and above |
---|
[05228b0] | 517 | if EVT_FITTER_CHANGED is not None: |
---|
| 518 | self.parent.Bind(EVT_FITTER_CHANGED, self.on_fitter_changed) |
---|
| 519 | self._set_fitter_label(bumps.options.FIT_CONFIG) |
---|
| 520 | |
---|
[f76bf17] | 521 | #self.parent._mgr.Bind(wx.aui.EVT_AUI_PANE_CLOSE,self._onclearslicer) |
---|
| 522 | #Create reader when fitting panel are created |
---|
| 523 | self.state_reader = Reader(self.set_state) |
---|
| 524 | #append that reader to list of available reader |
---|
| 525 | loader = Loader() |
---|
| 526 | loader.associate_file_reader(".fitv", self.state_reader) |
---|
| 527 | #Send the fitting panel to guiframe |
---|
| 528 | self.mypanels.append(self.fit_panel) |
---|
| 529 | self.mypanels.append(self.result_panel) |
---|
| 530 | return self.mypanels |
---|
| 531 | |
---|
| 532 | def clear_panel(self): |
---|
| 533 | """ |
---|
| 534 | """ |
---|
| 535 | self.fit_panel.clear_panel() |
---|
| 536 | |
---|
| 537 | def delete_data(self, data): |
---|
| 538 | """ |
---|
| 539 | delete the given data from panel |
---|
| 540 | """ |
---|
| 541 | self.fit_panel.delete_data(data) |
---|
| 542 | |
---|
| 543 | def set_data(self, data_list=None): |
---|
| 544 | """ |
---|
| 545 | receive a list of data to fit |
---|
| 546 | """ |
---|
| 547 | if data_list is None: |
---|
| 548 | data_list = [] |
---|
| 549 | selected_data_list = [] |
---|
| 550 | if self.batch_on: |
---|
[098f3d2] | 551 | self.add_fit_page(data=data_list) |
---|
[f76bf17] | 552 | else: |
---|
| 553 | if len(data_list) > MAX_NBR_DATA: |
---|
| 554 | from fitting_widgets import DataDialog |
---|
| 555 | dlg = DataDialog(data_list=data_list, nb_data=MAX_NBR_DATA) |
---|
| 556 | if dlg.ShowModal() == wx.ID_OK: |
---|
| 557 | selected_data_list = dlg.get_data() |
---|
| 558 | dlg.Destroy() |
---|
| 559 | |
---|
| 560 | else: |
---|
| 561 | selected_data_list = data_list |
---|
| 562 | try: |
---|
| 563 | group_id = wx.NewId() |
---|
| 564 | for data in selected_data_list: |
---|
| 565 | if data is not None: |
---|
| 566 | # 2D has no same group_id |
---|
| 567 | if data.__class__.__name__ == 'Data2D': |
---|
| 568 | group_id = wx.NewId() |
---|
| 569 | data.group_id = group_id |
---|
| 570 | if group_id not in data.list_group_id: |
---|
| 571 | data.list_group_id.append(group_id) |
---|
[098f3d2] | 572 | self.add_fit_page(data=[data]) |
---|
[f76bf17] | 573 | except: |
---|
[098f3d2] | 574 | msg = "Fitting set_data: " + str(sys.exc_value) |
---|
[f76bf17] | 575 | wx.PostEvent(self.parent, StatusEvent(status=msg, info="error")) |
---|
| 576 | |
---|
| 577 | def set_theory(self, theory_list=None): |
---|
| 578 | """ |
---|
| 579 | """ |
---|
| 580 | #set the model state for a given theory_state: |
---|
| 581 | for item in theory_list: |
---|
| 582 | try: |
---|
| 583 | _, theory_state = item |
---|
| 584 | self.fit_panel.set_model_state(theory_state) |
---|
[7673ecd] | 585 | except Exception: |
---|
[f76bf17] | 586 | msg = "Fitting: cannot deal with the theory received" |
---|
[934ce649] | 587 | evt = StatusEvent(status=msg, info="error") |
---|
[f76bf17] | 588 | logging.error("set_theory " + msg + "\n" + str(sys.exc_value)) |
---|
[934ce649] | 589 | wx.PostEvent(self.parent, evt) |
---|
[f76bf17] | 590 | |
---|
| 591 | def set_state(self, state=None, datainfo=None, format=None): |
---|
| 592 | """ |
---|
| 593 | Call-back method for the fit page state reader. |
---|
| 594 | This method is called when a .fitv/.svs file is loaded. |
---|
| 595 | |
---|
| 596 | : param state: PageState object |
---|
| 597 | : param datainfo: data |
---|
| 598 | """ |
---|
[e89aed5] | 599 | from pagestate import PageState |
---|
| 600 | from simfitpage import SimFitPageState |
---|
| 601 | if isinstance(state, PageState): |
---|
[f76bf17] | 602 | state = state.clone() |
---|
| 603 | self.temp_state.append(state) |
---|
[e89aed5] | 604 | elif isinstance(state, SimFitPageState): |
---|
| 605 | state.load_from_save_state(self) |
---|
[f76bf17] | 606 | else: |
---|
| 607 | self.temp_state = [] |
---|
| 608 | # index to start with for a new set_state |
---|
| 609 | self.state_index = 0 |
---|
| 610 | # state file format |
---|
| 611 | self.sfile_ext = format |
---|
| 612 | |
---|
| 613 | self.on_set_state_helper(event=None) |
---|
| 614 | |
---|
| 615 | def on_set_state_helper(self, event=None): |
---|
| 616 | """ |
---|
| 617 | Set_state_helper. This actually sets state |
---|
| 618 | after plotting data from state file. |
---|
| 619 | |
---|
| 620 | : event: FitStateUpdateEvent called |
---|
| 621 | by dataloader.plot_data from guiframe |
---|
| 622 | """ |
---|
| 623 | if len(self.temp_state) == 0: |
---|
| 624 | if self.state_index == 0 and len(self.mypanels) <= 0 \ |
---|
| 625 | and self.sfile_ext == '.svs': |
---|
| 626 | self.temp_state = [] |
---|
| 627 | self.state_index = 0 |
---|
| 628 | return |
---|
| 629 | |
---|
| 630 | try: |
---|
| 631 | # Load fitting state |
---|
| 632 | state = self.temp_state[self.state_index] |
---|
| 633 | #panel state should have model selection to set_state |
---|
| 634 | if state.formfactorcombobox != None: |
---|
| 635 | #set state |
---|
| 636 | data = self.parent.create_gui_data(state.data) |
---|
| 637 | data.group_id = state.data.group_id |
---|
| 638 | self.parent.add_data(data_list={data.id: data}) |
---|
| 639 | wx.PostEvent(self.parent, NewPlotEvent(plot=data, |
---|
| 640 | title=data.title)) |
---|
| 641 | #need to be fix later make sure we are sendind guiframe.data |
---|
| 642 | #to panel |
---|
| 643 | state.data = data |
---|
| 644 | page = self.fit_panel.set_state(state) |
---|
| 645 | else: |
---|
| 646 | #just set data because set_state won't work |
---|
| 647 | data = self.parent.create_gui_data(state.data) |
---|
| 648 | data.group_id = state.data.group_id |
---|
| 649 | self.parent.add_data(data_list={data.id: data}) |
---|
| 650 | wx.PostEvent(self.parent, NewPlotEvent(plot=data, |
---|
| 651 | title=data.title)) |
---|
| 652 | page = self.add_fit_page([data]) |
---|
| 653 | caption = page.window_caption |
---|
| 654 | self.store_data(uid=page.uid, data_list=page.get_data_list(), |
---|
| 655 | caption=caption) |
---|
| 656 | self.mypanels.append(page) |
---|
| 657 | |
---|
| 658 | # get ready for the next set_state |
---|
| 659 | self.state_index += 1 |
---|
| 660 | |
---|
| 661 | #reset state variables to default when all set_state is finished. |
---|
| 662 | if len(self.temp_state) == self.state_index: |
---|
| 663 | |
---|
| 664 | self.temp_state = [] |
---|
| 665 | #self.state_index = 0 |
---|
| 666 | # Make sure the user sees the fitting panel after loading |
---|
| 667 | #self.parent.set_perspective(self.perspective) |
---|
| 668 | self.on_perspective(event=None) |
---|
| 669 | except: |
---|
| 670 | self.state_index = 0 |
---|
| 671 | self.temp_state = [] |
---|
| 672 | raise |
---|
| 673 | |
---|
| 674 | def set_param2fit(self, uid, param2fit): |
---|
| 675 | """ |
---|
| 676 | Set the list of param names to fit for fitprobelm |
---|
| 677 | """ |
---|
| 678 | self.page_finder[uid].set_param2fit(param2fit) |
---|
| 679 | |
---|
| 680 | def set_graph_id(self, uid, graph_id): |
---|
| 681 | """ |
---|
| 682 | Set graph_id for fitprobelm |
---|
| 683 | """ |
---|
| 684 | self.page_finder[uid].set_graph_id(graph_id) |
---|
| 685 | |
---|
| 686 | def get_graph_id(self, uid): |
---|
| 687 | """ |
---|
| 688 | Set graph_id for fitprobelm |
---|
| 689 | """ |
---|
| 690 | return self.page_finder[uid].get_graph_id() |
---|
| 691 | |
---|
| 692 | def save_fit_state(self, filepath, fitstate): |
---|
| 693 | """ |
---|
| 694 | save fit page state into file |
---|
| 695 | """ |
---|
| 696 | self.state_reader.write(filename=filepath, fitstate=fitstate) |
---|
| 697 | |
---|
| 698 | def set_fit_weight(self, uid, flag, is2d=False, fid=None): |
---|
| 699 | """ |
---|
| 700 | Set the fit weights of a given page for all |
---|
| 701 | its data by default. If fid is provide then set the range |
---|
| 702 | only for the data with fid as id |
---|
| 703 | :param uid: id corresponding to a fit page |
---|
| 704 | :param fid: id corresponding to a fit problem (data, model) |
---|
| 705 | :param weight: current dy data |
---|
| 706 | """ |
---|
[098f3d2] | 707 | # If we are not dealing with a specific fit problem, then |
---|
| 708 | # there is no point setting the weights. |
---|
| 709 | if fid is None: |
---|
| 710 | return |
---|
[f76bf17] | 711 | if uid in self.page_finder.keys(): |
---|
| 712 | self.page_finder[uid].set_weight(flag=flag, is2d=is2d) |
---|
| 713 | |
---|
| 714 | def set_fit_range(self, uid, qmin, qmax, fid=None): |
---|
| 715 | """ |
---|
| 716 | Set the fitting range of a given page for all |
---|
| 717 | its data by default. If fid is provide then set the range |
---|
| 718 | only for the data with fid as id |
---|
| 719 | :param uid: id corresponding to a fit page |
---|
| 720 | :param fid: id corresponding to a fit problem (data, model) |
---|
| 721 | :param qmin: minimum value of the fit range |
---|
| 722 | :param qmax: maximum value of the fit range |
---|
| 723 | """ |
---|
| 724 | if uid in self.page_finder.keys(): |
---|
| 725 | self.page_finder[uid].set_range(qmin=qmin, qmax=qmax, fid=fid) |
---|
| 726 | |
---|
| 727 | def schedule_for_fit(self, value=0, uid=None): |
---|
| 728 | """ |
---|
| 729 | Set the fit problem field to 0 or 1 to schedule that problem to fit. |
