Bar graphics update speed improvements
Use two separate `QPicture` instances: - one for the 3 lines for the last bar - one for all the historical bars lines On price changes update the last bar and only update historical bars when the current bar's period expires (when a new bar is "added"). Add a flag `just_history` for this `BarItems.draw_lines()`. Also, switch the internal lines array/buffer to a 2D numpy array to avoid the type-cast step and instead just flatten using `numpy.ravel()`. Overall this should avoid the problem of draws getting slower over time as new bars are added to the history since price updates only redraw a single bar to the "last" `QPicture` instance. Ideally in the future we can make the `history` `QPicture` a `QPixmap` but it looks like this will require some internal work in `pyqtgraph` to support it.bar_select
parent
b1591e3ee1
commit
9d8a867767
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@ -345,18 +345,17 @@ class ChartPlotWidget(pg.PlotWidget):
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) -> pg.GraphicsObject:
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"""Draw OHLC datums to chart.
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"""
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# remember it's an enum type..
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graphics = style()
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graphics = style(self.plotItem)
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# adds all bar/candle graphics objects for each data point in
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# the np array buffer to be drawn on next render cycle
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graphics.draw_from_data(data)
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self.addItem(graphics)
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# draw after to allow self.scene() to work...
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graphics.draw_from_data(data)
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self._graphics[name] = graphics
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# XXX: How to stack labels vertically?
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# Ogi says: "
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# Ogi says: "use ..."
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label = pg.LabelItem(
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justify='left',
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size='5pt',
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@ -596,8 +595,13 @@ async def add_new_bars(delay_s, linked_charts):
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# if last_quote == ohlc[-1]:
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# log.debug("Printing flat line for {sym}")
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# update chart graphics and resize view
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price_chart.update_from_array(price_chart.name, ohlc)
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# update chart historical bars graphics
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price_chart.update_from_array(
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price_chart.name,
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ohlc,
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just_history=True
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)
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# resize view
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price_chart._set_yrange()
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for name, chart in linked_charts.subplots.items():
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@ -611,6 +615,9 @@ async def add_new_bars(delay_s, linked_charts):
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# TODO: should we update a graphics again time here?
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# Think about race conditions with data update task.
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# UPDATE: don't think this should matter know since the last bar
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# and the prior historical bars are being updated in 2 separate
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# steps now.
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async def _async_main(
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@ -1,9 +1,8 @@
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"""
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Chart graphics for displaying a slew of different data types.
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"""
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import time
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# import time
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from typing import List
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from itertools import chain
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import numpy as np
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import pyqtgraph as pg
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@ -197,17 +196,10 @@ class CrossHair(pg.GraphicsObject):
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def _mk_lines_array(data: List, size: int) -> np.ndarray:
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"""Create an ndarray to hold lines graphics objects.
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"""
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# TODO: might want to just make this a 2d array to be faster at
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# flattening using .ravel(): https://stackoverflow.com/a/60089929
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return np.zeros_like(
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data,
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shape=(int(size),),
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dtype=[
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('index', int),
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('body', object),
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('rarm', object),
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('larm', object)
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],
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shape=(int(size), 3),
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dtype=object,
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)
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@ -245,10 +237,13 @@ def bars_from_ohlc(
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c = QLineF(index_start + w, close, index_start, close)
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# indexing here is as per the below comments
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# lines[3*i:3*i+3] = (hl, o, c)
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lines[i] = (index, hl, o, c)
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lines[i] = (hl, o, c)
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# if not _tina_mode: # piker mode
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# XXX: in theory we could get a further speedup by using a flat
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# array and avoiding the call to `np.ravel()` below?
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# lines[3*i:3*i+3] = (hl, o, c)
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# if not _tina_mode:
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# else _tina_mode:
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# self.lines = lines = np.concatenate(
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# [high_to_low, open_sticks, close_sticks])
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@ -284,30 +279,30 @@ class BarItems(pg.GraphicsObject):
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# bull_brush = pg.mkPen('#00cc00')
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# bear_brush = pg.mkPen('#fa0000')
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def __init__(self):
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def __init__(
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self,
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# scene: 'QGraphicsScene', # noqa
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plotitem: 'pg.PlotItem', # noqa
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) -> None:
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super().__init__()
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self.picture = QtGui.QPicture()
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self.last = QtGui.QPicture()
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self.history = QtGui.QPicture()
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# TODO: implement updateable pixmap solution
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# self.picture = QtGui.QPixmap()
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# cache bounds dimensions
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self._boundingRect = None
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self._pi = plotitem
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# self._scene = plotitem.vb.scene()
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# self.picture = QtGui.QPixmap(1000, 300)
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# plotitem.addItem(self.picture)
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# self._pmi = None
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# self._pmi = self._scene.addPixmap(self.picture)
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# XXX: not sure this actually needs to be an array other
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# then for the old tina mode calcs for up/down bars below?
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# lines container
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self.lines = _mk_lines_array([], 50e3)
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# can't use this until we aren't copying the array passed
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# to ``QPainter.drawLines()``.
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self._cached_lines = None
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# track the current length of drawable lines within the larger array
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self.index: int = 0
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def last_value(self) -> QLineF:
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return self.lines[self.index - 1]['rarm']
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@timeit
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def draw_from_data(
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self,
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@ -317,62 +312,69 @@ class BarItems(pg.GraphicsObject):
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"""Draw OHLC datum graphics from a ``np.recarray``.
