"""
Utility classes for visualization widgets
"""
import copy
from bisect import bisect_left
from operator import attrgetter
from queue import Queue, Empty
from types import SimpleNamespace as namespace
from typing import Optional, Iterable, List, Callable
from threading import Timer

from AnyQt.QtCore import Qt, QSize, pyqtSignal as Signal, QSortFilterProxyModel
from AnyQt.QtGui import QStandardItemModel, QStandardItem, QColor, QBrush, QPen
from AnyQt.QtWidgets import (
    QTableView, QGraphicsTextItem, QGraphicsRectItem, QGraphicsView, QDialog,
    QVBoxLayout, QLineEdit
)
from Orange.data import Variable
from Orange.util import deprecated
from Orange.widgets import gui
from Orange.widgets.gui import HorizontalGridDelegate, TableBarItem
from Orange.widgets.utils.concurrent import ConcurrentMixin, TaskState
from Orange.widgets.utils.messages import WidgetMessagesMixin
from Orange.widgets.utils.progressbar import ProgressBarMixin
from Orange.widgets.widget import Msg


class Result(namespace):
    queue = None  # type: Queue[QueuedScore, ...]
    scores = None  # type: Optional[List[float, ...]]


class QueuedScore(namespace):
    position = None  # type: int
    score = None  # type: float
    state = None  # type: Iterable
    next_state = None  # type: Iterable


class VizRankDialog(QDialog, ProgressBarMixin, WidgetMessagesMixin,
                    ConcurrentMixin):
    """
    Base class for VizRank dialogs, providing a GUI with a table and a button,
    and the skeleton for managing the evaluation of visualizations.

    Derived classes must provide methods

    - `iterate_states` for generating combinations (e.g. pairs of attritutes),
    - `compute_score(state)` for computing the score of a combination,
    - `row_for_state(state)` that returns a list of items inserted into the
       table for the given state.

    and, optionally,

    - `state_count` that returns the number of combinations (used for progress
       bar)
    - `on_selection_changed` that handles event triggered when the user selects
      a table row. The method should emit signal
      `VizRankDialog.selectionChanged(object)`.
    - `bar_length` returns the length of the bar corresponding to the score.

    The class provides a table and a button. A widget constructs a single
    instance of this dialog in its `__init__`, like (in Sieve) by using a
    convenience method :obj:`add_vizrank`::

        self.vizrank, self.vizrank_button = SieveRank.add_vizrank(
            box, self, "Score Combinations", self.set_attr)

    When the widget receives new data, it must call the VizRankDialog's
    method :obj:`VizRankDialog.initialize()` to clear the GUI and reset the
    state.

    Clicking the Start button calls method `run` (and renames the button to
    Pause). Run sets up a progress bar by getting the number of combinations
    from :obj:`VizRankDialog.state_count()`. It restores the paused state
    (if any) and calls generator :obj:`VizRankDialog.iterate_states()`. For
    each generated state, it calls :obj:`VizRankDialog.score(state)`, which
    must return the score (lower is better) for this state. If the returned
    state is not `None`, the data returned by `row_for_state` is inserted at
    the appropriate place in the table.

    Args:
        master (Orange.widget.OWWidget): widget to which the dialog belongs

    Attributes:
        master (Orange.widget.OWWidget): widget to which the dialog belongs
        captionTitle (str): the caption for the dialog. This can be a class
          attribute. `captionTitle` is used by the `ProgressBarMixin`.
    """

    captionTitle = ""

    NEGATIVE_COLOR = QColor(70, 190, 250)
    POSITIVE_COLOR = QColor(170, 242, 43)

    processingStateChanged = Signal(int)
    progressBarValueChanged = Signal(float)
    messageActivated = Signal(Msg)
    messageDeactivated = Signal(Msg)
    selectionChanged = Signal(object)

    class Information(WidgetMessagesMixin.Information):
        nothing_to_rank = Msg("There is nothing to rank.")

