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+# coding: utf-8
+# /*##########################################################################
+#
+# Copyright (c) 2004-2021 European Synchrotron Radiation Facility
+#
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included in
+# all copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+# THE SOFTWARE.
+#
+# ###########################################################################*/
+"""
+:mod:`silx.gui.plot.actions.histogram` provides actions relative to histograms
+for :class:`.PlotWidget`.
+
+The following QAction are available:
+
+- :class:`PixelIntensitiesHistoAction`
+"""
+
+from __future__ import division
+
+__authors__ = ["V.A. Sole", "T. Vincent", "P. Knobel"]
+__date__ = "01/12/2020"
+__license__ = "MIT"
+
+from typing import Optional, Tuple
+import numpy
+import logging
+import weakref
+
+from .PlotToolAction import PlotToolAction
+
+from silx.math.histogram import Histogramnd
+from silx.math.combo import min_max
+from silx.gui import qt
+from silx.gui.plot import items
+from silx.gui.widgets.ElidedLabel import ElidedLabel
+from silx.gui.widgets.RangeSlider import RangeSlider
+from silx.utils.deprecation import deprecated
+
+_logger = logging.getLogger(__name__)
+
+
+class _ElidedLabel(ElidedLabel):
+ """QLabel with a default size larger than what is displayed."""
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self.setTextInteractionFlags(qt.Qt.TextSelectableByMouse)
+
+ def sizeHint(self):
+ hint = super().sizeHint()
+ nbchar = max(len(self.getText()), 12)
+ width = self.fontMetrics().boundingRect('#' * nbchar).width()
+ return qt.QSize(max(hint.width(), width), hint.height())
+
+
+class _StatWidget(qt.QWidget):
+ """Widget displaying a name and a value
+
+ :param parent:
+ :param name:
+ """
+
+ def __init__(self, parent=None, name: str=''):
+ super().__init__(parent)
+ layout = qt.QHBoxLayout(self)
+ layout.setContentsMargins(0, 0, 0, 0)
+
+ keyWidget = qt.QLabel(parent=self)
+ keyWidget.setText("<b>" + name.capitalize() + ":<b>")
+ layout.addWidget(keyWidget)
+ self.__valueWidget = _ElidedLabel(parent=self)
+ self.__valueWidget.setText("-")
+ self.__valueWidget.setTextInteractionFlags(
+ qt.Qt.TextSelectableByMouse | qt.Qt.TextSelectableByKeyboard)
+ layout.addWidget(self.__valueWidget)
+
+ def setValue(self, value: Optional[float]):
+ """Set the displayed value
+
+ :param value:
+ """
+ self.__valueWidget.setText(
+ "-" if value is None else "{:.5g}".format(value))
+
+
+class _IntEdit(qt.QLineEdit):
+ """QLineEdit for integers with a default value and update on validation.
+
+ :param QWidget parent:
+ """
+
+ sigValueChanged = qt.Signal(int)
+ """Signal emitted when the value has changed (on editing finished)"""
+
+ def __init__(self, parent=None):
+ super().__init__(parent)
+ self.__value = None
+ self.setAlignment(qt.Qt.AlignRight)
+ validator = qt.QIntValidator()
+ self.setValidator(validator)
+ validator.bottomChanged.connect(self.__updateSize)
+ validator.topChanged.connect(self.__updateSize)
+ self.__updateSize()
+
+ self.textEdited.connect(self.__textEdited)
+
+ def __updateSize(self, *args):
+ """Update widget's maximum size according to bounds"""
+ bottom, top = self.getRange()
+ nbchar = max(len(str(bottom)), len(str(top)))
+ font = self.font()
+ font.setStyle(qt.QFont.StyleItalic)
+ fontMetrics = qt.QFontMetrics(font)
+ self.setMaximumWidth(
+ fontMetrics.boundingRect('0' * (nbchar + 1)).width()
+ )
+ self.setMaxLength(nbchar)
+
+ def __textEdited(self, _):
+ if self.font().style() != qt.QFont.StyleItalic:
+ font = self.font()
+ font.setStyle(qt.QFont.StyleItalic)
+ self.setFont(font)
+
+ # Use events rather than editingFinished to also trigger with empty text
+
+ def focusOutEvent(self, event):
+ self.__commitValue()
+ return super().focusOutEvent(event)
+
+ def keyPressEvent(self, event):
+ if event.key() in (qt.Qt.Key_Enter, qt.Qt.Key_Return):
+ self.__commitValue()
+ return super().keyPressEvent(event)
+
+ def __commitValue(self):
+ """Update the value returned by :meth:`getValue`"""
+ value = self.getCurrentValue()
+ if value is None:
+ value = self.getDefaultValue()
+ if value is None:
+ return # No value, keep previous one
+
+ if self.font().style() != qt.QFont.StyleNormal:
+ font = self.font()
+ font.setStyle(qt.QFont.StyleNormal)
+ self.setFont(font)
+
+ if value != self.__value:
+ self.__value = value
+ self.sigValueChanged.emit(value)
+
+ def getValue(self) -> Optional[int]:
+ """Return current value (None if never set)."""
