Source code for sas.qtgui.Perspectives.Inversion.DMaxExplorerWidget
# -*- coding: utf-8 -*-
"""
Dialog panel to explore the P(r) inversion results for a range
of D_max value. User picks a number of points and a range of
distances, then can toggle between inversion outputs and see
their distribution as a function of D_max.
"""
# global
import logging
import numpy as np
from PyQt5 import QtCore
from PyQt5 import QtGui
from PyQt5 import QtWidgets
# sas-global
from sas.qtgui.Plotting.PlotterData import Data1D
from sas.qtgui.Plotting.Plotter import PlotterWidget
import sas.qtgui.Utilities.GuiUtils as GuiUtils
# local
from .UI.DMaxExplorer import Ui_DmaxExplorer
logger = logging.getLogger(__name__)
from sas.qtgui.Utilities.GuiUtils import enum
W = enum( 'NPTS', #0
'DMIN', #1
'DMAX', #2
'VARIABLE', #3
)
[docs]class DmaxWindow(QtWidgets.QDialog, Ui_DmaxExplorer):
# The controller which is responsible for managing signal slots connections
# for the gui and providing an interface to the data model.
name = "Dmax Explorer" # For displaying in the combo box
[docs] def __init__(self, pr_state, nfunc, parent=None):
super(DmaxWindow, self).__init__()
self.setupUi(self)
self.parent = parent
self.setWindowTitle("Dmax Explorer")
self.pr_state = pr_state
self.nfunc = nfunc
self.communicator = GuiUtils.Communicate()
self.plot = PlotterWidget(self, self)
self.hasPlot = False
self.plot.showLegend = False
self.verticalLayout.insertWidget(0, self.plot)
# Let's choose the Standard Item Model.
self.model = QtGui.QStandardItemModel(self)
self.mapper = QtWidgets.QDataWidgetMapper(self)
# Add validators on line edits
self.setupValidators()
# Connect buttons to slots.
# Needs to be done early so default values propagate properly.
self.setupSlots()
# Set up the model.
self.setupModel()
# # Set up the mapper
self.setupMapper()
[docs] def setupValidators(self):
"""Add validators on relevant line edits"""
self.Npts.setValidator(QtGui.QIntValidator())
self.minDist.setValidator(GuiUtils.DoubleValidator())
self.maxDist.setValidator(GuiUtils.DoubleValidator())
[docs] def setupSlots(self):
self.closeButton.clicked.connect(self.close)
self.model.itemChanged.connect(self.modelChanged)
self.dependentVariable.currentIndexChanged.connect(lambda:self.modelChanged(None))
[docs] def setupModel(self):
self.model.blockSignals(True)
self.model.setItem(W.NPTS, QtGui.QStandardItem(str(self.nfunc)))
self.model.blockSignals(False)
self.model.blockSignals(True)
self.model.setItem(W.DMIN, QtGui.QStandardItem("{:.1f}".format(0.9*self.pr_state.d_max)))
self.model.blockSignals(False)
self.model.blockSignals(True)
self.model.setItem(W.DMAX, QtGui.QStandardItem("{:.1f}".format(1.1*self.pr_state.d_max)))
self.model.blockSignals(False)
self.model.blockSignals(True)
self.model.setItem(W.VARIABLE, QtGui.QStandardItem( "χ²/dof"))
self.model.blockSignals(False)
[docs] def setupMapper(self):
self.mapper.setOrientation(QtCore.Qt.Vertical)
self.mapper.setModel(self.model)
self.mapper.addMapping(self.Npts, W.NPTS)
self.mapper.addMapping(self.minDist, W.DMIN)
self.mapper.addMapping(self.maxDist, W.DMAX)
self.mapper.addMapping(self.dependentVariable, W.VARIABLE)
self.mapper.toFirst()
[docs] def modelChanged(self, item):
if not self.mapper:
return
iq0 = []
rg = []
pos = []
pos_err = []
osc = []
bck = []
chi2 = []
plotable_xs = [] #Introducing this to make sure size of x and y for plotting is the same.8
try:
dmin = float(self.model.item(W.DMIN).text())
dmax = float(self.model.item(W.DMAX).text())
npts = int(self.model.item(W.NPTS).text())
xs = np.linspace(dmin, dmax, npts)
except ValueError as e:
msg = ("An input value is not correctly formatted. Please check {}"
.format(e.message))
logger.error(msg)
original = self.pr_state.d_max
for x in xs:
self.pr_state.d_max = x
try:
out, cov = self.pr_state.invert(self.pr_state.nfunc)
iq0.append(self.pr_state.iq0(out))
rg.append(self.pr_state.rg(out))
pos.append(self.pr_state.get_positive(out))
pos_err.append(self.pr_state.get_pos_err(out, cov))
osc.append(self.pr_state.oscillations(out))
bck.append(self.pr_state.background)
chi2.append(self.pr_state.chi2)
plotable_xs.append(x)
except Exception as ex:
# This inversion failed, skip this D_max value
msg = "ExploreDialog: inversion failed "
msg += "for D_max=%s\n%s" % (str(x), ex)
logger.error(msg)
#Return the invertor to its original state
self.pr_state.d_max = original
try:
self.pr_state.invert(self.nfunc)
except RuntimeError as ex:
msg = "ExploreDialog: inversion failed "
msg += "for D_max=%s\n%s" % (str(x), ex)
logger.error(msg)
plotter = self.dependentVariable.currentText()
x_label = "D_{max}"
x_unit = "A"
if plotter == "χ²/dof":
ys = chi2
y_label = "\\chi^2/dof"
y_unit = "a.u."
elif plotter == "I(Q=0)":
ys = iq0
y_label = "I(q=0)"
y_unit = "cm^{-1}"
elif plotter == "Rg":
ys = rg
y_label = "R_g"
y_unit = "\\AA"
elif plotter == "Oscillation parameter":
ys = osc
y_label = "Osc"
y_unit = "a.u."
elif plotter == "Background":
ys = bck
y_label = "Bckg"
y_unit = "cm^{-1}"
elif plotter == "Positive Fraction":
ys = pos
y_label = "P^+"
y_unit = "a.u."
else:
ys = pos_err
y_label = "P^{+}_{1\\sigma}"
y_unit = "a.u."
data = Data1D(plotable_xs, ys)
if self.hasPlot:
self.plot.removePlot(data.name)
self.hasPlot = True
data.title = plotter
data._xaxis= x_label
data._xunit = x_unit
data._yaxis = y_label
data._yunit = y_unit
self.plot.plot(data=data, marker="-")
[docs] def closeEvent(self, event):
"""Override close event"""
self.parent.dmaxWindow = None
event.accept()