    @deprecated("Orange.widgets.visualize.utils.vizrank.VizRankDialog")
    def __init__(self, master):
        """Initialize the attributes and set up the interface"""
        QDialog.__init__(self, master, windowTitle=self.captionTitle)
        WidgetMessagesMixin.__init__(self)
        ConcurrentMixin.__init__(self)
        self.setLayout(QVBoxLayout())

        self.insert_message_bar()
        self.layout().insertWidget(0, self.message_bar)
        self.master = master

        self.keep_running = False
        self.scheduled_call = None
        self.saved_state = None
        self.saved_progress = 0
        self.scores = []
        self.add_to_model = Queue()

        self.filter = QLineEdit()
        self.filter.setPlaceholderText("Filter ...")
        self.filter.textChanged.connect(self.filter_changed)
        self.layout().addWidget(self.filter)
        # Remove focus from line edit
        self.setFocus(Qt.ActiveWindowFocusReason)

        self.rank_model = QStandardItemModel(self)
        self.model_proxy = QSortFilterProxyModel(
            self, filterCaseSensitivity=Qt.CaseInsensitive
        )
        self.model_proxy.setSourceModel(self.rank_model)
        self.rank_table = view = QTableView(
            selectionBehavior=QTableView.SelectRows,
            selectionMode=QTableView.SingleSelection,
            showGrid=False,
            editTriggers=gui.TableView.NoEditTriggers)
        if self._has_bars:
            view.setItemDelegate(TableBarItem())
        else:
            view.setItemDelegate(HorizontalGridDelegate())
        view.setModel(self.model_proxy)
        view.selectionModel().selectionChanged.connect(
            self.on_selection_changed)
        view.horizontalHeader().setStretchLastSection(True)
        view.horizontalHeader().hide()
        self.layout().addWidget(view)

        self.button = gui.button(
            self, self, "Start", callback=self.toggle, default=True)

    @property
    def _has_bars(self):
        return type(self).bar_length is not VizRankDialog.bar_length

    @classmethod
    def add_vizrank(cls, widget, master, button_label, set_attr_callback):
        """
        Equip the widget with VizRank button and dialog, and monkey patch the
        widget's `closeEvent` and `hideEvent` to close/hide the vizrank, too.

        Args:
            widget (QWidget): the widget into whose layout to insert the button
            master (Orange.widgets.widget.OWWidget): the master widget
            button_label: the label for the button
            set_attr_callback: the callback for setting the projection chosen
                in the vizrank

        Returns:
            tuple with Vizrank dialog instance and push button
        """
        # Monkey patching could be avoided by mixing-in the class (not
        # necessarily a good idea since we can make a mess of multiple
        # defined/derived closeEvent and hideEvent methods). Furthermore,
        # per-class patching would be better than per-instance, but we don't
        # want to mess with meta-classes either.

        vizrank = cls(master)
        button = gui.button(
            widget, master, button_label, callback=vizrank.reshow,
            enabled=False)
        vizrank.selectionChanged.connect(lambda args: set_attr_callback(*args))

        master_close_event = master.closeEvent
        master_hide_event = master.hideEvent
        master_delete_event = master.onDeleteWidget

        def closeEvent(event):
            vizrank.close()
            master_close_event(event)

        def hideEvent(event):
            vizrank.hide()
            master_hide_event(event)

        def deleteEvent():
            vizrank.keep_running = False
            vizrank.shutdown()
            master_delete_event()

        master.closeEvent = closeEvent
        master.hideEvent = hideEvent
        master.onDeleteWidget = deleteEvent
        return vizrank, button

    def reshow(self):
        """Put the widget on top of all windows
        """
        self.show()
        self.raise_()
        self.activateWindow()

    def initialize(self):
        """
        Clear and initialize the dialog.

        This method must be called by the widget when the data is reset,
        e.g. from `set_data` handler.
        """
        if self.task is not None:
            self.keep_running = False
            self.cancel()
        self.keep_running = False
        self.scheduled_call = None
        self.saved_state = None
        self.saved_progress = 0
        self.progressBarFinished()
        self.scores = []
        self._update_model()  # empty queue
        self.rank_model.clear()
        self.button.setText("Start")
        self.button.setEnabled(self.check_preconditions())

    def filter_changed(self, text):
        self.model_proxy.setFilterFixedString(text)

    def stop_and_reset(self, reset_method=None):
        if self.keep_running:
            self.scheduled_call = reset_method or self.initialize
            self.keep_running = False
        else:
            self.initialize()

    def check_preconditions(self):
        """Check whether there is sufficient data for ranking."""
        return True

    def on_selection_changed(self, selected, deselected):
        """
        Set the new visualization in the widget when the user select a
        row in the table.

        If derived class does not reimplement this, the table gives the
        information but the user can't click it to select the visualization.

        Args:
            selected: the index of the selected item
            deselected: the index of the previously selected item
        """
        pass

    def iterate_states(self, initial_state):
        """
        Generate all possible states (e.g. attribute combinations) for the
        given data. The content of the generated states is specific to the
        visualization.

        This method must be defined in the derived classes.