+ return self.__value
+
+ def setRange(self, bottom: int, top: int):
+ """Set the range of valid values"""
+ self.validator().setRange(bottom, top)
+
+ def getRange(self) -> Tuple[int, int]:
+ """Returns the current range of valid values
+
+ :returns: (bottom, top)
+ """
+ return self.validator().bottom(), self.validator().top()
+
+ def __validate(self, value: int, extend_range: bool):
+ """Ensure value is in range
+
+ :param int value:
+ :param bool extend_range:
+ True to extend range if needed.
+ False to clip value if needed.
+ """
+ if extend_range:
+ bottom, top = self.getRange()
+ self.setRange(min(value, bottom), max(value, top))
+ return numpy.clip(value, *self.getRange())
+
+ def setDefaultValue(self, value: int, extend_range: bool=False):
+ """Set default value when QLineEdit is empty
+
+ :param int value:
+ :param bool extend_range:
+ True to extend range if needed.
+ False to clip value if needed
+ """
+ self.setPlaceholderText(str(self.__validate(value, extend_range)))
+ if self.getCurrentValue() is None:
+ self.__commitValue()
+
+ def getDefaultValue(self) -> Optional[int]:
+ """Return the default value or the bottom one if not set"""
+ try:
+ return int(self.placeholderText())
+ except ValueError:
+ return None
+
+ def setCurrentValue(self, value: int, extend_range: bool=False):
+ """Set the currently displayed value
+
+ :param int value:
+ :param bool extend_range:
+ True to extend range if needed.
+ False to clip value if needed
+ """
+ self.setText(str(self.__validate(value, extend_range)))
+ self.__commitValue()
+
+ def getCurrentValue(self) -> Optional[int]:
+ """Returns the displayed value or None if not correct"""
+ try:
+ return int(self.text())
+ except ValueError:
+ return None
+
+
+class HistogramWidget(qt.QWidget):
+ """Widget displaying a histogram and some statistic indicators"""
+
+ _SUPPORTED_ITEM_CLASS = items.ImageBase, items.Scatter
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self.setWindowTitle('Histogram')
+
+ self.__itemRef = None # weakref on the item to track
+
+ layout = qt.QVBoxLayout(self)
+ layout.setContentsMargins(0, 0, 0, 0)
+ layout.setSpacing(0)
+
+ # Plot
+ # Lazy import to avoid circular dependencies
+ from silx.gui.plot.PlotWindow import Plot1D
+ self.__plot = Plot1D(self)
+ layout.addWidget(self.__plot)
+
+ self.__plot.setDataMargins(0.1, 0.1, 0.1, 0.1)
+ self.__plot.getXAxis().setLabel("Value")
+ self.__plot.getYAxis().setLabel("Count")
+ posInfo = self.__plot.getPositionInfoWidget()
+ posInfo.setSnappingMode(posInfo.SNAPPING_CURVE)
+
+ # Histogram controls
+ controlsWidget = qt.QWidget(self)
+ layout.addWidget(controlsWidget)
+ controlsLayout = qt.QHBoxLayout(controlsWidget)
+ controlsLayout.setContentsMargins(4, 4, 4, 4)
+
+ controlsLayout.addWidget(qt.QLabel("<b>Histogram:<b>"))
+ controlsLayout.addWidget(qt.QLabel("N. bins:"))
+ self.__nbinsLineEdit = _IntEdit(self)
+ self.__nbinsLineEdit.setRange(2, 9999)
+ self.__nbinsLineEdit.sigValueChanged.connect(
+ self.__updateHistogramFromControls)
+ controlsLayout.addWidget(self.__nbinsLineEdit)
+ self.__rangeLabel = qt.QLabel("Range:")
+ controlsLayout.addWidget(self.__rangeLabel)
+ self.__rangeSlider = RangeSlider(parent=self)
+ self.__rangeSlider.sigValueChanged.connect(
+ self.__updateHistogramFromControls)
+ self.__rangeSlider.sigValueChanged.connect(self.__rangeChanged)
+ controlsLayout.addWidget(self.__rangeSlider)
+ controlsLayout.addStretch(1)
+
+ # Stats display
+ statsWidget = qt.QWidget(self)
+ layout.addWidget(statsWidget)
+ statsLayout = qt.QHBoxLayout(statsWidget)
+ statsLayout.setContentsMargins(4, 4, 4, 4)
+
+ self.__statsWidgets = dict(
+ (name, _StatWidget(parent=statsWidget, name=name))
+ for name in ("min", "max", "mean", "std", "sum"))
+
+ for widget in self.__statsWidgets.values():
+ statsLayout.addWidget(widget)
+ statsLayout.addStretch(1)
+
+ def getPlotWidget(self):
+ """Returns :class:`PlotWidget` use to display the histogram"""
+ return self.__plot
+
+ def resetZoom(self):
+ """Reset PlotWidget zoom"""
+ self.getPlotWidget().resetZoom()
+
+ def reset(self):
+ """Clear displayed information"""
+ self.getPlotWidget().clear()
+ self.setStatistics()
+
+ def getItem(self) -> Optional[items.Item]:
+ """Returns item used to display histogram and statistics."""
