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/usr/lib/python3/dist-packages/ginga/rv/plugins/Histogram.py is in python3-ginga 2.6.1-2.

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#
# Histogram.py -- Histogram plugin for Ginga reference viewer
#
# This is open-source software licensed under a BSD license.
# Please see the file LICENSE.txt for details.
#
import numpy

from ginga.gw import Widgets, Plot
from ginga import GingaPlugin
from ginga import AutoCuts
from ginga.util import plots


class Histogram(GingaPlugin.LocalPlugin):

    def __init__(self, fv, fitsimage):
        # superclass defines some variables for us, like logger
        super(Histogram, self).__init__(fv, fitsimage)

        self.layertag = 'histogram-canvas'
        self.histtag = None
        # If True, limits X axis to lo/hi cut levels
        self.xlimbycuts = True

        # get Histogram preferences
        prefs = self.fv.get_preferences()
        self.settings = prefs.createCategory('plugin_Histogram')
        self.settings.addDefaults(draw_then_move=True, num_bins=2048,
                                  hist_color='aquamarine')
        self.settings.load(onError='silent')

        # Set up histogram control parameters
        self.histcolor = self.settings.get('hist_color', 'aquamarine')
        self.numbins = self.settings.get('num_bins', 2048)
        self.autocuts = AutoCuts.Histogram(self.logger)

        self.dc = self.fv.get_draw_classes()

        canvas = self.dc.DrawingCanvas()
        canvas.enable_draw(True)
        canvas.enable_edit(True)
        canvas.set_drawtype('rectangle', color='cyan', linestyle='dash',
                            drawdims=True)
        canvas.set_callback('draw-event', self.draw_cb)
        canvas.set_callback('edit-event', self.edit_cb)
        canvas.add_draw_mode('move', down=self.drag,
                             move=self.drag, up=self.update)
        canvas.register_for_cursor_drawing(self.fitsimage)
        canvas.set_surface(self.fitsimage)
        canvas.set_draw_mode('draw')
        self.canvas = canvas

        fitssettings = fitsimage.get_settings()
        for name in ['cuts']:
            fitssettings.getSetting(name).add_callback(
                'set', self.cutset_ext_cb, fitsimage)
        self.gui_up = False

    def build_gui(self, container):
        top = Widgets.VBox()
        top.set_border_width(4)

        # Make the cuts plot
        vbox, sw, orientation = Widgets.get_oriented_box(container)
        vbox.set_border_width(4)
        vbox.set_spacing(2)

        msg_font = self.fv.get_font("sansFont", 12)
        tw = Widgets.TextArea(wrap=True, editable=False)
        tw.set_font(msg_font)
        self.tw = tw

        fr = Widgets.Expander("Instructions")
        fr.set_widget(tw)
        vbox.add_widget(fr, stretch=0)

        self.plot = plots.Plot(logger=self.logger,
                               width=400, height=400)
        ax = self.plot.add_axis()
        ax.grid(True)
        w = Plot.PlotWidget(self.plot)
        w.resize(400, 400)
        vbox.add_widget(w, stretch=1)

        captions = (('Cut Low:', 'label', 'Cut Low', 'entry'),
                    ('Cut High:', 'label', 'Cut High', 'entry',
                     'Cut Levels', 'button'),
                    ('Auto Levels', 'button'),
                    ('Log Histogram', 'checkbutton',
                     'Plot By Cuts', 'checkbutton'),
                    ('NumBins:', 'label', 'NumBins', 'entry'),
                    ('Full Image', 'button'),
                    )

        w, b = Widgets.build_info(captions, orientation=orientation)
        self.w.update(b)
        b.cut_levels.set_tooltip("Set cut levels manually")
        b.auto_levels.set_tooltip("Set cut levels by algorithm")
        b.cut_low.set_tooltip("Set low cut level (press Enter)")
        b.cut_high.set_tooltip("Set high cut level (press Enter)")
        b.log_histogram.set_tooltip("Use the log of the pixel values for the "
                                    "histogram (empty bins map to 10^-1)")
        b.plot_by_cuts.set_tooltip("Only show the part of the histogram "
                                   "between the cuts")
        b.numbins.set_tooltip("Number of bins for the histogram")
        b.full_image.set_tooltip("Use the full image for calculating the "
                                 "histogram")
        b.numbins.set_text(str(self.numbins))
        b.cut_low.add_callback('activated', lambda w: self.cut_levels())
        b.cut_high.add_callback('activated', lambda w: self.cut_levels())
        b.cut_levels.add_callback('activated', lambda w: self.cut_levels())
        b.auto_levels.add_callback('activated', lambda w: self.auto_levels())