        Args:
            initial_state: initial state; None if this is the first call
        """
        raise NotImplementedError

    def state_count(self):
        """
        Return the number of states for the progress bar.

        Derived classes should implement this to ensure the proper behaviour of
        the progress bar"""
        return 0

    def compute_score(self, state):
        """
        Abstract method for computing the score for the given state. Smaller
        scores are better.

        Args:
            state: the state, e.g. the combination of attributes as generated
                by :obj:`state_count`.
        """
        raise NotImplementedError

    def bar_length(self, score):
        """Compute the bar length (between 0 and 1) corresponding to the score.
        Return `None` if the score cannot be normalized.
        """
        return None

    def row_for_state(self, score, state):
        """
        Abstract method that return the items that are inserted into the table.

        Args:
            score: score, computed by :obj:`compute_score`
            state: the state, e.g. combination of attributes
            """
        raise NotImplementedError

    def _select_first_if_none(self):
        if not self.rank_table.selectedIndexes():
            self.rank_table.selectRow(0)

    def on_partial_result(self, result: Result):
        try:
            while True:
                queued = result.queue.get_nowait()
                self.saved_state = queued.next_state
                self.add_to_model.put_nowait(queued)
        except Empty:
            pass
        self.scores = result.scores
        self.saved_progress = len(self.scores)
        self._update()

    def on_done(self, result: Result):
        self.button.setText("Finished")
        self.button.setEnabled(False)
        self.keep_running = False
        self.saved_state = None
        self._stopped()

    def _stopped(self):
        self.progressBarFinished()
        self._update_model()
        self.stopped()
        if self.scheduled_call:
            self.scheduled_call()
        self._select_first_if_none()

    def _update(self):
        self._update_model()
        self._update_progress()

    def _update_progress(self):
        self.progressBarSet(int(self.saved_progress * 100 / max(1, self.state_count())))

    def _update_model(self):
        try:
            while True:
                queued = self.add_to_model.get_nowait()
                row_items = self.row_for_state(queued.score, queued.state)
                bar_length = self.bar_length(queued.score)
                if bar_length is not None:
                    row_items[0].setData(bar_length,
                                         gui.TableBarItem.BarRole)
                self.rank_model.insertRow(queued.position, row_items)
        except Empty:
            pass

    def toggle(self):
        """Start or pause the computation."""
        self.keep_running = not self.keep_running
        if self.keep_running:
            self.button.setText("Pause")
            self.button.repaint()
            self.progressBarInit()
            self.before_running()
            self.start(run_vizrank, self.compute_score,
                       self.iterate_states, self.saved_state, self.scores,
                       self.saved_progress, self.state_count())
        else:
            self.button.setText("Continue")
            self.button.repaint()
            self.cancel()
            self._stopped()

    def before_running(self):
        """Code that is run before running vizrank in its own thread"""
        pass

    def stopped(self):
        """Code that is run after stopping the vizrank thread"""
        pass


def run_vizrank(compute_score: Callable, iterate_states: Callable,
                saved_state: Optional[Iterable], scores: List,
                progress: int, state_count: int, task: TaskState):
    task.set_status("Getting combinations...")
    task.set_progress_value(0.1)
    states = iterate_states(saved_state)

    task.set_status("Getting scores...")
    res = Result(queue=Queue(), scores=None)
    scores = scores.copy()
    can_set_partial_result = True

    def do_work(st, next_st):
        try:
            score = compute_score(st)
            if score is not None:
                pos = bisect_left(scores, score)
                res.queue.put_nowait(QueuedScore(position=pos, score=score,
                                                 state=st, next_state=next_st))
                scores.insert(pos, score)
        except Exception:  # ignore current state in case of any problem
            pass
        res.scores = scores.copy()

    def reset_flag():
        nonlocal can_set_partial_result
        can_set_partial_result = True

    state = None
    next_state = next(states)
    try:
        while True:
            if task.is_interruption_requested():
                return res
            task.set_progress_value(int(progress * 100 / max(1, state_count)))
            progress += 1
            state = copy.copy(next_state)
            next_state = copy.copy(next(states))
            do_work(state, next_state)
            # for simple scores (e.g. correlations widget) and many feature
            # combinations, the 'partial_result_ready' signal (emitted by
            # invoking 'task.set_partial_result') was emitted too frequently
            # for a longer period of time and therefore causing the widget
            # being unresponsive
            if can_set_partial_result:
                task.set_partial_result(res)
                can_set_partial_result = False
                Timer(0.01, reset_flag).start()
    except StopIteration:
        do_work(state, None)
        task.set_partial_result(res)
    return res


class VizRankDialogAttr(VizRankDialog):
    """
    VizRank dialog for single attributes. The class provides most of the
    needed methods, except for `initialize` which is expected to store a
    list of `Variable` instances to `self.attrs`, and method
    `compute_score(state)` for scoring the combinations.