+ return None if self.__itemRef is None else self.__itemRef()
+
+ def setItem(self, item: Optional[items.Item]):
+ """Set item from which to display histogram and statistics.
+
+ :param item:
+ """
+ previous = self.getItem()
+ if previous is not None:
+ previous.sigItemChanged.disconnect(self.__itemChanged)
+
+ self.__itemRef = None if item is None else weakref.ref(item)
+ if item is not None:
+ if isinstance(item, self._SUPPORTED_ITEM_CLASS):
+ # Only listen signal for supported items
+ item.sigItemChanged.connect(self.__itemChanged)
+ self._updateFromItem()
+
+ def __itemChanged(self, event):
+ """Handle update of the item"""
+ if event in (items.ItemChangedType.DATA, items.ItemChangedType.MASK):
+ self._updateFromItem()
+
+ def __updateHistogramFromControls(self, *args):
+ """Handle udates coming from histogram control widgets"""
+
+ hist = self.getHistogram(copy=False)
+ if hist is not None:
+ count, edges = hist
+ if (len(count) == self.__nbinsLineEdit.getValue() and
+ (edges[0], edges[-1]) == self.__rangeSlider.getValues()):
+ return # Nothing has changed
+
+ self._updateFromItem()
+
+ def __rangeChanged(self, first, second):
+ """Handle change of histogram range from the range slider"""
+ tooltip = "Histogram range:\n[%g, %g]" % (first, second)
+ self.__rangeSlider.setToolTip(tooltip)
+ self.__rangeLabel.setToolTip(tooltip)
+
+ def _updateFromItem(self):
+ """Update histogram and stats from the item"""
+ item = self.getItem()
+
+ if item is None:
+ self.reset()
+ return
+
+ if not isinstance(item, self._SUPPORTED_ITEM_CLASS):
+ _logger.error("Unsupported item", item)
+ self.reset()
+ return
+
+ # Compute histogram and stats
+ array = item.getValueData(copy=False)
+
+ if array.size == 0:
+ self.reset()
+ return
+
+ xmin, xmax = min_max(array, min_positive=False, finite=True)
+ if xmin is None or xmax is None: # All not finite data
+ self.reset()
+ return
+ guessed_nbins = min(1024, int(numpy.sqrt(array.size)))
+
+ # bad hack: get 256 bins in the case we have a B&W
+ if numpy.issubdtype(array.dtype, numpy.integer):
+ if guessed_nbins > xmax - xmin:
+ guessed_nbins = xmax - xmin
+ guessed_nbins = max(2, guessed_nbins)
+
+ # Set default nbins
+ self.__nbinsLineEdit.setDefaultValue(guessed_nbins, extend_range=True)
+ # Set slider range: do not keep the range value, but the relative pos.