---|
| 730 | Schedule the specified fitproblem or get the fit problem related to |
---|
| 731 | the current page and set value. |
---|
| 732 | :param value: integer 0 or 1 |
---|
| 733 | :param uid: the id related to a page contaning fitting information |
---|
| 734 | """ |
---|
| 735 | if uid in self.page_finder.keys(): |
---|
| 736 | self.page_finder[uid].schedule_tofit(value) |
---|
| 737 | |
---|
| 738 | def get_page_finder(self): |
---|
| 739 | """ |
---|
| 740 | return self.page_finder used also by simfitpage.py |
---|
| 741 | """ |
---|
| 742 | return self.page_finder |
---|
| 743 | |
---|
| 744 | def set_page_finder(self, modelname, names, values): |
---|
| 745 | """ |
---|
| 746 | Used by simfitpage.py to reset a parameter given the string constrainst. |
---|
| 747 | |
---|
| 748 | :param modelname: the name ot the model for with the parameter |
---|
| 749 | has to reset |
---|
| 750 | :param value: can be a string in this case. |
---|
| 751 | :param names: the paramter name |
---|
| 752 | """ |
---|
| 753 | sim_page_id = self.sim_page.uid |
---|
| 754 | for uid, value in self.page_finder.iteritems(): |
---|
| 755 | if uid != sim_page_id and uid != self.batch_page.uid: |
---|
[f21d496] | 756 | model_list = value.get_model() |
---|
| 757 | model = model_list[0] |
---|
[f76bf17] | 758 | if model.name == modelname: |
---|
| 759 | value.set_model_param(names, values) |
---|
| 760 | break |
---|
| 761 | |
---|
| 762 | def split_string(self, item): |
---|
| 763 | """ |
---|
| 764 | receive a word containing dot and split it. used to split parameterset |
---|
| 765 | name into model name and parameter name example: :: |
---|
| 766 | |
---|
| 767 | paramaterset (item) = M1.A |
---|
| 768 | Will return model_name = M1 , parameter name = A |
---|
| 769 | |
---|
| 770 | """ |
---|
| 771 | if item.find(".") >= 0: |
---|
| 772 | param_names = re.split("\.", item) |
---|
| 773 | model_name = param_names[0] |
---|
| 774 | ##Assume max len is 3; eg., M0.radius.width |
---|
| 775 | if len(param_names) == 3: |
---|
| 776 | param_name = param_names[1] + "." + param_names[2] |
---|
| 777 | else: |
---|
| 778 | param_name = param_names[1] |
---|
| 779 | return model_name, param_name |
---|
| 780 | |
---|
| 781 | def on_bumps_options(self, event=None): |
---|
[9776c82] | 782 | """ |
---|
| 783 | Open the bumps options panel. |
---|
| 784 | """ |
---|
[05228b0] | 785 | show_fit_config(self.parent, help=self.on_help) |
---|
| 786 | |
---|
| 787 | def on_fitter_changed(self, event): |
---|
| 788 | self._set_fitter_label(event.config) |
---|
| 789 | |
---|
| 790 | def _set_fitter_label(self, config): |
---|
| 791 | self.fit_panel.parent.SetTitle(self.fit_panel.window_name |
---|
| 792 | + " - Active Fitting Optimizer: " |
---|
| 793 | + config.selected_name) |
---|
[7945367] | 794 | |
---|
| 795 | def on_help(self, algorithm_id): |
---|
[86b049b] | 796 | _TreeLocation = "user/sasgui/perspectives/fitting/optimizer.html" |
---|
[7945367] | 797 | _anchor = "#fit-"+algorithm_id |
---|
[6f16e25] | 798 | DocumentationWindow(self.parent, wx.ID_ANY, _TreeLocation, _anchor, "Optimizer Help") |
---|
[7945367] | 799 | |
---|
[f76bf17] | 800 | |
---|
[9776c82] | 801 | def on_fit_results(self, event=None): |
---|
| 802 | """ |
---|
| 803 | Make the Fit Results panel visible. |
---|
| 804 | """ |
---|
| 805 | self.result_frame.Show() |
---|
| 806 | self.result_frame.Raise() |
---|
| 807 | |
---|
[73cbeec] | 808 | def on_gpu_options(self, event=None): |
---|
| 809 | """ |
---|
| 810 | Make the Fit Results panel visible. |
---|
| 811 | """ |
---|
| 812 | dialog = GpuOptions(None, wx.ID_ANY, "") |
---|
| 813 | dialog.Show() |
---|
| 814 | |
---|
[f76bf17] | 815 | def stop_fit(self, uid): |
---|
| 816 | """ |
---|
[acf8e4a5] | 817 | Stop the fit |
---|
[f76bf17] | 818 | """ |
---|
| 819 | if uid in self.fit_thread_list.keys(): |
---|
| 820 | calc_fit = self.fit_thread_list[uid] |
---|
| 821 | if calc_fit is not None and calc_fit.isrunning(): |
---|
| 822 | calc_fit.stop() |
---|
| 823 | msg = "Fit stop!" |
---|
| 824 | wx.PostEvent(self.parent, StatusEvent(status=msg, type="stop")) |
---|
| 825 | del self.fit_thread_list[uid] |
---|
| 826 | #set the fit button label of page when fit stop is trigger from |
---|
| 827 | #simultaneous fit pane |
---|
| 828 | sim_flag = self.sim_page is not None and uid == self.sim_page.uid |
---|
| 829 | batch_flag = self.batch_page is not None and uid == self.batch_page.uid |
---|
| 830 | if sim_flag or batch_flag: |
---|
| 831 | for uid, value in self.page_finder.iteritems(): |
---|
| 832 | if value.get_scheduled() == 1: |
---|
| 833 | if uid in self.fit_panel.opened_pages.keys(): |
---|
| 834 | panel = self.fit_panel.opened_pages[uid] |
---|
| 835 | panel._on_fit_complete() |
---|
| 836 | |
---|
| 837 | def set_smearer(self, uid, smearer, fid, qmin=None, qmax=None, draw=True, |
---|
| 838 | enable_smearer=False): |
---|
| 839 | """ |
---|
| 840 | Get a smear object and store it to a fit problem of fid as id. If proper |
---|
| 841 | flag is enable , will plot the theory with smearing information. |
---|
| 842 | |
---|
| 843 | :param smearer: smear object to allow smearing data of id fid |
---|
| 844 | :param enable_smearer: Define whether or not all (data, model) contained |
---|
| 845 | in the structure of id uid will be smeared before fitting. |
---|
| 846 | :param qmin: the maximum value of the theory plotting range |
---|
| 847 | :param qmax: the maximum value of the theory plotting range |
---|
| 848 | :param draw: Determine if the theory needs to be plot |
---|
| 849 | """ |
---|
| 850 | if uid not in self.page_finder.keys(): |
---|
| 851 | return |
---|
| 852 | self.page_finder[uid].enable_smearing(flag=enable_smearer) |
---|
| 853 | self.page_finder[uid].set_smearer(smearer, fid=fid) |
---|
| 854 | if draw: |
---|
| 855 | ## draw model 1D with smeared data |
---|
| 856 | data = self.page_finder[uid].get_fit_data(fid=fid) |
---|
| 857 | if data is None: |
---|
| 858 | msg = "set_mearer requires at least data.\n" |
---|
| 859 | msg += "Got data = %s .\n" % str(data) |
---|
| 860 | return |
---|
| 861 | #raise ValueError, msg |
---|
| 862 | model = self.page_finder[uid].get_model(fid=fid) |
---|
| 863 | if model is None: |
---|
| 864 | return |
---|
| 865 | enable1D = issubclass(data.__class__, Data1D) |
---|
| 866 | enable2D = issubclass(data.__class__, Data2D) |
---|
| 867 | ## if user has already selected a model to plot |
---|
| 868 | ## redraw the model with data smeared |
---|
| 869 | smear = self.page_finder[uid].get_smearer(fid=fid) |
---|
| 870 | |
---|
| 871 | # compute weight for the current data |
---|
| 872 | weight = self.page_finder[uid].get_weight(fid=fid) |
---|
| 873 | |
---|
| 874 | self.draw_model(model=model, data=data, page_id=uid, smearer=smear, |
---|
| 875 | enable1D=enable1D, enable2D=enable2D, |
---|
| 876 | qmin=qmin, qmax=qmax, weight=weight) |
---|
| 877 | |
---|
| 878 | def _mac_sleep(self, sec=0.2): |
---|
| 879 | """ |
---|
| 880 | Give sleep to MAC |
---|
| 881 | """ |
---|
| 882 | if ON_MAC: |
---|
| 883 | time.sleep(sec) |
---|
| 884 | |
---|
| 885 | def draw_model(self, model, page_id, data=None, smearer=None, |
---|
| 886 | enable1D=True, enable2D=False, |
---|
| 887 | state=None, |
---|
| 888 | fid=None, |
---|
| 889 | toggle_mode_on=False, |
---|
| 890 | qmin=None, qmax=None, |
---|
| 891 | update_chisqr=True, weight=None, source='model'): |
---|
| 892 | """ |
---|
| 893 | Draw model. |
---|
| 894 | |
---|
| 895 | :param model: the model to draw |
---|
| 896 | :param name: the name of the model to draw |
---|
| 897 | :param data: the data on which the model is based to be drawn |
---|
| 898 | :param description: model's description |
---|
| 899 | :param enable1D: if true enable drawing model 1D |
---|
| 900 | :param enable2D: if true enable drawing model 2D |
---|
| 901 | :param qmin: Range's minimum value to draw model |
---|
| 902 | :param qmax: Range's maximum value to draw model |
---|
| 903 | :param qstep: number of step to divide the x and y-axis |
---|
| 904 | :param update_chisqr: update chisqr [bool] |
---|
| 905 | |
---|
| 906 | """ |
---|
| 907 | #self.weight = weight |
---|
| 908 | if issubclass(data.__class__, Data1D) or not enable2D: |
---|
| 909 | ## draw model 1D with no loaded data |
---|
| 910 | self._draw_model1D(model=model, |
---|
| 911 | data=data, |
---|
| 912 | page_id=page_id, |
---|
| 913 | enable1D=enable1D, |
---|
| 914 | smearer=smearer, |
---|
| 915 | qmin=qmin, |
---|
| 916 | qmax=qmax, |
---|
| 917 | fid=fid, |
---|
| 918 | weight=weight, |
---|
| 919 | toggle_mode_on=toggle_mode_on, |
---|
| 920 | state=state, |
---|
| 921 | update_chisqr=update_chisqr, |
---|
| 922 | source=source) |
---|
| 923 | else: |
---|
| 924 | ## draw model 2D with no initial data |
---|
| 925 | self._draw_model2D(model=model, |
---|
| 926 | page_id=page_id, |
---|
| 927 | data=data, |
---|
| 928 | enable2D=enable2D, |
---|
| 929 | smearer=smearer, |
---|
| 930 | qmin=qmin, |
---|
| 931 | qmax=qmax, |
---|
| 932 | fid=fid, |
---|
| 933 | weight=weight, |
---|
| 934 | state=state, |
---|
| 935 | toggle_mode_on=toggle_mode_on, |
---|
| 936 | update_chisqr=update_chisqr, |
---|
| 937 | source=source) |
---|
| 938 | |
---|
| 939 | def onFit(self, uid): |
---|
| 940 | """ |
---|
| 941 | Get series of data, model, associates parameters and range and send then |
---|
