class OWGrid(QGraphicsWidget): """Responsive grid layout widget. Manages grid items for various window sizes. Accepts grid items as items. Parameters ---------- parent : QGraphicsWidget Examples -------- >>> grid = OWGrid() It's a good idea to define what you want your grid items to do. For this example, we will make them selectable and zoomable, so we define a class that inherits from both: >>> class MyGridItem(SelectableGridItem, ZoomableGridItem): >>> pass We then take a list of items and wrap them into our new `MyGridItem` instances. >>> items = [QGraphicsRectItem(0, 0, 10, 10)] >>> grid_items = [MyGridItem(i, grid) for i in items] We can then set the items to be displayed >>> grid.set_items(grid_items) """ def __init__(self, parent=None): super().__init__(parent) self.setSizePolicy(QSizePolicy.Maximum, QSizePolicy.Maximum) self.setContentsMargins(10, 10, 10, 10) self.__layout = QGraphicsGridLayout() self.__layout.setContentsMargins(0, 0, 0, 0) self.__layout.setSpacing(10) self.setLayout(self.__layout) def set_items(self, items): for i, item in enumerate(items): # Place the items in some arbitrary order - they will be rearranged # before user sees this ordering self.__layout.addItem(item, i, 0) def setGeometry(self, rect): super().setGeometry(rect) self.reflow(self.size().width()) def reflow(self, width): """Recalculate the layout and reposition the elements so they fit. Parameters ---------- width : int The maximum width of the grid. Returns ------- """ # When setting the geometry when opened, the layout doesn't yet exist if self.layout() is None: return grid = self.__layout left, right, *_ = self.getContentsMargins() width -= left + right # Get size hints with 32 as the minimum size for each cell widths = [max(64, h.width()) for h in self._hints(Qt.PreferredSize)] ncol = self._fit_n_cols(widths, grid.horizontalSpacing(), width) # The number of columns is already optimal if ncol == grid.columnCount(): return # remove all items from the layout, then re-add them back in updated # positions items = self._items() for item in items: grid.removeItem(item) for i, item in enumerate(items): grid.addItem(item, i // ncol, i % ncol) grid.setAlignment(item, Qt.AlignCenter) def clear(self): for item in self._items(): self.__layout.removeItem(item) item.setParent(None) @staticmethod def _fit_n_cols(widths, spacing, constraint): def sliced(seq, n_col): """Slice the widths into n lists that contain their respective widths. E.g. [5, 5, 5], 2 => [[5, 5], [5]]""" return [seq[i:i + n_col] for i in range(0, len(seq), n_col)] def flow_width(widths, spacing, ncol): w = sliced(widths, ncol) col_widths = map(max, zip_longest(*w, fillvalue=0)) return sum(col_widths) + (ncol - 1) * spacing ncol_best = 1 for ncol in range(2, len(widths) + 1): width = flow_width(widths, spacing, ncol) if width <= constraint: ncol_best = ncol else: break return ncol_best def _items(self): if not self.__layout: return [] return [self.__layout.itemAt(i) for i in range(self.__layout.count())] def _hints(self, which): return [item.sizeHint(which) for item in self._items()]
class ViolinPlot(QGraphicsWidget): LABEL_COLUMN, VIOLIN_COLUMN, LEGEND_COLUMN = range(3) VIOLIN_COLUMN_WIDTH, OFFSET = 300, 250 MAX_N_ITEMS = 100 MAX_ATTR_LEN = 20 selection_cleared = Signal() selection_changed = Signal(float, float, str) def __init__(self): super().__init__() self.__violin_column_width = self.VIOLIN_COLUMN_WIDTH # type: int self.__range = None # type: Optional[Tuple[float, float]] self.__violin_items = [] # type: List[ViolinItem] self.__bottom_axis = pg.AxisItem(parent=self, orientation="bottom", maxTickLength=7, pen=QPen(Qt.black)) self.__bottom_axis.setLabel("Impact on model output") self.__vertical_line = QGraphicsLineItem(self.__bottom_axis) self.__vertical_line.setPen(QPen(Qt.gray)) self.__legend = Legend(self) self.__layout = QGraphicsGridLayout() self.__layout.addItem(self.__legend, 0, ViolinPlot.LEGEND_COLUMN) self.