        b.log_histogram.set_state(self.plot.logy)
        b.log_histogram.add_callback('activated', self.log_histogram_cb)
        b.plot_by_cuts.set_state(self.xlimbycuts)
        b.plot_by_cuts.add_callback('activated', self.plot_by_cuts_cb)
        b.numbins.add_callback('activated', lambda w: self.set_numbins_cb())
        b.full_image.add_callback('activated', lambda w: self.full_image_cb())

        vbox.add_widget(w, stretch=0)

        mode = self.canvas.get_draw_mode()
        hbox = Widgets.HBox()
        btn1 = Widgets.RadioButton("Move")
        btn1.set_state(mode == 'move')
        btn1.add_callback('activated',
                          lambda w, val: self.set_mode_cb('move', val))
        btn1.set_tooltip("Choose this to position box")
        self.w.btn_move = btn1
        hbox.add_widget(btn1)

        btn2 = Widgets.RadioButton("Draw", group=btn1)
        btn2.set_state(mode == 'draw')
        btn2.add_callback('activated',
                          lambda w, val: self.set_mode_cb('draw', val))
        btn2.set_tooltip("Choose this to draw a replacement box")
        self.w.btn_draw = btn2
        hbox.add_widget(btn2)

        btn3 = Widgets.RadioButton("Edit", group=btn1)
        btn3.set_state(mode == 'edit')
        btn3.add_callback('activated',
                          lambda w, val: self.set_mode_cb('edit', val))
        btn3.set_tooltip("Choose this to edit a box")
        self.w.btn_edit = btn3
        hbox.add_widget(btn3)

        if self.histtag is None:
            self.w.btn_move.set_enabled(False)
            self.w.btn_edit.set_enabled(False)

        hbox.add_widget(Widgets.Label(''), stretch=1)
        vbox.add_widget(hbox, stretch=0)

        ## spacer = Widgets.Label('')
        ## vbox.add_widget(spacer, stretch=1)

        top.add_widget(sw, stretch=1)

        btns = Widgets.HBox()
        btns.set_border_width(4)
        btns.set_spacing(3)

        btn = Widgets.Button("Close")
        btn.add_callback('activated', lambda w: self.close())
        btns.add_widget(btn, stretch=0)
        btns.add_widget(Widgets.Label(''), stretch=1)

        top.add_widget(btns, stretch=0)

        container.add_widget(top, stretch=1)
        self.gui_up = True

    def instructions(self):
        self.tw.set_text("""Draw (or redraw) a region with the right mouse button.  Click or drag left mouse button to reposition region.""")

    def close(self):
        self.fv.stop_local_plugin(self.chname, str(self))
        return True

    def start(self):
        self.instructions()
        self.plot.set_titles(rtitle="Histogram")

        # insert canvas, if not already
        p_canvas = self.fitsimage.get_canvas()
        try:
            obj = p_canvas.get_object_by_tag(self.layertag)

        except KeyError:
            # Add ruler layer
            p_canvas.add(self.canvas, tag=self.layertag)

        #self.canvas.delete_all_objects()
        self.resume()

    def pause(self):
        self.canvas.ui_setActive(False)

    def resume(self):
        # turn off any mode user may be in
        self.modes_off()

        self.canvas.ui_setActive(True)
        self.fv.show_status("Draw a rectangle with the right mouse button")

    def stop(self):
        # remove the rect from the canvas
        ## try:
        ##     self.canvas.delete_object_by_tag(self.histtag)
        ## except:
        ##     pass
        ##self.histtag = None

        # remove the canvas from the image
        p_canvas = self.fitsimage.get_canvas()
        try:
            p_canvas.delete_object_by_tag(self.layertag)
        except:
            pass
        self.gui_up = False
        self.fv.show_status("")

    def full_image_cb(self):
        canvas = self.canvas
        try:
            canvas.delete_object_by_tag(self.histtag)
        except:
            pass

        image = self.fitsimage.get_image()
        width, height = image.get_size()
        x1, y1, x2, y2 = 0, 0, width-1, height-1
        tag = canvas.add(self.dc.Rectangle(x1, y1, x2, y2,
                                           color='cyan',
                                           linestyle='dash'))
        self.draw_cb(canvas, tag)

    def histogram(self, image, x1, y1, x2, y2, z=None, pct=1.0, numbins=2048):
        if z is not None:
            data = image.get_data()
            data = data[y1:y2, x1:x2, z]
        else:
            tup = image.cutout_adjust(x1, y1, x2, y2)
            data = tup[0]

        return self.autocuts.calc_histogram(data, pct=pct, numbins=numbins)

    def redo(self):
        if self.histtag is None:
            return

        obj = self.canvas.get_object_by_tag(self.histtag)
        if obj.kind != 'compound':
            return True
        bbox = obj.objects[0]