[acf8e4a5] | 942 | to series of fitters. Fit data and model, display result to |
---|
[f76bf17] | 943 | corresponding panels. |
---|
| 944 | :param uid: id related to the panel currently calling this fit function. |
---|
| 945 | """ |
---|
| 946 | if uid is None: raise RuntimeError("no page to fit") # Should never happen |
---|
| 947 | |
---|
| 948 | sim_page_uid = getattr(self.sim_page, 'uid', None) |
---|
| 949 | batch_page_uid = getattr(self.batch_page, 'uid', None) |
---|
| 950 | |
---|
| 951 | if uid == sim_page_uid: |
---|
| 952 | fit_type = 'simultaneous' |
---|
| 953 | elif uid == batch_page_uid: |
---|
| 954 | fit_type = 'combined_batch' |
---|
| 955 | else: |
---|
| 956 | fit_type = 'single' |
---|
| 957 | |
---|
| 958 | fitter_list = [] |
---|
| 959 | sim_fitter = None |
---|
| 960 | if fit_type == 'simultaneous': |
---|
[acf8e4a5] | 961 | # for simultaneous fitting only one fitter is needed |
---|
| 962 | sim_fitter = Fit() |
---|
[f76bf17] | 963 | sim_fitter.fitter_id = self.sim_page.uid |
---|
| 964 | fitter_list.append(sim_fitter) |
---|
| 965 | |
---|
| 966 | self.current_pg = None |
---|
| 967 | list_page_id = [] |
---|
| 968 | fit_id = 0 |
---|
| 969 | for page_id, page_info in self.page_finder.iteritems(): |
---|
| 970 | # For simulfit (uid give with None), do for-loop |
---|
| 971 | # if uid is specified (singlefit), do it only on the page. |
---|
| 972 | if page_id in (sim_page_uid, batch_page_uid): continue |
---|
| 973 | if fit_type == "single" and page_id != uid: continue |
---|
| 974 | |
---|
| 975 | try: |
---|
| 976 | if page_info.get_scheduled() == 1: |
---|
| 977 | page_info.nbr_residuals_computed = 0 |
---|
| 978 | page = self.fit_panel.get_page_by_id(page_id) |
---|
| 979 | self.set_fit_weight(uid=page.uid, |
---|
| 980 | flag=page.get_weight_flag(), |
---|
| 981 | is2d=page._is_2D()) |
---|
| 982 | if not page.param_toFit: |
---|
| 983 | msg = "No fitting parameters for %s" % page.window_caption |
---|
[934ce649] | 984 | evt = StatusEvent(status=msg, info="error", type="stop") |
---|
| 985 | wx.PostEvent(page.parent.parent, evt) |
---|
[f76bf17] | 986 | return False |
---|
| 987 | if not page._update_paramv_on_fit(): |
---|
| 988 | msg = "Fitting range or parameter values are" |
---|
| 989 | msg += " invalid in %s" % \ |
---|
| 990 | page.window_caption |
---|
[934ce649] | 991 | evt = StatusEvent(status=msg, info="error", type="stop") |
---|
| 992 | wx.PostEvent(page.parent.parent, evt) |
---|
[f76bf17] | 993 | return False |
---|
| 994 | |
---|
| 995 | pars = [str(element[1]) for element in page.param_toFit] |
---|
| 996 | fitproblem_list = page_info.values() |
---|
| 997 | for fitproblem in fitproblem_list: |
---|
| 998 | if sim_fitter is None: |
---|
[acf8e4a5] | 999 | fitter = Fit() |
---|
[f76bf17] | 1000 | fitter.fitter_id = page_id |
---|
| 1001 | fitter_list.append(fitter) |
---|
| 1002 | else: |
---|
| 1003 | fitter = sim_fitter |
---|
| 1004 | self._add_problem_to_fit(fitproblem=fitproblem, |
---|
| 1005 | pars=pars, |
---|
| 1006 | fitter=fitter, |
---|
| 1007 | fit_id=fit_id) |
---|
| 1008 | fit_id += 1 |
---|
| 1009 | list_page_id.append(page_id) |
---|
| 1010 | page_info.clear_model_param() |
---|
| 1011 | except KeyboardInterrupt: |
---|
| 1012 | msg = "Fitting terminated" |
---|
[934ce649] | 1013 | evt = StatusEvent(status=msg, info="info", type="stop") |
---|
| 1014 | wx.PostEvent(self.parent, evt) |
---|
[f76bf17] | 1015 | return True |
---|
| 1016 | except: |
---|
[a3f125f0] | 1017 | raise |
---|
[f76bf17] | 1018 | msg = "Fitting error: %s" % str(sys.exc_value) |
---|
[934ce649] | 1019 | evt = StatusEvent(status=msg, info="error", type="stop") |
---|
| 1020 | wx.PostEvent(self.parent, evt) |
---|
[f76bf17] | 1021 | return False |
---|
| 1022 | ## If a thread is already started, stop it |
---|
| 1023 | #if self.calc_fit!= None and self.calc_fit.isrunning(): |
---|
| 1024 | # self.calc_fit.stop() |
---|
| 1025 | msg = "Fitting is in progress..." |
---|
| 1026 | wx.PostEvent(self.parent, StatusEvent(status=msg, type="progress")) |
---|
| 1027 | |
---|
[acf8e4a5] | 1028 | #Handler used to display fit message |
---|
[f76bf17] | 1029 | handler = ConsoleUpdate(parent=self.parent, |
---|
| 1030 | manager=self, |
---|
| 1031 | improvement_delta=0.1) |
---|
| 1032 | self._mac_sleep(0.2) |
---|
| 1033 | |
---|
| 1034 | # batch fit |
---|
| 1035 | batch_inputs = {} |
---|
| 1036 | batch_outputs = {} |
---|
| 1037 | if fit_type == "simultaneous": |
---|
| 1038 | page = self.sim_page |
---|
| 1039 | elif fit_type == "combined_batch": |
---|
| 1040 | page = self.batch_page |
---|
| 1041 | else: |
---|
| 1042 | page = self.fit_panel.get_page_by_id(uid) |
---|
| 1043 | if page.batch_on: |
---|
| 1044 | calc_fit = FitThread(handler=handler, |
---|
| 1045 | fn=fitter_list, |
---|
| 1046 | pars=pars, |
---|
| 1047 | batch_inputs=batch_inputs, |
---|
| 1048 | batch_outputs=batch_outputs, |
---|
| 1049 | page_id=list_page_id, |
---|
| 1050 | completefn=self._batch_fit_complete, |
---|
| 1051 | reset_flag=self.batch_reset_flag) |
---|
| 1052 | else: |
---|
| 1053 | ## Perform more than 1 fit at the time |
---|
| 1054 | calc_fit = FitThread(handler=handler, |
---|
| 1055 | fn=fitter_list, |
---|
| 1056 | batch_inputs=batch_inputs, |
---|
| 1057 | batch_outputs=batch_outputs, |
---|
| 1058 | page_id=list_page_id, |
---|
| 1059 | updatefn=handler.update_fit, |
---|
| 1060 | completefn=self._fit_completed) |
---|
| 1061 | #self.fit_thread_list[current_page_id] = calc_fit |
---|
| 1062 | self.fit_thread_list[uid] = calc_fit |
---|
| 1063 | calc_fit.queue() |
---|
| 1064 | calc_fit.ready(2.5) |
---|
| 1065 | msg = "Fitting is in progress..." |
---|
| 1066 | wx.PostEvent(self.parent, StatusEvent(status=msg, type="progress")) |
---|
| 1067 | |
---|
| 1068 | return True |
---|
| 1069 | |
---|
| 1070 | def remove_plot(self, uid, fid=None, theory=False): |
---|
| 1071 | """ |
---|
| 1072 | remove model plot when a fit page is closed |
---|
| 1073 | :param uid: the id related to the fitpage to close |
---|
| 1074 | :param fid: the id of the fitproblem(data, model, range,etc) |
---|
| 1075 | """ |
---|
| 1076 | if uid not in self.page_finder.keys(): |
---|
| 1077 | return |
---|
| 1078 | fitproblemList = self.page_finder[uid].get_fit_problem(fid) |
---|
| 1079 | for fitproblem in fitproblemList: |
---|
| 1080 | data = fitproblem.get_fit_data() |
---|
| 1081 | model = fitproblem.get_model() |
---|
| 1082 | plot_id = None |
---|
| 1083 | if model is not None: |
---|
| 1084 | plot_id = data.id + model.name |
---|
| 1085 | if theory: |
---|
| 1086 | plot_id = data.id + model.name |
---|
| 1087 | group_id = data.group_id |
---|
| 1088 | wx.PostEvent(self.parent, NewPlotEvent(id=plot_id, |
---|
| 1089 | group_id=group_id, |
---|
| 1090 | action='remove')) |
---|
| 1091 | |
---|
| 1092 | def store_data(self, uid, data_list=None, caption=None): |
---|
| 1093 | """ |
---|
| 1094 | Recieve a list of data and store them ans well as a caption of |
---|
| 1095 | the fit page where they come from. |
---|
| 1096 | :param uid: if related to a fit page |
---|
| 1097 | :param data_list: list of data to fit |
---|
| 1098 | :param caption: caption of the window related to these data |
---|
| 1099 | """ |
---|
| 1100 | if data_list is None: |
---|
| 1101 | data_list = [] |
---|
| 1102 | |
---|
| 1103 | self.page_finder[uid].set_fit_data(data=data_list) |
---|
| 1104 | if caption is not None: |
---|
| 1105 | self.page_finder[uid].set_fit_tab_caption(caption=caption) |
---|
| 1106 | |
---|
| 1107 | def on_add_new_page(self, event=None): |
---|
| 1108 | """ |
---|
| 1109 | ask fit panel to create a new empty page |
---|
| 1110 | """ |
---|
| 1111 | try: |
---|
| 1112 | page = self.fit_panel.add_empty_page() |
---|
| 1113 | # add data associated to the page created |
---|
| 1114 | if page != None: |
---|
[934ce649] | 1115 | evt = StatusEvent(status="Page Created", info="info") |
---|
| 1116 | wx.PostEvent(self.parent, evt) |
---|
[f76bf17] | 1117 | else: |
---|
| 1118 | msg = "Page was already Created" |
---|
[934ce649] | 1119 | evt = StatusEvent(status=msg, info="warning") |
---|
| 1120 | wx.PostEvent(self.parent, evt) |
---|
[f76bf17] | 1121 | except: |
---|
| 1122 | msg = "Creating Fit page: %s" % sys.exc_value |
---|
| 1123 | wx.PostEvent(self.parent, StatusEvent(status=msg, info="error")) |
---|
| 1124 | |
---|
| 1125 | def add_fit_page(self, data): |
---|
| 1126 | """ |
---|
| 1127 | given a data, ask to the fitting panel to create a new fitting page, |
---|
| 1128 | get this page and store it into the page_finder of this plug-in |
---|
| 1129 | :param data: is a list of data |
---|
| 1130 | """ |
---|
| 1131 | page = self.fit_panel.set_data(data) |
---|
| 1132 | # page could be None when loading state files |
---|
| 1133 | if page == None: |
---|
| 1134 | return page |
---|
| 1135 | #append Data1D to the panel containing its theory |
---|
| 1136 | #if theory already plotted |
---|
| 1137 | if page.uid in self.page_finder: |
---|
| 1138 | data = page.get_data() |
---|
| 1139 | theory_data = self.page_finder[page.uid].get_theory_data(data.id) |
---|
| 1140 | if issubclass(data.__class__, Data2D): |
---|
| 1141 | data.group_id = wx.NewId() |
---|
| 1142 | if theory_data is not None: |
---|
| 1143 | group_id = str(page.uid) + " Model1D" |
---|
| 1144 | wx.PostEvent(self.parent, |
---|
| 1145 | NewPlotEvent(group_id=group_id, |