    The state is an attribute index.

    When the user selects an attribute, the dialog emits signal
    `selectionChanged` with the attribute as parameter.
    """

    attrSelected = Signal(Variable, Variable)
    _AttrRole = next(gui.OrangeUserRole)

    def __init__(self, master):
        super().__init__(master)
        self.attrs = []

    def sizeHint(self):
        """Assuming a single columns in the table, return `QSize(160, 512)` as
        a reasonable default size."""
        return QSize(160, 512)

    def check_preconditions(self):
        """Refuse ranking if there are no features or instances."""
        can_rank = self.master.data is not None and \
            self.master.data.domain.attributes and \
            len(self.master.data) != 0
        self.Information.nothing_to_rank(shown=not can_rank)
        return can_rank

    def on_selection_changed(self, selected, deselected):
        if not selected.isEmpty():
            attr = selected.indexes()[0].data(self._AttrRole)
            self.attrSelected.emit(attr)

    def state_count(self):
        return len(self.attrs)

    def iterate_states(self, initial_state):
        yield from range(initial_state or 0, len(self.attrs))

    def row_for_state(self, score, state):
        attr = self.attrs[state]
        item = QStandardItem(attr.name)
        item.setData(attr, self._AttrRole)
        return [item]


class VizRankDialogAttrPair(VizRankDialog):
    """
    VizRank dialog for pairs of attributes. The class provides most of the
    needed methods, except for `initialize` which is expected to store a
    list of `Variable` instances to `self.attrs`, and method
    `compute_score(state)` for scoring the combinations.

    The state is a pair of indices into `self.attrs`.

    When the user selects a pair, the dialog emits signal `selectionChanged`
    with a tuple of variables as parameter.
    """

    pairSelected = Signal(Variable, Variable)
    _AttrRole = next(gui.OrangeUserRole)

    def __init__(self, master):
        VizRankDialog.__init__(self, master)
        self.resize(320, 512)
        self.attrs = []
        manual_change_signal = getattr(master, "xy_changed_manually", None)
        if manual_change_signal:
            manual_change_signal.connect(self.on_manual_change)

    def sizeHint(self):
        """Assuming two columns in the table, return `QSize(320, 512)` as
        a reasonable default size."""
        return QSize(320, 512)

    def check_preconditions(self):
        """Refuse ranking if there are less than two feature or instances."""
        can_rank = self.master.data is not None and \
            len(self.master.data.domain.attributes) >= 2 and \
            len(self.master.data) >= 2
        self.Information.nothing_to_rank(shown=not can_rank)
        return can_rank

    def on_selection_changed(self, selected, deselected):
        selection = selected.indexes()
        if not selection:
            return
        attrs = selected.indexes()[0].data(self._AttrRole)
        self.selectionChanged.emit(attrs)

    def on_manual_change(self, attr1, attr2):
        model = self.rank_model
        self.rank_table.selectionModel().clear()
        for row in range(model.rowCount()):
            a1, a2 = model.data(model.index(row, 0), self._AttrRole)
            if a1 is attr1 and a2 is attr2:
                self.rank_table.selectRow(row)
                return

    def state_count(self):
        n_attrs = len(self.attrs)
        return n_attrs * (n_attrs - 1) / 2

    def iterate_states(self, initial_state):
        si, sj = initial_state or (0, 0)
        for i in range(si, len(self.attrs)):
            for j in range(sj, i):
                yield i, j
            sj = 0

    def row_for_state(self, score, state):
        attrs = sorted((self.attrs[x] for x in state), key=attrgetter("name"))
        item = QStandardItem(", ".join(a.name for a in attrs))
        item.setData(attrs, self._AttrRole)
        return [item]


class CanvasText(QGraphicsTextItem):
    """QGraphicsTextItem with more convenient constructor