        # Do histogram on the points within the rect
        image = self.fitsimage.get_image()
        self.plot.clear()

        numbins = self.numbins
        ## pct = 1.0
        ## i = int(numbins * (1.0 - pct))
        ## j = int(numbins * pct)

        depth = image.get_depth()
        if depth != 3:
            res = self.histogram(image, int(bbox.x1), int(bbox.y1),
                                 int(bbox.x2), int(bbox.y2),
                                 pct=1.0, numbins=numbins)
            # used with 'steps-post' drawstyle, this x and y assignment
                # gives correct histogram-steps
            x = res.bins
            y = numpy.append(res.dist, res.dist[-1])
            ## y, x = y[i:j+1], x[i:j+1]
            ymax = y.max()
            if self.plot.logy:
                y = numpy.choose(y > 0, (.1, y))
            self.plot.plot(x, y, xtitle="Pixel value", ytitle="Number",
                           title="Pixel Value Distribution",
                           color='blue', alpha=1.0, drawstyle='steps-post')
        else:
            colors = ('red', 'green', 'blue')
            ymax = 0
            for z in range(depth):
                res = self.histogram(image, int(bbox.x1), int(bbox.y1),
                                     int(bbox.x2), int(bbox.y2),
                                     z=z, pct=1.0, numbins=numbins)
                # used with 'steps-post' drawstyle, this x and y assignment
                # gives correct histogram-steps
                x = res.bins
                y = numpy.append(res.dist, res.dist[-1])
                ## y, x = y[i:j+1], x[i:j+1]
                ymax = max(ymax, y.max())
                if self.plot.logy:
                    y = numpy.choose(y > 0, (.1, y))
                self.plot.plot(x, y, xtitle="Pixel value", ytitle="Number",
                               title="Pixel Value Distribution",
                               color=colors[z], alpha=0.33,
                               drawstyle='steps-post')

        # show cut levels
        loval, hival = self.fitsimage.get_cut_levels()
        self.loline = self.plot.ax.axvline(loval, 0.0, 0.99,
                                           linestyle='-', color='red')
        self.hiline = self.plot.ax.axvline(hival, 0.0, 0.99,
                                           linestyle='-', color='green')
        if self.xlimbycuts:
            self.plot.ax.set_xlim(loval, hival)

        # Make x axis labels a little more readable
        ## lbls = self.plot.ax.xaxis.get_ticklabels()
        ## for lbl in lbls:
        ##     lbl.set(rotation=45, horizontalalignment='right')

        self.w.cut_low.set_text(str(loval))
        self.w.cut_high.set_text(str(hival))
        self.plot.fig.canvas.draw()

        self.fv.show_status("Click or drag left mouse button to move region")
        return True

    def update(self, canvas, event, data_x, data_y, viewer):

        obj = self.canvas.get_object_by_tag(self.histtag)
        if obj.kind == 'compound':
            bbox = obj.objects[0]
        elif obj.kind == 'rectangle':
            bbox = obj
        else:
            return True

        # calculate center of bbox
        wd = bbox.x2 - bbox.x1
        dw = wd // 2
        ht = bbox.y2 - bbox.y1
        dh = ht // 2
        x, y = bbox.x1 + dw, bbox.y1 + dh

        # calculate offsets of move
        dx = (data_x - x)
        dy = (data_y - y)

        # calculate new coords
        x1, y1, x2, y2 = bbox.x1+dx, bbox.y1+dy, bbox.x2+dx, bbox.y2+dy

        try:
            canvas.delete_object_by_tag(self.histtag)
        except:
            pass

        tag = canvas.add(self.dc.Rectangle(
            x1, y1, x2, y2, color='cyan', linestyle='dash'))

        self.draw_cb(canvas, tag)
        return True

    def drag(self, canvas, event, data_x, data_y, viewer):

        obj = self.canvas.get_object_by_tag(self.histtag)
        if obj.kind == 'compound':
            bbox = obj.objects[0]
        elif obj.kind == 'rectangle':
            bbox = obj
        else:
            return True

        # calculate center of bbox
        wd = bbox.x2 - bbox.x1
        dw = wd // 2
        ht = bbox.y2 - bbox.y1
        dh = ht // 2
        x, y = bbox.x1 + dw, bbox.y1 + dh