---|
| 1146 | action="delete")) |
---|
| 1147 | self.parent.update_data(prev_data=theory_data, |
---|
| 1148 | new_data=data) |
---|
| 1149 | else: |
---|
| 1150 | if theory_data is not None: |
---|
| 1151 | group_id = str(page.uid) + " Model2D" |
---|
| 1152 | data.group_id = theory_data.group_id |
---|
| 1153 | wx.PostEvent(self.parent, |
---|
| 1154 | NewPlotEvent(group_id=group_id, |
---|
| 1155 | action="delete")) |
---|
| 1156 | self.parent.update_data(prev_data=theory_data, |
---|
| 1157 | new_data=data) |
---|
| 1158 | self.store_data(uid=page.uid, data_list=page.get_data_list(), |
---|
| 1159 | caption=page.window_caption) |
---|
| 1160 | if self.sim_page is not None and not self.batch_on: |
---|
| 1161 | self.sim_page.draw_page() |
---|
| 1162 | if self.batch_page is not None and self.batch_on: |
---|
| 1163 | self.batch_page.draw_page() |
---|
| 1164 | |
---|
| 1165 | return page |
---|
| 1166 | |
---|
| 1167 | def _onEVT_SLICER_PANEL(self, event): |
---|
| 1168 | """ |
---|
| 1169 | receive and event telling to update a panel with a name starting with |
---|
| 1170 | event.panel_name. this method update slicer panel |
---|
| 1171 | for a given interactor. |
---|
| 1172 | |
---|
| 1173 | :param event: contains type of slicer , paramaters for updating |
---|
| 1174 | the panel and panel_name to find the slicer 's panel concerned. |
---|
| 1175 | """ |
---|
| 1176 | event.panel_name |
---|
| 1177 | for item in self.parent.panels: |
---|
| 1178 | name = event.panel_name |
---|
| 1179 | if self.parent.panels[item].window_caption.startswith(name): |
---|
| 1180 | self.parent.panels[item].set_slicer(event.type, event.params) |
---|
| 1181 | |
---|
| 1182 | #self.parent._mgr.Update() |
---|
| 1183 | |
---|
| 1184 | def _closed_fitpage(self, event): |
---|
| 1185 | """ |
---|
| 1186 | request fitpanel to close a given page when its unique data is removed |
---|
| 1187 | from the plot. close fitpage only when the a loaded data is removed |
---|
| 1188 | """ |
---|
| 1189 | if event is None or event.data is None: |
---|
| 1190 | return |
---|
| 1191 | if hasattr(event.data, "is_data"): |
---|
| 1192 | if not event.data.is_data or \ |
---|
| 1193 | event.data.__class__.__name__ == "Data1D": |
---|
| 1194 | self.fit_panel.close_page_with_data(event.data) |
---|
| 1195 | |
---|
| 1196 | def _reset_schedule_problem(self, value=0, uid=None): |
---|
| 1197 | """ |
---|
| 1198 | unschedule or schedule all fitproblem to be fit |
---|
| 1199 | """ |
---|
| 1200 | # case that uid is not specified |
---|
| 1201 | if uid == None: |
---|
| 1202 | for page_id in self.page_finder.keys(): |
---|
| 1203 | self.page_finder[page_id].schedule_tofit(value) |
---|
| 1204 | # when uid is given |
---|
| 1205 | else: |
---|
| 1206 | if uid in self.page_finder.keys(): |
---|
| 1207 | self.page_finder[uid].schedule_tofit(value) |
---|
| 1208 | |
---|
| 1209 | def _add_problem_to_fit(self, fitproblem, pars, fitter, fit_id): |
---|
| 1210 | """ |
---|
[acf8e4a5] | 1211 | Create and set fitter with series of data and model |
---|
[f76bf17] | 1212 | """ |
---|
| 1213 | data = fitproblem.get_fit_data() |
---|
| 1214 | model = fitproblem.get_model() |
---|
| 1215 | smearer = fitproblem.get_smearer() |
---|
| 1216 | qmin, qmax = fitproblem.get_range() |
---|
| 1217 | |
---|
| 1218 | #Extra list of parameters and their constraints |
---|
| 1219 | listOfConstraint = [] |
---|
| 1220 | param = fitproblem.get_model_param() |
---|
| 1221 | if len(param) > 0: |
---|
| 1222 | for item in param: |
---|
| 1223 | ## check if constraint |
---|
| 1224 | if item[0] != None and item[1] != None: |
---|
| 1225 | listOfConstraint.append((item[0], item[1])) |
---|
| 1226 | new_model = model |
---|
| 1227 | fitter.set_model(new_model, fit_id, pars, data=data, |
---|
| 1228 | constraints=listOfConstraint) |
---|
| 1229 | fitter.set_data(data=data, id=fit_id, smearer=smearer, qmin=qmin, |
---|
| 1230 | qmax=qmax) |
---|
| 1231 | fitter.select_problem_for_fit(id=fit_id, value=1) |
---|
| 1232 | |
---|
| 1233 | def _onSelect(self, event): |
---|
| 1234 | """ |
---|
| 1235 | when Select data to fit a new page is created .Its reference is |
---|
| 1236 | added to self.page_finder |
---|
| 1237 | """ |
---|
| 1238 | panel = self.plot_panel |
---|
| 1239 | if panel == None: |
---|
| 1240 | raise ValueError, "Fitting:_onSelect: NonType panel" |
---|
| 1241 | Plugin.on_perspective(self, event=event) |
---|
| 1242 | self.select_data(panel) |
---|
| 1243 | |
---|
| 1244 | def select_data(self, panel): |
---|
| 1245 | """ |
---|
| 1246 | """ |
---|
| 1247 | for plottable in panel.graph.plottables: |
---|
| 1248 | if plottable.__class__.__name__ in ["Data1D", "Theory1D"]: |
---|
| 1249 | data_id = panel.graph.selected_plottable |
---|
| 1250 | if plottable == panel.plots[data_id]: |
---|
| 1251 | data = plottable |
---|
| 1252 | self.add_fit_page(data=[data]) |
---|
| 1253 | return |
---|
| 1254 | else: |
---|
| 1255 | data = plottable |
---|
| 1256 | self.add_fit_page(data=[data]) |
---|
| 1257 | |
---|
| 1258 | def update_fit(self, result=None, msg=""): |
---|
| 1259 | """ |
---|
| 1260 | """ |
---|
| 1261 | print "update_fit result", result |
---|
| 1262 | |
---|
| 1263 | def _batch_fit_complete(self, result, pars, page_id, |
---|
| 1264 | batch_outputs, batch_inputs, elapsed=None): |
---|
| 1265 | """ |
---|
| 1266 | Display fit result in batch |
---|
[acf8e4a5] | 1267 | :param result: list of objects received from fitters |
---|
[f76bf17] | 1268 | :param pars: list of fitted parameters names |
---|
| 1269 | :param page_id: list of page ids which called fit function |
---|
| 1270 | :param elapsed: time spent at the fitting level |
---|
| 1271 | """ |
---|
| 1272 | self._mac_sleep(0.2) |
---|
| 1273 | uid = page_id[0] |
---|
| 1274 | if uid in self.fit_thread_list.keys(): |
---|
| 1275 | del self.fit_thread_list[uid] |
---|
| 1276 | |
---|
[373d4ee] | 1277 | wx.CallAfter(self._update_fit_button, page_id) |
---|
[f76bf17] | 1278 | t1 = time.time() |
---|
| 1279 | str_time = time.strftime("%a, %d %b %Y %H:%M:%S ", time.localtime(t1)) |
---|
| 1280 | msg = "Fit completed on %s \n" % str_time |
---|
| 1281 | msg += "Duration time: %s s.\n" % str(elapsed) |
---|
[934ce649] | 1282 | evt = StatusEvent(status=msg, info="info", type="stop") |
---|
| 1283 | wx.PostEvent(self.parent, evt) |
---|
[f76bf17] | 1284 | |
---|
| 1285 | if batch_outputs is None: |
---|
| 1286 | batch_outputs = {} |
---|
| 1287 | |
---|
| 1288 | # format batch_outputs |
---|
| 1289 | batch_outputs["Chi2"] = [] |
---|
| 1290 | #Don't like these loops |
---|
| 1291 | # Need to create dictionary of all fitted parameters |
---|
| 1292 | # since the number of parameters can differ between each fit result |
---|
| 1293 | for list_res in result: |
---|
| 1294 | for res in list_res: |
---|
| 1295 | model, data = res.inputs[0] |
---|
| 1296 | if model is not None and hasattr(model, "model"): |
---|
| 1297 | model = model.model |
---|
| 1298 | #get all fittable parameters of the current model |
---|
| 1299 | for param in model.getParamList(): |
---|
| 1300 | if param not in batch_outputs.keys(): |
---|
| 1301 | batch_outputs[param] = [] |
---|
| 1302 | for param in model.getDispParamList(): |
---|
| 1303 | if not model.is_fittable(param) and \ |
---|
| 1304 | param in batch_outputs.keys(): |
---|
| 1305 | del batch_outputs[param] |
---|
| 1306 | # Add fitted parameters and their error |
---|
| 1307 | for param in res.param_list: |
---|
| 1308 | if param not in batch_outputs.keys(): |
---|
| 1309 | batch_outputs[param] = [] |
---|
| 1310 | err_param = "error on %s" % str(param) |
---|
| 1311 | if err_param not in batch_inputs.keys(): |
---|
| 1312 | batch_inputs[err_param] = [] |
---|
| 1313 | msg = "" |
---|
| 1314 | for list_res in result: |
---|
| 1315 | for res in list_res: |
---|
| 1316 | pid = res.fitter_id |
---|
| 1317 | model, data = res.inputs[0] |
---|
| 1318 | correct_result = False |
---|
| 1319 | if model is not None and hasattr(model, "model"): |
---|
| 1320 | model = model.model |
---|
| 1321 | if data is not None and hasattr(data, "sas_data"): |
---|
| 1322 | data = data.sas_data |
---|
| 1323 | |
---|
| 1324 | is_data2d = issubclass(data.__class__, Data2D) |
---|
| 1325 | #check consistency of arrays |
---|
| 1326 | if not is_data2d: |
---|
| 1327 | if len(res.theory) == len(res.index[res.index]) and \ |
---|
| 1328 | len(res.index) == len(data.y): |
---|
| 1329 | correct_result = True |
---|
| 1330 | else: |
---|
| 1331 | copy_data = deepcopy(data) |
---|
| 1332 | new_theory = copy_data.data |
---|
| 1333 | new_theory[res.index] = res.theory |
---|
| 1334 | new_theory[res.index == False] = numpy.nan |
---|
| 1335 | correct_result = True |
---|
| 1336 | #get all fittable parameters of the current model |
---|
| 1337 | param_list = model.getParamList() |
---|
| 1338 | for param in model.getDispParamList(): |
---|
| 1339 | if not model.is_fittable(param) and \ |
---|
| 1340 | param in param_list: |
---|
| 1341 | param_list.remove(param) |
---|
| 1342 | if not correct_result or res.fitness is None or \ |
---|
| 1343 | not numpy.isfinite(res.fitness) or \ |
---|
| 1344 | numpy.any(res.pvec == None) or not \ |
---|
| 1345 | numpy.all(numpy.isfinite(res.pvec)): |
---|
| 1346 | data_name = str(None) |
---|
| 1347 | if data is not None: |
---|
| 1348 | data_name = str(data.name) |
---|