+ previousPositions = self.__rangeSlider.getPositions()
+ if xmin == xmax: # Enlarge range is none
+ if xmin == 0:
+ range_ = -0.01, 0.01
+ else:
+ range_ = sorted((xmin * .99, xmin * 1.01))
+ else:
+ range_ = xmin, xmax
+
+ self.__rangeSlider.setRange(*range_)
+ self.__rangeSlider.setPositions(*previousPositions)
+
+ histogram = Histogramnd(
+ array.ravel().astype(numpy.float32),
+ n_bins=max(2, self.__nbinsLineEdit.getValue()),
+ histo_range=self.__rangeSlider.getValues(),
+ )
+ if len(histogram.edges) != 1:
+ _logger.error("Error while computing the histogram")
+ self.reset()
+ return
+
+ self.setHistogram(histogram.histo, histogram.edges[0])
+ self.resetZoom()
+ self.setStatistics(
+ min_=xmin,
+ max_=xmax,
+ mean=numpy.nanmean(array),
+ std=numpy.nanstd(array),
+ sum_=numpy.nansum(array))
+
+ def setHistogram(self, histogram, edges):
+ """Set displayed histogram
+
+ :param histogram: Bin values (N)
+ :param edges: Bin edges (N+1)
+ """
+ # Only useful if setHistogram is called directly
+ # TODO
+ #nbins = len(histogram)
+ #if nbins != self.__nbinsLineEdit.getDefaultValue():
+ # self.__nbinsLineEdit.setValue(nbins, extend_range=True)
+ #self.__rangeSlider.setValues(edges[0], edges[-1])
+
+ self.getPlotWidget().addHistogram(
+ histogram=histogram,
+ edges=edges,
+ legend='histogram',
+ fill=True,
+ color='#66aad7',
+ resetzoom=False)
+
+ def getHistogram(self, copy: bool=True):
+ """Returns currently displayed histogram.
+
+ :param copy: True to get a copy,
+ False to get internal representation (Do not modify!)
+ :return: (histogram, edges) or None
+ """
+ for item in self.getPlotWidget().getItems():
+ if item.getName() == 'histogram':
+ return (item.getValueData(copy=copy),
+ item.getBinEdgesData(copy=copy))
+ else:
+ return None
+
+ def setStatistics(self,
+ min_: Optional[float] = None,
+ max_: Optional[float] = None,
+ mean: Optional[float] = None,
+ std: Optional[float] = None,
+ sum_: Optional[float] = None):
+ """Set displayed statistic indicators."""
+ self.__statsWidgets['min'].setValue(min_)
+ self.__statsWidgets['max'].setValue(max_)
+ self.__statsWidgets['mean'].setValue(mean)
+ self.__statsWidgets['std'].setValue(std)
+ self.__statsWidgets['sum'].setValue(sum_)
+
+
+class PixelIntensitiesHistoAction(PlotToolAction):
+ """QAction to plot the pixels intensities diagram
+
+ :param plot: :class:`.PlotWidget` instance on which to operate
+ :param parent: See :class:`QAction`
+ """
+
+ def __init__(self, plot, parent=None):
+ PlotToolAction.__init__(self,
+ plot,
+ icon='pixel-intensities',
+ text='pixels intensity',
+ tooltip='Compute image intensity distribution',
+ parent=parent)
+
+ def _connectPlot(self, window):
+ plot = self.plot
+ if plot is not None:
+ selection = plot.selection()
+ selection.sigSelectedItemsChanged.connect(self._selectedItemsChanged)
+ self._updateSelectedItem()
+
+ PlotToolAction._connectPlot(self, window)
+
+ def _disconnectPlot(self, window):
+ plot = self.plot
+ if plot is not None:
+ selection = self.plot.selection()
+ selection.sigSelectedItemsChanged.disconnect(self._selectedItemsChanged)
+
+ PlotToolAction._disconnectPlot(self, window)
+ self.getHistogramWidget().setItem(None)
+
+ def _updateSelectedItem(self):
+ """Synchronises selected item with plot widget."""
+ plot = self.plot
+ if plot is not None:
+ selected = plot.selection().getSelectedItems()
+ # Give priority to image over scatter
+ for klass in (items.ImageBase, items.Scatter):
+ for item in selected:
+ if isinstance(item, klass):
+ # Found a matching item, use it
+ self.getHistogramWidget().setItem(item)
+ return
+ self.getHistogramWidget().setItem(None)
+
+ def _selectedItemsChanged(self):
+ if self._isWindowInUse():
+ self._updateSelectedItem()
+
+ @deprecated(since_version='0.15.0')
+ def computeIntensityDistribution(self):
+ self.getHistogramWidget()._updateFromItem()
+
+ def getHistogramWidget(self):
+ """Returns the widget displaying the histogram"""
+ return self._getToolWindow()
+
+ @deprecated(since_version='0.15.0',
+ replacement='getHistogramWidget().getPlotWidget()')
+ def getHistogramPlotWidget(self):
+ return self._getToolWindow().getPlotWidget()
+
+ def _createToolWindow(self):
+ return HistogramWidget(self.plot, qt.Qt.Window)
+
+ def getHistogram(self) -> Optional[numpy.ndarray]:
+ """Return the last computed histogram
+
+ :return: the histogram displayed in the HistogramWidget
+ """
+ histogram = self.getHistogramWidget().getHistogram()
+ return None if histogram is None else histogram[0]