__layout.setVerticalSpacing(0) self.setLayout(self.__layout) @property def violin_column_width(self): return self.__violin_column_width @violin_column_width.setter def violin_column_width(self, view_width: int): self.__violin_column_width = max(self.VIOLIN_COLUMN_WIDTH, view_width - self.OFFSET) @property def bottom_axis(self): return self.__bottom_axis def set_data(self, x: np.ndarray, colors: np.ndarray, names: List[str], n_attrs: float, view_width: int): self.violin_column_width = view_width abs_max = np.max(np.abs(x)) * 1.05 self.__range = (-abs_max, abs_max) self._set_violin_items(x, colors, names) self._set_labels(names) self._set_bottom_axis() self._set_vertical_line() self.set_n_visible(n_attrs) def set_n_visible(self, n: int): for i in range(len(self.__violin_items)): violin_item = self.__layout.itemAt(i, ViolinPlot.VIOLIN_COLUMN) violin_item.setVisible(i < n) text_item = self.__layout.itemAt(i, ViolinPlot.LABEL_COLUMN).item text_item.setVisible(i < n) x = self.__vertical_line.line().x1() n = min(n, len(self.__violin_items)) self.__vertical_line.setLine(x, 0, x, -ViolinItem.HEIGHT * n) def rescale(self, view_width: int): self.violin_column_width = view_width with temp_seed(0): for item in self.__violin_items: item.rescale(self.violin_column_width) self.__bottom_axis.setWidth(self.violin_column_width) x = self.violin_column_width / 2 self.__vertical_line.setLine(x, 0, x, self.__vertical_line.line().y2()) def show_legend(self, show: bool): self.__legend.setVisible(show) self.__bottom_axis.setWidth(self.violin_column_width) x = self.violin_column_width / 2 self.__vertical_line.setLine(x, 0, x, self.__vertical_line.line().y2()) def _set_violin_items(self, x: np.ndarray, colors: np.ndarray, labels: List[str]): with temp_seed(0): for i in range(x.shape[1]): item = ViolinItem(self, labels[i], self.__range, self.violin_column_width) item.set_data(x[:, i], colors[:, i]) item.selection_changed.connect(self.select) self.__violin_items.append(item) self.__layout.addItem(item, i, ViolinPlot.VIOLIN_COLUMN) if i == self.MAX_N_ITEMS: break def _set_labels(self, labels: List[str]): for i, (label, _) in enumerate(zip(labels, self.__violin_items)): short = f"{label[:self.MAX_ATTR_LEN - 1]}..." \ if len(label) > self.MAX_ATTR_LEN else label text = QGraphicsSimpleTextItem(short, self) text.setToolTip(label) item = SimpleLayoutItem(text) item.setSizePolicy(QSizePolicy.Fixed, QSizePolicy.Fixed) self.__layout.addItem(item, i, ViolinPlot.LABEL_COLUMN, Qt.AlignRight | Qt.AlignVCenter) def _set_bottom_axis(self): self.__bottom_axis.setRange(*self.__range) self.__layout.addItem(self.__bottom_axis, len(self.__violin_items), ViolinPlot.VIOLIN_COLUMN) def _set_vertical_line(self): x = self.violin_column_width / 2 n = len(self.__violin_items) self.__vertical_line.setLine(x, 0, x, -ViolinItem.HEIGHT * n) def deselect(self): self.selection_cleared.emit() def select(self, *args): self.selection_changed.emit(*args) def select_from_settings(self, x1: float, x2: float, attr_name: str): point_r_diff = 2 * self.__range[1] / (self.violin_column_width / 2) for item in self.__violin_items: if item.attr_name == attr_name: item.add_selection_rect(x1 - point_r_diff, x2 + point_r_diff) break self.select(x1, x2, attr_name)
class ViolinPlot(QGraphicsWidget): LABEL_COLUMN, VIOLIN_COLUMN, LEGEND_COLUMN = range(3) VIOLIN_COLUMN_WIDTH, OFFSET = 300, 80 MAX_N_ITEMS = 100 selection_cleared = Signal() selection_changed = Signal(float, float, str) resized = Signal() def __init__(self): super().__init__() self.__violin_column_width = self.VIOLIN_COLUMN_WIDTH # type: int self.__range = None # type: Optional[Tuple[float, float]] self.__violin_items = [] # type: List[ViolinItem] self.__variable_items = [] # type: List[VariableItem] self.__bottom_axis = AxisItem(parent=self, orientation="bottom", maxTickLength=7, pen=QPen(Qt.black)) self.__bottom_axis.setLabel("Impact on model output") self.