| 1349 | model_name = str(None) |
---|
| 1350 | if model is not None: |
---|
| 1351 | model_name = str(model.name) |
---|
| 1352 | msg += "Data %s and Model %s did not fit.\n" % (data_name, |
---|
| 1353 | model_name) |
---|
| 1354 | ERROR = numpy.NAN |
---|
| 1355 | cell = BatchCell() |
---|
| 1356 | cell.label = res.fitness |
---|
| 1357 | cell.value = res.fitness |
---|
| 1358 | batch_outputs["Chi2"].append(ERROR) |
---|
| 1359 | for param in param_list: |
---|
| 1360 | # save value of fixed parameters |
---|
| 1361 | if param not in res.param_list: |
---|
| 1362 | batch_outputs[str(param)].append(ERROR) |
---|
| 1363 | else: |
---|
| 1364 | #save only fitted values |
---|
| 1365 | batch_outputs[param].append(ERROR) |
---|
| 1366 | batch_inputs["error on %s" % str(param)].append(ERROR) |
---|
| 1367 | else: |
---|
[acf8e4a5] | 1368 | # TODO: Why sometimes res.pvec comes with numpy.float64? |
---|
| 1369 | # probably from scipy lmfit |
---|
[f76bf17] | 1370 | if res.pvec.__class__ == numpy.float64: |
---|
| 1371 | res.pvec = [res.pvec] |
---|
| 1372 | |
---|
| 1373 | cell = BatchCell() |
---|
| 1374 | cell.label = res.fitness |
---|
| 1375 | cell.value = res.fitness |
---|
| 1376 | batch_outputs["Chi2"].append(cell) |
---|
| 1377 | # add parameters to batch_results |
---|
| 1378 | for param in param_list: |
---|
| 1379 | # save value of fixed parameters |
---|
| 1380 | if param not in res.param_list: |
---|
| 1381 | batch_outputs[str(param)].append(model.getParam(param)) |
---|
| 1382 | else: |
---|
| 1383 | index = res.param_list.index(param) |
---|
| 1384 | #save only fitted values |
---|
| 1385 | batch_outputs[param].append(res.pvec[index]) |
---|
| 1386 | if res.stderr is not None and \ |
---|
| 1387 | len(res.stderr) == len(res.param_list): |
---|
| 1388 | item = res.stderr[index] |
---|
| 1389 | batch_inputs["error on %s" % param].append(item) |
---|
| 1390 | else: |
---|
| 1391 | batch_inputs["error on %s" % param].append('-') |
---|
| 1392 | model.setParam(param, res.pvec[index]) |
---|
| 1393 | #fill the batch result with emtpy value if not in the current |
---|
| 1394 | #model |
---|
| 1395 | EMPTY = "-" |
---|
| 1396 | for key in batch_outputs.keys(): |
---|
| 1397 | if key not in param_list and key not in ["Chi2", "Data"]: |
---|
| 1398 | batch_outputs[key].append(EMPTY) |
---|
| 1399 | |
---|
| 1400 | self.page_finder[pid].set_batch_result(batch_inputs=batch_inputs, |
---|
| 1401 | batch_outputs=batch_outputs) |
---|
| 1402 | |
---|
| 1403 | cpage = self.fit_panel.get_page_by_id(pid) |
---|
| 1404 | cpage._on_fit_complete() |
---|
| 1405 | self.page_finder[pid][data.id].set_result(res) |
---|
| 1406 | fitproblem = self.page_finder[pid][data.id] |
---|
| 1407 | qmin, qmax = fitproblem.get_range() |
---|
| 1408 | plot_result = False |
---|
| 1409 | if correct_result: |
---|
| 1410 | if not is_data2d: |
---|
| 1411 | self._complete1D(x=data.x[res.index], y=res.theory, page_id=pid, |
---|
| 1412 | elapsed=None, |
---|
| 1413 | index=res.index, model=model, |
---|
| 1414 | weight=None, fid=data.id, |
---|
| 1415 | toggle_mode_on=False, state=None, |
---|
| 1416 | data=data, update_chisqr=False, |
---|
| 1417 | source='fit', plot_result=plot_result) |
---|
| 1418 | else: |
---|
| 1419 | self._complete2D(image=new_theory, data=data, |
---|
| 1420 | model=model, |
---|
| 1421 | page_id=pid, elapsed=None, |
---|
| 1422 | index=res.index, |
---|
| 1423 | qmin=qmin, |
---|
| 1424 | qmax=qmax, fid=data.id, weight=None, |
---|
| 1425 | toggle_mode_on=False, state=None, |
---|
| 1426 | update_chisqr=False, |
---|
| 1427 | source='fit', plot_result=plot_result) |
---|
| 1428 | self.on_set_batch_result(page_id=pid, |
---|
| 1429 | fid=data.id, |
---|
| 1430 | batch_outputs=batch_outputs, |
---|
| 1431 | batch_inputs=batch_inputs) |
---|
| 1432 | |
---|
[934ce649] | 1433 | evt = StatusEvent(status=msg, error="info", type="stop") |
---|
| 1434 | wx.PostEvent(self.parent, evt) |
---|
[f76bf17] | 1435 | # Remove parameters that are not shown |
---|
| 1436 | cpage = self.fit_panel.get_page_by_id(uid) |
---|
| 1437 | tbatch_outputs = {} |
---|
| 1438 | shownkeystr = cpage.get_copy_params() |
---|
| 1439 | for key in batch_outputs.keys(): |
---|
| 1440 | if key in ["Chi2", "Data"] or shownkeystr.count(key) > 0: |
---|
| 1441 | tbatch_outputs[key] = batch_outputs[key] |
---|
| 1442 | |
---|
| 1443 | wx.CallAfter(self.parent.on_set_batch_result, tbatch_outputs, |
---|
| 1444 | batch_inputs, self.sub_menu) |
---|
| 1445 | |
---|
| 1446 | def on_set_batch_result(self, page_id, fid, batch_outputs, batch_inputs): |
---|
| 1447 | """ |
---|
| 1448 | """ |
---|
| 1449 | pid = page_id |
---|
| 1450 | if fid not in self.page_finder[pid]: |
---|
| 1451 | return |
---|
| 1452 | fitproblem = self.page_finder[pid][fid] |
---|
| 1453 | index = self.page_finder[pid].nbr_residuals_computed - 1 |
---|
| 1454 | residuals = fitproblem.get_residuals() |
---|
| 1455 | theory_data = fitproblem.get_theory_data() |
---|
| 1456 | data = fitproblem.get_fit_data() |
---|
| 1457 | model = fitproblem.get_model() |
---|
| 1458 | #fill batch result information |
---|
| 1459 | if "Data" not in batch_outputs.keys(): |
---|
| 1460 | batch_outputs["Data"] = [] |
---|
[d85c194] | 1461 | from sas.sasgui.guiframe.data_processor import BatchCell |
---|
[f76bf17] | 1462 | cell = BatchCell() |
---|
| 1463 | cell.label = data.name |
---|
| 1464 | cell.value = index |
---|
| 1465 | |
---|
| 1466 | if theory_data != None: |
---|
| 1467 | #Suucessful fit |
---|
| 1468 | theory_data.id = wx.NewId() |
---|
| 1469 | theory_data.name = model.name + "[%s]" % str(data.name) |
---|
| 1470 | if issubclass(theory_data.__class__, Data2D): |
---|
| 1471 | group_id = wx.NewId() |
---|
| 1472 | theory_data.group_id = group_id |
---|
| 1473 | if group_id not in theory_data.list_group_id: |
---|
| 1474 | theory_data.list_group_id.append(group_id) |
---|
| 1475 | |
---|
| 1476 | try: |
---|
| 1477 | # associate residuals plot |
---|
| 1478 | if issubclass(residuals.__class__, Data2D): |
---|
| 1479 | group_id = wx.NewId() |
---|
| 1480 | residuals.group_id = group_id |
---|
| 1481 | if group_id not in residuals.list_group_id: |
---|
| 1482 | residuals.list_group_id.append(group_id) |
---|
| 1483 | batch_outputs["Chi2"][index].object = [residuals] |
---|
| 1484 | except: |
---|
| 1485 | pass |
---|
| 1486 | |
---|
| 1487 | cell.object = [data, theory_data] |
---|
| 1488 | batch_outputs["Data"].append(cell) |
---|
| 1489 | for key, value in data.meta_data.iteritems(): |
---|
| 1490 | if key not in batch_inputs.keys(): |
---|
| 1491 | batch_inputs[key] = [] |
---|
| 1492 | #if key.lower().strip() != "loader": |
---|
| 1493 | batch_inputs[key].append(value) |
---|
| 1494 | param = "temperature" |
---|
| 1495 | if hasattr(data.sample, param): |
---|
| 1496 | if param not in batch_inputs.keys(): |
---|
| 1497 | batch_inputs[param] = [] |
---|
| 1498 | batch_inputs[param].append(data.sample.temperature) |
---|
| 1499 | |
---|
| 1500 | def _fit_completed(self, result, page_id, batch_outputs, |
---|
| 1501 | batch_inputs=None, pars=None, elapsed=None): |
---|
| 1502 | """ |
---|
| 1503 | Display result of the fit on related panel(s). |
---|
| 1504 | :param result: list of object generated when fit ends |
---|
| 1505 | :param pars: list of names of parameters fitted |
---|
| 1506 | :param page_id: list of page ids which called fit function |
---|
| 1507 | :param elapsed: time spent at the fitting level |
---|
| 1508 | """ |
---|
| 1509 | t1 = time.time() |
---|
| 1510 | str_time = time.strftime("%a, %d %b %Y %H:%M:%S ", time.localtime(t1)) |
---|
| 1511 | msg = "Fit completed on %s \n" % str_time |
---|
| 1512 | msg += "Duration time: %s s.\n" % str(elapsed) |
---|
[934ce649] | 1513 | evt = StatusEvent(status=msg, info="info", type="stop") |
---|
| 1514 | wx.PostEvent(self.parent, evt) |
---|
[f76bf17] | 1515 | wx.PostEvent(self.result_panel, PlotResultEvent(result=result)) |
---|
[373d4ee] | 1516 | wx.CallAfter(self._update_fit_button, page_id) |
---|
[f76bf17] | 1517 | result = result[0] |
---|
| 1518 | self.fit_thread_list = {} |
---|
| 1519 | if page_id is None: |
---|
| 1520 | page_id = [] |
---|
| 1521 | ## fit more than 1 model at the same time |
---|
| 1522 | self._mac_sleep(0.2) |
---|
| 1523 | try: |
---|
| 1524 | index = 0 |
---|
[aac161f1] | 1525 | # Update potential simfit page(s) |
---|
| 1526 | if self.sim_page is not None: |
---|
| 1527 | self.sim_page._on_fit_complete() |
---|
| 1528 | if self.batch_page: |
---|
| 1529 | self.batch_page._on_fit_complete() |
---|
| 1530 | # Update all fit pages |
---|
[f76bf17] | 1531 | for uid in page_id: |
---|
| 1532 | res = result[index] |
---|
[1a5d5f2] | 1533 | fit_msg = res.mesg |
---|
[f76bf17] | 1534 | if res.fitness is None or \ |
---|
| 1535 | not numpy.isfinite(res.fitness) or \ |
---|
| 1536 | numpy.any(res.pvec == None) or \ |
---|
| 1537 | not numpy.all(numpy.isfinite(res.pvec)): |
---|
[1a5d5f2] | 1538 | fit_msg += "\nFitting did not converge!!!" |
---|
[373d4ee] | 1539 | wx.CallAfter(self._update_fit_button, page_id) |
---|
[f76bf17] | 1540 | else: |
---|
| 1541 | #set the panel when fit result are float not list |
---|
| 1542 | if res.pvec.__class__ == numpy.float64: |
---|
| 1543 | pvec = [res.pvec] |
---|
| 1544 | else: |
---|
| 1545 | pvec = res.pvec |
---|
| 1546 | if res.stderr.__class__ == numpy.float64: |
---|
| 1547 | stderr = [res.stderr] |