       Args:
           scene (QGraphicsScene): scene into which the text is placed
           text (str): text; see also argument `html_text` (default: `""`)
           x (int): x-coordinate (default: 0)
           y (int): y-coordinate (default: 0)
           alignment (Qt.Alignment): text alignment
               (default: Qt.AlignLeft | Qt.AlignTop)
           bold (bool): if `True`, font is set to bold (default: `False`)
           font (QFont): text font
           z (int): text layer
           html_text (str): text as html; if present (default is `None`),
               it overrides the `text` argument
           tooltip (str): text tooltip
           show (bool): if `False`, the text is hidden (default: `True`)
           vertical (bool): if `True`, the text is rotated by 90 degrees
               (default: `False`)
    """
    def __init__(self, scene, text="", x=0, y=0,
                 alignment=Qt.AlignLeft | Qt.AlignTop, bold=False, font=None,
                 z=0, html_text=None, tooltip=None, show=True, vertical=False,
                 max_width=None):
        QGraphicsTextItem.__init__(self, text, None)

        if font:
            self.setFont(font)
        if bold:
            font = self.font()
            font.setBold(bold)
            self.setFont(font)
        if html_text:
            self.setHtml(html_text)

        self.alignment = alignment
        self.vertical = vertical
        if vertical:
            self.setRotation(-90)

        self.setPos(x, y)
        self.x, self.y = x, y
        self.setZValue(z)
        if tooltip:
            self.setToolTip(tooltip)
        if max_width is not None:
            assert not html_text
            self.elide(max_width)

        if show:
            self.show()
        else:
            self.hide()

        if scene is not None:
            scene.addItem(self)

    def elide(self, max_width):
        if self.boundingRect().width() <= max_width:
            return
        short = self.toPlainText()
        if not self.toolTip():
            self.setToolTip(short)
        while short and self.boundingRect().width() > max_width:
            short = short[:-1]
            self.setPlainText(short + "...")
            # apparently this has to be called to reset position
            self.setPos(self.x, self.y)

    def setPos(self, x, y):
        """setPos with adjustment for alignment"""
        self.x, self.y = x, y
        rect = QGraphicsTextItem.boundingRect(self)
        if self.vertical:
            h, w = rect.height(), rect.width()
            rect.setWidth(h)
            rect.setHeight(-w)
        if int(self.alignment & Qt.AlignRight):
            x -= rect.width()
        elif int(self.alignment & Qt.AlignHCenter):
            x -= rect.width() / 2.
        if int(self.alignment & Qt.AlignBottom):
            y -= rect.height()
        elif int(self.alignment & Qt.AlignVCenter):
            y -= rect.height() / 2.
        QGraphicsTextItem.setPos(self, x, y)


class CanvasRectangle(QGraphicsRectItem):
    """QGraphicsRectItem with more convenient constructor

    Args:
        scene (QGraphicsScene): scene into which the rectangle is placed
        x (int): x-coordinate (default: 0)
        y (int): y-coordinate (default: 0)
        width (int): rectangle's width (default: 0)
        height (int): rectangle's height (default: 0)
        z (int): z-layer
        pen (QPen): pen for the border; if present, it overrides the separate
            arguments for color, width and style
        pen_color (QColor or QPen): the (color of) the pen
            (default: `QColor(128, 128, 128)`)
        pen_width (int): pen width
        pen_style (PenStyle): pen style (default: `Qt.SolidLine`)
        brush_color (QColor): the color for the interior (default: same as pen)
        tooltip (str): tooltip
        show (bool): if `False`, the text is hidden (default: `True`)
        onclick (callable): callback for mouse click event
    """

    def __init__(self, scene, x=0, y=0, width=0, height=0,
                 pen_color=QColor(128, 128, 128), brush_color=None, pen_width=1,
                 z=0, pen_style=Qt.SolidLine, pen=None, tooltip=None, show=True,
                 onclick=None):
        super().__init__(x, y, width, height, None)
        self.onclick = onclick
        if brush_color is not None:
            self.setBrush(QBrush(brush_color))
        if pen:
            self.setPen(pen)
        else:
            self.setPen(QPen(QBrush(pen_color), pen_width, pen_style))
        self.setZValue(z)
        if tooltip:
            self.setToolTip(tooltip)
        if show:
            self.show()
        else:
            self.hide()

        if scene is not None:
            scene.addItem(self)

    def mousePressEvent(self, event):
        if self.onclick:
            self.onclick(self, event)


class ViewWithPress(QGraphicsView):
    """QGraphicsView with a callback for mouse press event. The callback
    is given as keyword argument `handler`.
    """
    def __init__(self, *args, **kwargs):
        self.handler = kwargs.pop("handler")
        super().__init__(*args)

    def mousePressEvent(self, event):
        super().mousePressEvent(event)
        if not event.isAccepted():
            self.handler()