__vertical_line = QGraphicsLineItem(self.__bottom_axis) self.__vertical_line.setPen(QPen(Qt.gray)) self.__legend = Legend(self) self.__layout = QGraphicsGridLayout() self.__layout.addItem(self.__legend, 0, ViolinPlot.LEGEND_COLUMN) self.__layout.setVerticalSpacing(0) self.setLayout(self.__layout) self.parameter_setter = ParameterSetter(self) @property def violin_column_width(self): return self.__violin_column_width @violin_column_width.setter def violin_column_width(self, view_width: int): j = ViolinPlot.LABEL_COLUMN w = max([self.__layout.itemAt(i, j).item.boundingRect().width() for i in range(len(self.__violin_items))] + [0]) width = view_width - self.legend.sizeHint().width() - self.OFFSET - w self.__violin_column_width = max(self.VIOLIN_COLUMN_WIDTH, width) @property def bottom_axis(self): return self.__bottom_axis @property def labels(self): return self.__variable_items @property def legend(self): return self.__legend def set_data(self, x: np.ndarray, colors: np.ndarray, names: List[str], n_attrs: float, view_width: int): self.violin_column_width = view_width abs_max = np.max(np.abs(x)) * 1.05 self.__range = (-abs_max, abs_max) self._set_violin_items(x, colors, names) self._set_labels(names) self._set_bottom_axis() self.set_n_visible(n_attrs) def set_n_visible(self, n: int): for i in range(len(self.__violin_items)): violin_item = self.__layout.itemAt(i, ViolinPlot.VIOLIN_COLUMN) violin_item.setVisible(i < n) text_item = self.__layout.itemAt(i, ViolinPlot.LABEL_COLUMN).item text_item.setVisible(i < n) self.set_vertical_line() def rescale(self, view_width: int): self.violin_column_width = view_width with temp_seed(0): for item in self.__violin_items: item.rescale(self.violin_column_width) self.__bottom_axis.setWidth(self.violin_column_width) x = self.violin_column_width / 2 self.__vertical_line.setLine(x, 0, x, self.__vertical_line.line().y2()) def show_legend(self, show: bool): self.__legend.setVisible(show) self.__bottom_axis.setWidth(self.violin_column_width) x = self.violin_column_width / 2 self.__vertical_line.setLine(x, 0, x, self.__vertical_line.line().y2()) def _set_violin_items(self, x: np.ndarray, colors: np.ndarray, labels: List[str]): with temp_seed(0): for i in range(x.shape[1]): item = ViolinItem(self, labels[i], self.__range, self.violin_column_width) item.set_data(x[:, i], colors[:, i]) item.selection_changed.connect(self.select) self.__violin_items.append(item) self.__layout.addItem(item, i, ViolinPlot.VIOLIN_COLUMN) if i == self.MAX_N_ITEMS: break def _set_labels(self, labels: List[str]): for i, (label, _) in enumerate(zip(labels, self.__violin_items)): text = VariableItem(self, label) item = SimpleLayoutItem(text) item.setSizePolicy(QSizePolicy.Fixed, QSizePolicy.Fixed) self.__layout.addItem(item, i, ViolinPlot.LABEL_COLUMN, Qt.AlignRight | Qt.AlignVCenter) self.__variable_items.append(item) def _set_bottom_axis(self): self.__bottom_axis.setRange(*self.__range) self.__layout.addItem(self.__bottom_axis, len(self.__violin_items), ViolinPlot.VIOLIN_COLUMN) def set_vertical_line(self): x = self.violin_column_width / 2 height = 0 for i in range(len(self.__violin_items)): violin_item = self.__layout.itemAt(i, ViolinPlot.VIOLIN_COLUMN) text_item = self.__layout.itemAt(i, ViolinPlot.LABEL_COLUMN).item if violin_item.isVisible(): height += max(text_item.boundingRect().height(), violin_item.preferredSize().height()) self.__vertical_line.setLine(x, 0, x, -height) def deselect(self): self.selection_cleared.emit() def select(self, *args): self.selection_changed.emit(*args) def select_from_settings(self, x1: float, x2: float, attr_name: str): point_r_diff = 2 * self.__range[1] / (self.violin_column_width / 2) for item in self.__violin_items: if item.attr_name == attr_name: item.add_selection_rect(x1 - point_r_diff, x2 + point_r_diff) break self.select(x1, x2, attr_name) def apply_visual_settings(self, settings: Dict): for key, value in settings.items(): self.parameter_setter.set_parameter(key, value)