---|
| 1548 | else: |
---|
| 1549 | stderr = res.stderr |
---|
| 1550 | cpage = self.fit_panel.get_page_by_id(uid) |
---|
| 1551 | # Make sure we got all results |
---|
| 1552 | #(CallAfter is important to MAC) |
---|
| 1553 | try: |
---|
| 1554 | #if res != None: |
---|
| 1555 | wx.CallAfter(cpage.onsetValues, res.fitness, |
---|
| 1556 | res.param_list, |
---|
| 1557 | pvec, stderr) |
---|
| 1558 | index += 1 |
---|
| 1559 | wx.CallAfter(cpage._on_fit_complete) |
---|
| 1560 | except KeyboardInterrupt: |
---|
[1a5d5f2] | 1561 | fit_msg += "\nSingular point: Fitting stopped." |
---|
[f76bf17] | 1562 | except: |
---|
[1a5d5f2] | 1563 | fit_msg += "\nSingular point: Fitting error occurred." |
---|
| 1564 | if fit_msg: |
---|
| 1565 | evt = StatusEvent(status=fit_msg, info="warning", type="stop") |
---|
| 1566 | wx.PostEvent(self.parent, evt) |
---|
[f76bf17] | 1567 | |
---|
| 1568 | except: |
---|
[e1442d4] | 1569 | msg = ("Fit completed but the following error occurred: %s" |
---|
| 1570 | % sys.exc_value) |
---|
| 1571 | #import traceback; msg = "\n".join((traceback.format_exc(), msg)) |
---|
[934ce649] | 1572 | evt = StatusEvent(status=msg, info="warning", type="stop") |
---|
| 1573 | wx.PostEvent(self.parent, evt) |
---|
[f76bf17] | 1574 | |
---|
| 1575 | def _update_fit_button(self, page_id): |
---|
| 1576 | """ |
---|
| 1577 | Update Fit button when fit stopped |
---|
| 1578 | |
---|
| 1579 | : parameter page_id: fitpage where the button is |
---|
| 1580 | """ |
---|
| 1581 | if page_id.__class__.__name__ != 'list': |
---|
| 1582 | page_id = [page_id] |
---|
| 1583 | for uid in page_id: |
---|
| 1584 | page = self.fit_panel.get_page_by_id(uid) |
---|
| 1585 | page._on_fit_complete() |
---|
| 1586 | |
---|
| 1587 | def _on_show_panel(self, event): |
---|
| 1588 | """ |
---|
| 1589 | """ |
---|
| 1590 | pass |
---|
| 1591 | |
---|
| 1592 | def on_reset_batch_flag(self, event): |
---|
| 1593 | """ |
---|
| 1594 | Set batch_reset_flag |
---|
| 1595 | """ |
---|
| 1596 | event.Skip() |
---|
| 1597 | if self.menu1 == None: |
---|
| 1598 | return |
---|
| 1599 | menu_item = self.menu1.FindItemById(self.id_reset_flag) |
---|
| 1600 | flag = menu_item.IsChecked() |
---|
| 1601 | if not flag: |
---|
| 1602 | menu_item.Check(False) |
---|
| 1603 | self.batch_reset_flag = True |
---|
| 1604 | else: |
---|
| 1605 | menu_item.Check(True) |
---|
| 1606 | self.batch_reset_flag = False |
---|
| 1607 | |
---|
| 1608 | ## post a message to status bar |
---|
| 1609 | msg = "Set Chain Fitting: %s" % str(not self.batch_reset_flag) |
---|
[934ce649] | 1610 | wx.PostEvent(self.parent, StatusEvent(status=msg)) |
---|
[f76bf17] | 1611 | |
---|
| 1612 | |
---|
| 1613 | def _on_slicer_event(self, event): |
---|
| 1614 | """ |
---|
| 1615 | Receive a panel as event and send it to guiframe |
---|
| 1616 | |
---|
| 1617 | :param event: event containing a panel |
---|
| 1618 | |
---|
| 1619 | """ |
---|
| 1620 | if event.panel is not None: |
---|
| 1621 | self.slicer_panels.append(event.panel) |
---|
| 1622 | # Set group ID if available |
---|
| 1623 | event_id = self.parent.popup_panel(event.panel) |
---|
| 1624 | event.panel.uid = event_id |
---|
| 1625 | self.mypanels.append(event.panel) |
---|
| 1626 | |
---|
| 1627 | def _onclearslicer(self, event): |
---|
| 1628 | """ |
---|
| 1629 | Clear the boxslicer when close the panel associate with this slicer |
---|
| 1630 | """ |
---|
| 1631 | name = event.GetEventObject().frame.GetTitle() |
---|
| 1632 | for panel in self.slicer_panels: |
---|
| 1633 | if panel.window_caption == name: |
---|
| 1634 | |
---|
| 1635 | for item in self.parent.panels: |
---|
| 1636 | if hasattr(self.parent.panels[item], "uid"): |
---|
| 1637 | if self.parent.panels[item].uid == panel.base.uid: |
---|
| 1638 | self.parent.panels[item].onClearSlicer(event) |
---|
| 1639 | #self.parent._mgr.Update() |
---|
| 1640 | break |
---|
| 1641 | break |
---|
| 1642 | |
---|
| 1643 | def _on_model_panel(self, evt): |
---|
| 1644 | """ |
---|
| 1645 | react to model selection on any combo box or model menu.plot the model |
---|
| 1646 | |
---|
| 1647 | :param evt: wx.combobox event |
---|
| 1648 | |
---|
| 1649 | """ |
---|
| 1650 | model = evt.model |
---|
| 1651 | uid = evt.uid |
---|
| 1652 | qmin = evt.qmin |
---|
| 1653 | qmax = evt.qmax |
---|
| 1654 | caption = evt.caption |
---|
| 1655 | enable_smearer = evt.enable_smearer |
---|
| 1656 | if model == None: |
---|
| 1657 | return |
---|
| 1658 | if uid not in self.page_finder.keys(): |
---|
| 1659 | return |
---|
| 1660 | # save the name containing the data name with the appropriate model |
---|
| 1661 | self.page_finder[uid].set_model(model) |
---|
| 1662 | self.page_finder[uid].enable_smearing(enable_smearer) |
---|
| 1663 | self.page_finder[uid].set_range(qmin=qmin, qmax=qmax) |
---|
| 1664 | self.page_finder[uid].set_fit_tab_caption(caption=caption) |
---|
| 1665 | if self.sim_page is not None and not self.batch_on: |
---|
| 1666 | self.sim_page.draw_page() |
---|
| 1667 | if self.batch_page is not None and self.batch_on: |
---|
| 1668 | self.batch_page.draw_page() |
---|
| 1669 | |
---|
| 1670 | def _update1D(self, x, output): |
---|
| 1671 | """ |
---|
| 1672 | Update the output of plotting model 1D |
---|
| 1673 | """ |
---|
| 1674 | msg = "Plot updating ... " |
---|
| 1675 | wx.PostEvent(self.parent, StatusEvent(status=msg, type="update")) |
---|
| 1676 | |
---|
[c807957] | 1677 | def create_theory_1D(self, x, y, page_id, model, data, state, |
---|
[804fefa] | 1678 | data_description, data_id, dy=None): |
---|
[c807957] | 1679 | """ |
---|
| 1680 | Create a theory object associate with an existing Data1D |
---|
| 1681 | and add it to the data manager. |
---|
| 1682 | @param x: x-values of the data |
---|
| 1683 | @param y: y_values of the data |
---|
| 1684 | @param page_id: fit page ID |
---|
| 1685 | @param model: model used for fitting |
---|
| 1686 | @param data: Data1D object to create the theory for |
---|
| 1687 | @param state: model state |
---|
| 1688 | @param data_description: title to use in the data manager |
---|
| 1689 | @param data_id: unique data ID |
---|
| 1690 | """ |
---|
| 1691 | new_plot = Data1D(x=x, y=y) |
---|
[6a0c75d1] | 1692 | if dy is None: |
---|
| 1693 | new_plot.is_data = False |
---|
| 1694 | new_plot.dy = numpy.zeros(len(y)) |
---|
| 1695 | # If this is a theory curve, pick the proper symbol to make it a curve |
---|
| 1696 | new_plot.symbol = GUIFRAME_ID.CURVE_SYMBOL_NUM |
---|
| 1697 | else: |
---|
| 1698 | new_plot.is_data = True |
---|
| 1699 | new_plot.dy = dy |
---|
[804fefa] | 1700 | new_plot.interactive = True |
---|
| 1701 | new_plot.dx = None |
---|
| 1702 | new_plot.dxl = None |
---|
| 1703 | new_plot.dxw = None |
---|
[c807957] | 1704 | _yaxis, _yunit = data.get_yaxis() |
---|
| 1705 | _xaxis, _xunit = data.get_xaxis() |
---|
| 1706 | new_plot.title = data.name |
---|
| 1707 | new_plot.group_id = data.group_id |
---|
| 1708 | if new_plot.group_id == None: |
---|
| 1709 | new_plot.group_id = data.group_id |
---|
| 1710 | new_plot.id = data_id |
---|
| 1711 | # Find if this theory was already plotted and replace that plot given |
---|
| 1712 | # the same id |
---|
| 1713 | self.page_finder[page_id].get_theory_data(fid=data.id) |
---|
| 1714 | |
---|
| 1715 | if data.is_data: |
---|
| 1716 | data_name = str(data.name) |
---|
| 1717 | else: |
---|
| 1718 | data_name = str(model.__class__.__name__) |
---|
| 1719 | |
---|
| 1720 | new_plot.name = data_description + " [" + data_name + "]" |
---|
| 1721 | new_plot.xaxis(_xaxis, _xunit) |
---|
| 1722 | new_plot.yaxis(_yaxis, _yunit) |
---|
| 1723 | self.page_finder[page_id].set_theory_data(data=new_plot, |
---|
| 1724 | fid=data.id) |
---|
| 1725 | self.parent.update_theory(data_id=data.id, theory=new_plot, |
---|
| 1726 | state=state) |
---|
| 1727 | return new_plot |
---|
| 1728 | |
---|
[f76bf17] | 1729 | def _complete1D(self, x, y, page_id, elapsed, index, model, |
---|
| 1730 | weight=None, fid=None, |
---|
| 1731 | toggle_mode_on=False, state=None, |
---|
| 1732 | data=None, update_chisqr=True, |
---|
[804fefa] | 1733 | source='model', plot_result=True, |
---|
| 1734 | unsmeared_model=None, unsmeared_data=None, |
---|
[ca4d985] | 1735 | unsmeared_error=None, sq_model=None, pq_model=None): |
---|
[f76bf17] | 1736 | """ |
---|
[c807957] | 1737 | Complete plotting 1D data |
---|
| 1738 | @param unsmeared_model: fit model, without smearing |
---|
[804fefa] | 1739 | @param unsmeared_data: data, rescaled to unsmeared model |
---|
[edbe974] | 1740 | @param unsmeared_error: data error, rescaled to unsmeared model |
---|
[f76bf17] | 1741 | """ |
---|
| 1742 | try: |
---|
| 1743 | numpy.nan_to_num(y) |
---|
[c807957] | 1744 | new_plot = self.create_theory_1D(x, y, page_id, model, data, state, |
---|
| 1745 | data_description=model.name, |
---|
| 1746 | data_id=str(page_id) + " " + data.name) |
---|
| 1747 | if unsmeared_model is not None: |
---|
| 1748 | self.create_theory_1D(x, unsmeared_model, page_id, model, data, state, |
---|
| 1749 | data_description=model.name + " unsmeared", |
---|
| 1750 | data_id=str(page_id) + " " + data.name + " unsmeared") |
---|
[f76bf17] | 1751 | |
---|
[286c757] | 1752 | if unsmeared_data is not None and unsmeared_error is not None: |
---|
| 1753 | self.create_theory_1D(x, unsmeared_data, page_id, model, data, state, |
---|