        # calculate offsets of move
        dx = (data_x - x)
        dy = (data_y - y)

        # calculate new coords
        x1, y1, x2, y2 = bbox.x1+dx, bbox.y1+dy, bbox.x2+dx, bbox.y2+dy

        if obj.kind == 'compound':
            try:
                canvas.delete_object_by_tag(self.histtag)
            except:
                pass

            self.histtag = canvas.add(self.dc.Rectangle(
                x1, y1, x2, y2, color='cyan', linestyle='dash'))
        else:
            bbox.x1, bbox.y1, bbox.x2, bbox.y2 = x1, y1, x2, y2
            canvas.redraw(whence=3)

        return True

    def draw_cb(self, canvas, tag):
        obj = canvas.get_object_by_tag(tag)
        if obj.kind != 'rectangle':
            return True
        canvas.delete_object_by_tag(tag)

        if self.histtag:
            try:
                canvas.delete_object_by_tag(self.histtag)
            except:
                pass

        x1, y1, x2, y2 = obj.get_llur()

        tag = canvas.add(self.dc.CompoundObject(
            self.dc.Rectangle(x1, y1, x2, y2,
                              color=self.histcolor),
            self.dc.Text(x1, y2+4, "Histogram",
                         color=self.histcolor)))
        self.histtag = tag

        self.w.btn_move.set_enabled(True)
        self.w.btn_edit.set_enabled(True)

        move_flag = self.settings.get('draw_then_move', True)
        if move_flag:
            self.set_mode('move')

        return self.redo()

    def edit_cb(self, canvas, obj):
        if obj.kind != 'rectangle':
            return True

        # Get the compound object that sits on the canvas.
        # Make sure edited rectangle was our histogram rectangle.
        c_obj = self.canvas.get_object_by_tag(self.histtag)
        if ((c_obj.kind != 'compound') or (len(c_obj.objects) < 2) or
                (c_obj.objects[0] != obj)):
            return False

        # reposition other elements to match
        x1, y1, x2, y2 = obj.get_llur()
        text = c_obj.objects[1]
        text.x, text.y = x1, y2 + 4
        self.fitsimage.redraw(whence=3)

        return self.redo()

    def cut_levels(self):
        reslvls = None

        try:
            loval = float(self.w.cut_low.get_text())
            hival = float(self.w.cut_high.get_text())

            reslvls = self.fitsimage.cut_levels(loval, hival)

        except Exception as e:
            errmsg = 'Error cutting levels: {0}'.format(str(e))
            self.fv.show_status(errmsg)
            self.logger.error(errmsg)

        else:
            if self.xlimbycuts:
                self.redo()

        return reslvls

    def auto_levels(self):
        self.fitsimage.auto_levels()

    def cutset_ext_cb(self, setting, value, fitsimage):
        if not self.gui_up:
            return

        t_ = fitsimage.get_settings()
        loval, hival = t_['cuts']

        try:
            self.loline.remove()
            self.hiline.remove()
        except:
            pass
        self.loline = self.plot.ax.axvline(loval, 0.0, 0.99,
                                           linestyle='-', color='black')
        self.hiline = self.plot.ax.axvline(hival, 0.0, 0.99,
                                           linestyle='-', color='black')
        self.w.cut_low.set_text(str(loval))
        self.w.cut_high.set_text(str(hival))
        #self.plot.fig.canvas.draw()
        self.redo()

    def set_numbins_cb(self):
        self.numbins = int(self.w.numbins.get_text())
        self.redo()

    def log_histogram_cb(self, w, val):
        self.plot.logy = val
        if (self.histtag is not None) and self.gui_up:
            # self.histtag is None means no data is loaded yet
            self.redo()

    def plot_by_cuts_cb(self, w, val):
        self.xlimbycuts = val
        if (self.histtag is not None) and self.gui_up:
            # self.histtag is None means no data is loaded yet
            self.redo()

    def edit_select_box(self):
        if self.histtag is not None:
            obj = self.canvas.get_object_by_tag(self.histtag)
            if obj.kind != 'compound':
                return True
            # drill down to reference shape
            bbox = obj.objects[0]
            self.canvas.edit_select(bbox)
        else:
            self.canvas.clear_selected()
        self.canvas.update_canvas()

    def set_mode_cb(self, mode, tf):
        """Called when one of the Move/Draw/Edit radio buttons is selected."""
        if tf:
            self.canvas.set_draw_mode(mode)
            if mode == 'edit':
                self.edit_select_box()
        return True

    def set_mode(self, mode):
        self.canvas.set_draw_mode(mode)
        self.w.btn_move.set_state(mode == 'move')
        self.w.btn_draw.set_state(mode == 'draw')
        self.w.btn_edit.set_state(mode == 'edit')

    def __str__(self):
        return 'histogram'

# END