class FeaturesPlot(QGraphicsWidget): BOTTOM_AXIS_LABEL = "Feature Importance" LABEL_COLUMN, ITEM_COLUMN = range(2) ITEM_COLUMN_WIDTH, OFFSET = 300, 80 selection_cleared = Signal() selection_changed = Signal(object) resized = Signal() def __init__(self): super().__init__() self._item_column_width = self.ITEM_COLUMN_WIDTH self._range: Optional[Tuple[float, float]] = None self._items: List[FeatureItem] = [] self._variable_items: List[VariableItem] = [] self._bottom_axis = AxisItem(parent=self, orientation="bottom", maxTickLength=7, pen=QPen(Qt.black)) self._bottom_axis.setLabel(self.BOTTOM_AXIS_LABEL) self._vertical_line = QGraphicsLineItem(self._bottom_axis) self._vertical_line.setPen(QPen(Qt.gray)) self._layout = QGraphicsGridLayout() self._layout.setVerticalSpacing(0) self.setLayout(self._layout) self.parameter_setter = BaseParameterSetter(self) @property def item_column_width(self) -> int: return self._item_column_width @item_column_width.setter def item_column_width(self, view_width: int): j = FeaturesPlot.LABEL_COLUMN w = max([ self._layout.itemAt(i, j).item.boundingRect().width() for i in range(len(self._items)) ] + [0]) width = view_width - self.OFFSET - w self._item_column_width = max(self.ITEM_COLUMN_WIDTH, width) @property def x0_scaled(self) -> float: min_max = self._range[1] - self._range[0] return -self._range[0] * self.item_column_width / min_max @property def bottom_axis(self) -> AxisItem: return self._bottom_axis @property def labels(self) -> List[VariableItem]: return self._variable_items def set_data(self, x: np.ndarray, names: List[str], n_attrs: int, view_width: int, *plot_args): self.item_column_width = view_width self._set_range(x, *plot_args) self._set_items(x, names, *plot_args) self._set_labels(names) self._set_bottom_axis() self.set_n_visible(n_attrs) def _set_range(self, *_): raise NotImplementedError def _set_items(self, *_): raise NotImplementedError def set_n_visible(self, n: int): for i in range(len(self._items)): item = self._layout.itemAt(i, FeaturesPlot.ITEM_COLUMN) item.setVisible(i < n) text_item = self._layout.itemAt(i, FeaturesPlot.LABEL_COLUMN).item text_item.setVisible(i < n) self.set_vertical_line() def rescale(self, view_width: int): self.item_column_width = view_width for item in self._items: item.rescale(self.item_column_width) self._bottom_axis.setWidth(self.item_column_width) x = self.x0_scaled self._vertical_line.setLine(x, 0, x, self._vertical_line.line().y2()) self.updateGeometry() def set_height(self, height: float): for i in range(len(self._items)): item = self._layout.itemAt(i, FeaturesPlot.ITEM_COLUMN) item.set_height(height) self.set_vertical_line() self.updateGeometry() def _set_labels(self, labels: List[str]): for i, (label, _) in enumerate(zip(labels, self._items)): text = VariableItem(self, label) item = SimpleLayoutItem(text) item.setSizePolicy(QSizePolicy.Fixed, QSizePolicy.Fixed) self._layout.addItem(item, i, FeaturesPlot.LABEL_COLUMN, Qt.AlignRight | Qt.AlignVCenter) self._variable_items.append(item) def _set_bottom_axis(self): self._bottom_axis.setRange(*self._range) self._layout.addItem(self._bottom_axis, len(self._items), FeaturesPlot.ITEM_COLUMN) def set_vertical_line(self): height = 0 for i in range(len(self._items)): item = self._layout.itemAt(i, FeaturesPlot.ITEM_COLUMN) text_item = self._layout.itemAt(i, FeaturesPlot.LABEL_COLUMN).item if item.isVisible(): height += max(text_item.boundingRect().height(), item.preferredSize().height()) self._vertical_line.setLine(self.x0_scaled, 0, self.x0_scaled, -height) def deselect(self): self.selection_cleared.emit() def select(self, *args): self.selection_changed.emit(*args) def select_from_settings(self, *_): raise NotImplementedError def apply_visual_settings(self, settings: Dict): for key, value in settings.items(): self.parameter_setter.set_parameter(key, value)