| 1754 | data_description="Data unsmeared", |
---|
| 1755 | data_id="Data " + data.name + " unsmeared", |
---|
| 1756 | dy=unsmeared_error) |
---|
[4c5098c] | 1757 | # Comment this out until we can get P*S models with correctly populated parameters |
---|
| 1758 | #if sq_model is not None and pq_model is not None: |
---|
| 1759 | # self.create_theory_1D(x, sq_model, page_id, model, data, state, |
---|
| 1760 | # data_description=model.name + " S(q)", |
---|
| 1761 | # data_id=str(page_id) + " " + data.name + " S(q)") |
---|
| 1762 | # self.create_theory_1D(x, pq_model, page_id, model, data, state, |
---|
| 1763 | # data_description=model.name + " P(q)", |
---|
| 1764 | # data_id=str(page_id) + " " + data.name + " P(q)") |
---|
[804fefa] | 1765 | |
---|
[f76bf17] | 1766 | current_pg = self.fit_panel.get_page_by_id(page_id) |
---|
| 1767 | title = new_plot.title |
---|
| 1768 | batch_on = self.fit_panel.get_page_by_id(page_id).batch_on |
---|
| 1769 | if not batch_on: |
---|
| 1770 | wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot, |
---|
| 1771 | title=str(title))) |
---|
| 1772 | elif plot_result: |
---|
| 1773 | top_data_id = self.fit_panel.get_page_by_id(page_id).data.id |
---|
| 1774 | if data.id == top_data_id: |
---|
| 1775 | wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot, |
---|
| 1776 | title=str(title))) |
---|
| 1777 | caption = current_pg.window_caption |
---|
| 1778 | self.page_finder[page_id].set_fit_tab_caption(caption=caption) |
---|
| 1779 | |
---|
| 1780 | self.page_finder[page_id].set_theory_data(data=new_plot, |
---|
| 1781 | fid=data.id) |
---|
| 1782 | if toggle_mode_on: |
---|
| 1783 | wx.PostEvent(self.parent, |
---|
| 1784 | NewPlotEvent(group_id=str(page_id) + " Model2D", |
---|
| 1785 | action="Hide")) |
---|
| 1786 | else: |
---|
| 1787 | if update_chisqr: |
---|
| 1788 | wx.PostEvent(current_pg, |
---|
| 1789 | Chi2UpdateEvent(output=self._cal_chisqr( |
---|
| 1790 | data=data, |
---|
| 1791 | fid=fid, |
---|
| 1792 | weight=weight, |
---|
| 1793 | page_id=page_id, |
---|
| 1794 | index=index))) |
---|
| 1795 | else: |
---|
| 1796 | self._plot_residuals(page_id=page_id, data=data, fid=fid, |
---|
| 1797 | index=index, weight=weight) |
---|
| 1798 | |
---|
| 1799 | msg = "Computation completed!" |
---|
| 1800 | wx.PostEvent(self.parent, StatusEvent(status=msg, type="stop")) |
---|
| 1801 | except: |
---|
| 1802 | raise |
---|
| 1803 | |
---|
[934ce649] | 1804 | def _calc_exception(self, etype, value, tb): |
---|
| 1805 | """ |
---|
| 1806 | Handle exception from calculator by posting it as an error. |
---|
| 1807 | """ |
---|
| 1808 | logging.error("".join(traceback.format_exception(etype, value, tb))) |
---|
| 1809 | msg = traceback.format_exception(etype, value, tb, limit=1) |
---|
| 1810 | evt = StatusEvent(status="".join(msg), type="stop", info="error") |
---|
| 1811 | wx.PostEvent(self.parent, evt) |
---|
| 1812 | |
---|
[f76bf17] | 1813 | def _update2D(self, output, time=None): |
---|
| 1814 | """ |
---|
| 1815 | Update the output of plotting model |
---|
| 1816 | """ |
---|
[934ce649] | 1817 | msg = "Plot updating ... " |
---|
| 1818 | wx.PostEvent(self.parent, StatusEvent(msg, type="update")) |
---|
[f76bf17] | 1819 | |
---|
| 1820 | def _complete2D(self, image, data, model, page_id, elapsed, index, qmin, |
---|
| 1821 | qmax, fid=None, weight=None, toggle_mode_on=False, state=None, |
---|
| 1822 | update_chisqr=True, source='model', plot_result=True): |
---|
| 1823 | """ |
---|
| 1824 | Complete get the result of modelthread and create model 2D |
---|
| 1825 | that can be plot. |
---|
| 1826 | """ |
---|
| 1827 | numpy.nan_to_num(image) |
---|
| 1828 | new_plot = Data2D(image=image, err_image=data.err_data) |
---|
| 1829 | new_plot.name = model.name + '2d' |
---|
| 1830 | new_plot.title = "Analytical model 2D " |
---|
| 1831 | new_plot.id = str(page_id) + " " + data.name |
---|
| 1832 | new_plot.group_id = str(page_id) + " Model2D" |
---|
| 1833 | new_plot.detector = data.detector |
---|
| 1834 | new_plot.source = data.source |
---|
| 1835 | new_plot.is_data = False |
---|
| 1836 | new_plot.qx_data = data.qx_data |
---|
| 1837 | new_plot.qy_data = data.qy_data |
---|
| 1838 | new_plot.q_data = data.q_data |
---|
| 1839 | new_plot.mask = data.mask |
---|
| 1840 | ## plot boundaries |
---|
| 1841 | new_plot.ymin = data.ymin |
---|
| 1842 | new_plot.ymax = data.ymax |
---|
| 1843 | new_plot.xmin = data.xmin |
---|
| 1844 | new_plot.xmax = data.xmax |
---|
| 1845 | title = data.title |
---|
| 1846 | |
---|
| 1847 | new_plot.is_data = False |
---|
| 1848 | if data.is_data: |
---|
| 1849 | data_name = str(data.name) |
---|
| 1850 | else: |
---|
| 1851 | data_name = str(model.__class__.__name__) + '2d' |
---|
| 1852 | |
---|
| 1853 | if len(title) > 1: |
---|
| 1854 | new_plot.title = "Model2D for %s " % model.name + data_name |
---|
| 1855 | new_plot.name = model.name + " [" + \ |
---|
| 1856 | data_name + "]" |
---|
| 1857 | theory_data = deepcopy(new_plot) |
---|
| 1858 | |
---|
| 1859 | self.page_finder[page_id].set_theory_data(data=theory_data, |
---|
| 1860 | fid=data.id) |
---|
| 1861 | self.parent.update_theory(data_id=data.id, |
---|
| 1862 | theory=new_plot, |
---|
| 1863 | state=state) |
---|
| 1864 | current_pg = self.fit_panel.get_page_by_id(page_id) |
---|
| 1865 | title = new_plot.title |
---|
| 1866 | if not source == 'fit' and plot_result: |
---|
| 1867 | wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot, |
---|
| 1868 | title=title)) |
---|
| 1869 | if toggle_mode_on: |
---|
| 1870 | wx.PostEvent(self.parent, |
---|
| 1871 | NewPlotEvent(group_id=str(page_id) + " Model1D", |
---|
| 1872 | action="Hide")) |
---|
| 1873 | else: |
---|
| 1874 | # Chisqr in fitpage |
---|
| 1875 | if update_chisqr: |
---|
| 1876 | wx.PostEvent(current_pg, |
---|
| 1877 | Chi2UpdateEvent(output=self._cal_chisqr(data=data, |
---|
| 1878 | weight=weight, |
---|
| 1879 | fid=fid, |
---|
| 1880 | page_id=page_id, |
---|
| 1881 | index=index))) |
---|
| 1882 | else: |
---|
| 1883 | self._plot_residuals(page_id=page_id, data=data, fid=fid, |
---|
| 1884 | index=index, weight=weight) |
---|
| 1885 | msg = "Computation completed!" |
---|
| 1886 | wx.PostEvent(self.parent, StatusEvent(status=msg, type="stop")) |
---|
| 1887 | |
---|
| 1888 | def _draw_model2D(self, model, page_id, qmin, |
---|
| 1889 | qmax, |
---|
| 1890 | data=None, smearer=None, |
---|
| 1891 | description=None, enable2D=False, |
---|
| 1892 | state=None, |
---|
| 1893 | fid=None, |
---|
| 1894 | weight=None, |
---|
| 1895 | toggle_mode_on=False, |
---|
| 1896 | update_chisqr=True, source='model'): |
---|
| 1897 | """ |
---|
| 1898 | draw model in 2D |
---|
| 1899 | |
---|
| 1900 | :param model: instance of the model to draw |
---|
| 1901 | :param description: the description of the model |
---|
| 1902 | :param enable2D: when True allows to draw model 2D |
---|
| 1903 | :param qmin: the minimum value to draw model 2D |
---|
| 1904 | :param qmax: the maximum value to draw model 2D |
---|
| 1905 | :param qstep: the number of division of Qx and Qy of the model to draw |
---|
| 1906 | |
---|
| 1907 | """ |
---|
| 1908 | if not enable2D: |
---|
| 1909 | return None |
---|
| 1910 | try: |
---|
| 1911 | from model_thread import Calc2D |
---|
| 1912 | ## If a thread is already started, stop it |
---|
| 1913 | if (self.calc_2D is not None) and self.calc_2D.isrunning(): |
---|
| 1914 | self.calc_2D.stop() |
---|
| 1915 | ## stop just raises a flag to tell the thread to kill |
---|
| 1916 | ## itself -- see the fix in Calc1D implemented to fix |
---|
| 1917 | ## an actual problem. Seems the fix should also go here |
---|
| 1918 | ## and may be the cause of other noted instabilities |
---|
| 1919 | ## |
---|
| 1920 | ## -PDB August 12, 2014 |
---|
| 1921 | while self.calc_2D.isrunning(): |
---|
| 1922 | time.sleep(0.1) |
---|
| 1923 | self.calc_2D = Calc2D(model=model, |
---|
[934ce649] | 1924 | data=data, |
---|
| 1925 | page_id=page_id, |
---|
| 1926 | smearer=smearer, |
---|
| 1927 | qmin=qmin, |
---|
| 1928 | qmax=qmax, |
---|
| 1929 | weight=weight, |
---|
| 1930 | fid=fid, |
---|
| 1931 | toggle_mode_on=toggle_mode_on, |
---|
| 1932 | state=state, |
---|
| 1933 | completefn=self._complete2D, |
---|
| 1934 | update_chisqr=update_chisqr, |
---|
| 1935 | exception_handler=self._calc_exception, |
---|
| 1936 | source=source) |
---|
[f76bf17] | 1937 | self.calc_2D.queue() |
---|
| 1938 | except: |
---|
| 1939 | raise |
---|
| 1940 | |
---|
| 1941 | def _draw_model1D(self, model, page_id, data, |
---|
| 1942 | qmin, qmax, smearer=None, |
---|
| 1943 | state=None, |
---|
| 1944 | weight=None, |
---|
| 1945 | fid=None, |
---|
| 1946 | toggle_mode_on=False, update_chisqr=True, source='model', |
---|
| 1947 | enable1D=True): |
---|
| 1948 | """ |
---|
| 1949 | Draw model 1D from loaded data1D |
---|
| 1950 | |
---|
| 1951 | :param data: loaded data |
---|
| 1952 | :param model: the model to plot |
---|
| 1953 | |
---|
| 1954 | """ |
---|
| 1955 | if not enable1D: |
---|
| 1956 | return |
---|
| 1957 | try: |
---|
| 1958 | from model_thread import Calc1D |
---|
| 1959 | ## If a thread is already started, stop it |
---|
| 1960 | if (self.calc_1D is not None) and self.calc_1D.isrunning(): |
---|
| 1961 | self.calc_1D.stop() |
---|
| 1962 | ## stop just raises the flag -- the thread is supposed to |
---|
