# coding: utf-8
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"""
:mod:`silx.gui.plot.actions.fit` module provides actions relative to fit.
The following QAction are available:
- :class:`.FitAction`
.. autoclass:`.FitAction`
"""
from __future__ import division
__authors__ = ["V.A. Sole", "T. Vincent", "P. Knobel"]
__license__ = "MIT"
__date__ = "10/10/2018"
from .PlotToolAction import PlotToolAction
import logging
from silx.gui import qt
from silx.gui.plot.ItemsSelectionDialog import ItemsSelectionDialog
from silx.gui.plot.items import Curve, Histogram
_logger = logging.getLogger(__name__)
def _getUniqueCurve(plt):
"""Get a single curve from the plot.
Get the active curve if any, else if a single curve is plotted
get it, else return None.
:param plt: :class:`.PlotWidget` instance on which to operate
:return: return value of plt.getActiveCurve(), or plt.getAllCurves()[0],
or None
"""
curve = plt.getActiveCurve()
if curve is not None:
return curve
curves = plt.getAllCurves()
if len(curves) == 0:
return None
if len(curves) == 1 and len(plt._getItems(kind='histogram')) == 0:
return curves[0]
return None
def _getUniqueHistogram(plt):
"""Return the histogram if there is a single histogram and no curve in
the plot. In all other cases, return None.
:param plt: :class:`.PlotWidget` instance on which to operate
:return: histogram or None
"""
histograms = plt._getItems(kind='histogram')
if len(histograms) != 1:
return None
if plt.getAllCurves(just_legend=True):
return None
return histograms[0]
[docs]class FitAction(PlotToolAction):
"""QAction to open a :class:`FitWidget` and set its data to the
active curve if any, or to the first curve.
:param plot: :class:`.PlotWidget` instance on which to operate
:param parent: See :class:`QAction`
"""
def __init__(self, plot, parent=None):
super(FitAction, self).__init__(
plot, icon='math-fit', text='Fit curve',
tooltip='Open a fit dialog',
parent=parent)
self.fit_widget = None
def _createToolWindow(self):
window = qt.QMainWindow(parent=self.plot)
# import done here rather than at module level to avoid circular import
# FitWidget -> BackgroundWidget -> PlotWindow -> actions -> fit -> FitWidget
from ...fit.FitWidget import FitWidget
fit_widget = FitWidget(parent=window)
window.setCentralWidget(fit_widget)
fit_widget.guibuttons.DismissButton.clicked.connect(window.close)
fit_widget.sigFitWidgetSignal.connect(self.handle_signal)
self.fit_widget = fit_widget
return window
def _connectPlot(self, window):
# Wait for the next iteration, else the plot is not yet initialized
# No curve available
qt.QTimer.singleShot(10, lambda: self._initFit(window))
def _initFit(self, window):
plot = self.plot
self.xlabel = plot.getXAxis().getLabel()
self.ylabel = plot.getYAxis().getLabel()
self.xmin, self.xmax = plot.getXAxis().getLimits()
histo = _getUniqueHistogram(self.plot)
curve = _getUniqueCurve(self.plot)
if histo is None and curve is None:
# ambiguous case, we need to ask which plot item to fit
isd = ItemsSelectionDialog(parent=plot, plot=self.plot)
isd.setWindowTitle("Select item to be fitted")
isd.setItemsSelectionMode(qt.QTableWidget.SingleSelection)
isd.setAvailableKinds(["curve", "histogram"])
isd.selectAllKinds()
result = isd.exec_()
if result and len(isd.getSelectedItems()) == 1:
item = isd.getSelectedItems()[0]
else:
return
elif histo is not None:
# presence of a unique histo and no curve
item = histo
elif curve is not None:
# presence of a unique or active curve
item = curve
self.legend = item.getLegend()
if isinstance(item, Histogram):
bin_edges = item.getBinEdgesData(copy=False)
# take the middle coordinate between adjacent bin edges
self.x = (bin_edges[1:] + bin_edges[:-1]) / 2
self.y = item.getValueData(copy=False)
# else take the active curve, or else the unique curve
elif isinstance(item, Curve):
self.x = item.getXData(copy=False)
self.y = item.getYData(copy=False)
self.fit_widget.setData(self.x, self.y,
xmin=self.xmin, xmax=self.xmax)
window.setWindowTitle(
"Fitting " + self.legend +
" on x range %f-%f" % (self.xmin, self.xmax))
def handle_signal(self, ddict):
x_fit = self.x[self.xmin <= self.x]
x_fit = x_fit[x_fit <= self.xmax]
fit_legend = "Fit <%s>" % self.legend
fit_curve = self.plot.getCurve(fit_legend)
if ddict["event"] == "FitFinished":
y_fit = self.fit_widget.fitmanager.gendata()
if fit_curve is None:
self.plot.addCurve(x_fit, y_fit,
fit_legend,
xlabel=self.xlabel, ylabel=self.ylabel,
resetzoom=False)
else:
fit_curve.setData(x_fit, y_fit)
fit_curve.setVisible(True)
if ddict["event"] in ["FitStarted", "FitFailed"]:
if fit_curve is not None:
fit_curve.setVisible(False)