| 1963 | ## then kill itself but cannot. Paul Kienzle came up with |
---|
| 1964 | ## this fix to prevent threads from stepping on each other |
---|
[ddbac66] | 1965 | ## which was causing a simple custom plugin model to crash |
---|
| 1966 | ##Sasview. |
---|
[f76bf17] | 1967 | ## We still don't know why the fit sometimes lauched a second |
---|
| 1968 | ## thread -- something which should also be investigated. |
---|
| 1969 | ## The thread approach was implemented in order to be able |
---|
| 1970 | ## to lauch a computation in a separate thread from the GUI so |
---|
| 1971 | ## that the GUI can still respond to user input including |
---|
| 1972 | ## a request to stop the computation. |
---|
| 1973 | ## It seems thus that the whole thread approach used here |
---|
| 1974 | ## May need rethinking |
---|
| 1975 | ## |
---|
[d99f008] | 1976 | ## -PDB August 12, 2014 |
---|
[f76bf17] | 1977 | while self.calc_1D.isrunning(): |
---|
| 1978 | time.sleep(0.1) |
---|
| 1979 | self.calc_1D = Calc1D(data=data, |
---|
| 1980 | model=model, |
---|
| 1981 | page_id=page_id, |
---|
| 1982 | qmin=qmin, |
---|
| 1983 | qmax=qmax, |
---|
| 1984 | smearer=smearer, |
---|
| 1985 | state=state, |
---|
| 1986 | weight=weight, |
---|
| 1987 | fid=fid, |
---|
| 1988 | toggle_mode_on=toggle_mode_on, |
---|
| 1989 | completefn=self._complete1D, |
---|
| 1990 | #updatefn = self._update1D, |
---|
| 1991 | update_chisqr=update_chisqr, |
---|
[934ce649] | 1992 | exception_handler=self._calc_exception, |
---|
[f76bf17] | 1993 | source=source) |
---|
| 1994 | self.calc_1D.queue() |
---|
| 1995 | except: |
---|
| 1996 | msg = " Error occurred when drawing %s Model 1D: " % model.name |
---|
| 1997 | msg += " %s" % sys.exc_value |
---|
| 1998 | wx.PostEvent(self.parent, StatusEvent(status=msg)) |
---|
| 1999 | |
---|
| 2000 | def _cal_chisqr(self, page_id, data, weight, fid=None, index=None): |
---|
| 2001 | """ |
---|
| 2002 | Get handy Chisqr using the output from draw1D and 2D, |
---|
| 2003 | instead of calling expansive CalcChisqr in guithread |
---|
| 2004 | """ |
---|
| 2005 | try: |
---|
| 2006 | data_copy = deepcopy(data) |
---|
| 2007 | except: |
---|
| 2008 | return |
---|
| 2009 | # default chisqr |
---|
| 2010 | chisqr = None |
---|
| 2011 | #to compute chisq make sure data has valid data |
---|
| 2012 | # return None if data == None |
---|
| 2013 | if not check_data_validity(data_copy) or data_copy == None: |
---|
| 2014 | return chisqr |
---|
| 2015 | |
---|
| 2016 | # Get data: data I, theory I, and data dI in order |
---|
| 2017 | if data_copy.__class__.__name__ == "Data2D": |
---|
| 2018 | if index == None: |
---|
| 2019 | index = numpy.ones(len(data_copy.data), dtype=bool) |
---|
| 2020 | if weight != None: |
---|
| 2021 | data_copy.err_data = weight |
---|
| 2022 | # get rid of zero error points |
---|
| 2023 | index = index & (data_copy.err_data != 0) |
---|
| 2024 | index = index & (numpy.isfinite(data_copy.data)) |
---|
| 2025 | fn = data_copy.data[index] |
---|
| 2026 | theory_data = self.page_finder[page_id].get_theory_data(fid=data_copy.id) |
---|
| 2027 | if theory_data == None: |
---|
| 2028 | return chisqr |
---|
| 2029 | gn = theory_data.data[index] |
---|
| 2030 | en = data_copy.err_data[index] |
---|
| 2031 | else: |
---|
| 2032 | # 1 d theory from model_thread is only in the range of index |
---|
| 2033 | if index == None: |
---|
| 2034 | index = numpy.ones(len(data_copy.y), dtype=bool) |
---|
| 2035 | if weight != None: |
---|
| 2036 | data_copy.dy = weight |
---|
| 2037 | if data_copy.dy == None or data_copy.dy == []: |
---|
| 2038 | dy = numpy.ones(len(data_copy.y)) |
---|
| 2039 | else: |
---|
[acf8e4a5] | 2040 | ## Set consistently w/AbstractFitengine: |
---|
[f76bf17] | 2041 | # But this should be corrected later. |
---|
| 2042 | dy = deepcopy(data_copy.dy) |
---|
| 2043 | dy[dy == 0] = 1 |
---|
| 2044 | fn = data_copy.y[index] |
---|
| 2045 | |
---|
| 2046 | theory_data = self.page_finder[page_id].get_theory_data(fid=data_copy.id) |
---|
| 2047 | if theory_data == None: |
---|
| 2048 | return chisqr |
---|
| 2049 | gn = theory_data.y |
---|
| 2050 | en = dy[index] |
---|
| 2051 | |
---|
| 2052 | # residual |
---|
| 2053 | try: |
---|
| 2054 | res = (fn - gn) / en |
---|
| 2055 | except ValueError: |
---|
| 2056 | print "Unmatch lengths %s, %s, %s" % (len(fn), len(gn), len(en)) |
---|
| 2057 | return |
---|
| 2058 | |
---|
| 2059 | residuals = res[numpy.isfinite(res)] |
---|
| 2060 | # get chisqr only w/finite |
---|
| 2061 | chisqr = numpy.average(residuals * residuals) |
---|
| 2062 | |
---|
| 2063 | self._plot_residuals(page_id=page_id, data=data_copy, |
---|
| 2064 | fid=fid, |
---|
| 2065 | weight=weight, index=index) |
---|
| 2066 | |
---|
| 2067 | return chisqr |
---|
| 2068 | |
---|
| 2069 | def _plot_residuals(self, page_id, weight, fid=None, |
---|
| 2070 | data=None, index=None): |
---|
| 2071 | """ |
---|
| 2072 | Plot the residuals |
---|
| 2073 | |
---|
| 2074 | :param data: data |
---|
| 2075 | :param index: index array (bool) |
---|
| 2076 | : Note: this is different from the residuals in cal_chisqr() |
---|
| 2077 | """ |
---|
| 2078 | data_copy = deepcopy(data) |
---|
| 2079 | # Get data: data I, theory I, and data dI in order |
---|
| 2080 | if data_copy.__class__.__name__ == "Data2D": |
---|
| 2081 | # build residuals |
---|
| 2082 | residuals = Data2D() |
---|
| 2083 | #residuals.copy_from_datainfo(data) |
---|
| 2084 | # Not for trunk the line below, instead use the line above |
---|
| 2085 | data_copy.clone_without_data(len(data_copy.data), residuals) |
---|
| 2086 | residuals.data = None |
---|
| 2087 | fn = data_copy.data |
---|
| 2088 | theory_data = self.page_finder[page_id].get_theory_data(fid=data_copy.id) |
---|
| 2089 | gn = theory_data.data |
---|
| 2090 | if weight == None: |
---|
| 2091 | en = data_copy.err_data |
---|
| 2092 | else: |
---|
| 2093 | en = weight |
---|
| 2094 | residuals.data = (fn - gn) / en |
---|
| 2095 | residuals.qx_data = data_copy.qx_data |
---|
| 2096 | residuals.qy_data = data_copy.qy_data |
---|
| 2097 | residuals.q_data = data_copy.q_data |
---|
| 2098 | residuals.err_data = numpy.ones(len(residuals.data)) |
---|
| 2099 | residuals.xmin = min(residuals.qx_data) |
---|
| 2100 | residuals.xmax = max(residuals.qx_data) |
---|
| 2101 | residuals.ymin = min(residuals.qy_data) |
---|
| 2102 | residuals.ymax = max(residuals.qy_data) |
---|
| 2103 | residuals.q_data = data_copy.q_data |
---|
| 2104 | residuals.mask = data_copy.mask |
---|
| 2105 | residuals.scale = 'linear' |
---|
| 2106 | # check the lengths |
---|
| 2107 | if len(residuals.data) != len(residuals.q_data): |
---|
| 2108 | return |
---|
| 2109 | else: |
---|
| 2110 | # 1 d theory from model_thread is only in the range of index |
---|
| 2111 | if data_copy.dy == None or data_copy.dy == []: |
---|
| 2112 | dy = numpy.ones(len(data_copy.y)) |
---|
| 2113 | else: |
---|
| 2114 | if weight == None: |
---|
| 2115 | dy = numpy.ones(len(data_copy.y)) |
---|
| 2116 | ## Set consitently w/AbstractFitengine: |
---|
| 2117 | ## But this should be corrected later. |
---|
| 2118 | else: |
---|
| 2119 | dy = weight |
---|
| 2120 | dy[dy == 0] = 1 |
---|
| 2121 | fn = data_copy.y[index] |
---|
| 2122 | theory_data = self.page_finder[page_id].get_theory_data(fid=data_copy.id) |
---|
| 2123 | gn = theory_data.y |
---|
| 2124 | en = dy[index] |
---|
| 2125 | # build residuals |
---|
| 2126 | residuals = Data1D() |
---|
| 2127 | try: |
---|
| 2128 | residuals.y = (fn - gn) / en |
---|
| 2129 | except: |
---|
| 2130 | msg = "ResidualPlot Error: different # of data points in theory" |
---|
| 2131 | wx.PostEvent(self.parent, StatusEvent(status=msg, info="error")) |
---|
| 2132 | residuals.y = (fn - gn[index]) / en |
---|
| 2133 | residuals.x = data_copy.x[index] |
---|
| 2134 | residuals.dy = numpy.ones(len(residuals.y)) |
---|
| 2135 | residuals.dx = None |
---|
| 2136 | residuals.dxl = None |
---|
| 2137 | residuals.dxw = None |
---|
| 2138 | residuals.ytransform = 'y' |
---|
| 2139 | # For latter scale changes |
---|
| 2140 | residuals.xaxis('\\rm{Q} ', 'A^{-1}') |
---|
| 2141 | residuals.yaxis('\\rm{Residuals} ', 'normalized') |
---|
| 2142 | theory_name = str(theory_data.name.split()[0]) |
---|
| 2143 | new_plot = residuals |
---|
| 2144 | new_plot.name = "Residuals for " + str(theory_name) + "[" + \ |
---|
| 2145 | str(data.name) + "]" |
---|
| 2146 | ## allow to highlight data when plotted |
---|
| 2147 | new_plot.interactive = True |
---|
| 2148 | ## when 2 data have the same id override the 1 st plotted |
---|
| 2149 | new_plot.id = "res" + str(data_copy.id) + str(theory_name) |
---|
| 2150 | ##group_id specify on which panel to plot this data |
---|
| 2151 | group_id = self.page_finder[page_id].get_graph_id() |
---|
| 2152 | if group_id == None: |
---|
| 2153 | group_id = data.group_id |
---|
| 2154 | new_plot.group_id = "res" + str(group_id) |
---|
| 2155 | #new_plot.is_data = True |
---|
| 2156 | ##post data to plot |
---|
| 2157 | title = new_plot.name |
---|
| 2158 | self.page_finder[page_id].set_residuals(residuals=new_plot, |
---|
| 2159 | fid=data.id) |
---|
| 2160 | self.parent.update_theory(data_id=data.id, theory=new_plot) |
---|
| 2161 | batch_on = self.fit_panel.get_page_by_id(page_id).batch_on |
---|
| 2162 | if not batch_on: |
---|
| 2163 | wx.PostEvent(self.parent, NewPlotEvent(plot=new_plot, title=title)) |
---|