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"""
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lines = bars_from_ohlc(data, self.w, start=start)
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# xmx, xmn, ymx, ymn =
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# save graphics for later reference and keep track
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# of current internal "last index"
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index = len(lines)
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self.lines[:index] = lines
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self.index = index
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self.draw_lines()
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self.draw_lines(just_history=True, iend=self.index)
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def draw_lines(
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self,
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istart=0,
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use_cached=False,
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iend=None,
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just_history=False,
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# TODO: could get even fancier and only update the single close line?
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lines=None,
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) -> None:
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"""Draw the current line set using the painter.
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"""
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start = time.time()
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# istart = self.index - 100
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# if self._cached_lines is not None and (
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# not (self.index > len(self._cached_lines))
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# or use_cached
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# ):
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# to_draw = self._cached_lines
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# else:
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# start = time.time()
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# TODO: might be better to use 2d array?
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# try our fsp.rec2array() and a np.ravel() for speedup
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# otherwise we might just have to go 2d ndarray of objects.
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# see conlusion on speed: # https://stackoverflow.com/a/60089929
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self._cached_lines = to_draw = np.ravel(rec2array(
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self.lines[['body', 'larm', 'rarm']][istart:self.index]
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))
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if just_history:
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istart = 0
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iend = iend or self.index - 1
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pic = self.history
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else:
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istart = self.index - 1
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iend = self.index
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pic = self.last
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if iend is not None:
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iend = iend
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# use 2d array of lines objects, see conlusion on speed:
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# https://stackoverflow.com/a/60089929
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to_draw = np.ravel(self.lines[istart:iend])
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# pre-computing a QPicture object allows paint() to run much
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# more quickly, rather than re-drawing the shapes every time.
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p = QtGui.QPainter(self.picture)
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p = QtGui.QPainter(pic)
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p.setPen(self.bars_pen)
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# TODO: is there any way to not have to pass all the lines every
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# iteration? It seems they won't draw unless it's done this way..
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p.drawLines(*to_draw)
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# p.end()
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p.end()
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# XXX: if we ever try using `QPixmap` again...
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# if self._pmi is None:
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# self._pmi = self.scene().addPixmap(self.picture)
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# else:
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# self._pmi.setPixmap(self.picture)
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# trigger re-render
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# https://doc.qt.io/qt-5/qgraphicsitem.html#update
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self.update()
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diff = time.time() - start
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# print(f'cached: {use_cached} update took {diff}')
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# print(f"start: {istart} -> drawing {len(to_draw)} lines")
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# print(self.picture.data())
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# diff = time.time() - start
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# print(f'{len(to_draw)} lines update took {diff}')
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def update_from_array(
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self,
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array: np.ndarray,
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just_history=False,
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) -> None:
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"""Update the last datum's bar graphic from input data array.
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@ -387,7 +389,7 @@ class BarItems(pg.GraphicsObject):
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length = len(array)
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extra = length - index
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# start_bar_to_update = index - 1
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# start_bar_to_update = index - 100
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if extra > 0:
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# generate new graphics to match provided array
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@ -398,13 +400,15 @@ class BarItems(pg.GraphicsObject):
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self.index += bars_added
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# start_bar_to_update = index - bars_added
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# self.draw_lines(istart=self.index - 1)
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if just_history:
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self.draw_lines(just_history=True) # istart=self.index - 1)
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return
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# current bar update
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i, time, open, close, = array[-1][['index', 'time', 'open', 'close']]
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i, open, close, = array[-1][['index', 'open', 'close']]
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last = close
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i, body, larm, rarm = self.lines[index-1]
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# i, body, larm, rarm = self.lines[index-1]
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body, larm, rarm = self.lines[index-1]
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# XXX: is there a faster way to modify this?
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# update right arm
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@ -428,8 +432,7 @@ class BarItems(pg.GraphicsObject):
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else:
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body.setLine(body.x1(), low, body.x2(), high)
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# self.draw_lines(use_cached=extra == 0)
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self.draw_lines() #istart=self.index - 1)
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self.draw_lines(just_history=False)
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# be compat with ``pg.PlotCurveItem``
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setData = update_from_array
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# XXX: From the customGraphicsItem.py example:
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# The only required methods are paint() and boundingRect()
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def paint(self, p, opt, widget):
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# import pdb; pdb.set_trace()
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# start = time.time()
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# TODO: use to avoid drawing artefacts?
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# self.prepareGeometryChange()
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# p.setCompositionMode(0)
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p.drawPicture(0, 0, self.picture)
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p.drawPicture(0, 0, self.history)
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p.drawPicture(0, 0, self.last)
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# TODO: if we can ever make pixmaps work...
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# p.drawPixmap(0, 0, self.picture)
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# self._pmi.setPixmap(self.picture)
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# print(self.scene())
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# diff = time.time() - start
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# print(f'draw time {diff}')
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def boundingRect(self):
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# TODO: can we do rect caching to make this faster?
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# Qt docs: https://doc.qt.io/qt-5/qgraphicsitem.html#boundingRect
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# boundingRect _must_ indicate the entire area that will be
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# drawn on or else we will get artifacts and possibly crashing.
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# (in this case, QPicture does all the work of computing the
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# bounding rect for us)
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br = self._boundingRect = QtCore.QRectF(self.picture.boundingRect())
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return br
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# bounding rect for us).
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# compute aggregate bounding rectangle
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lb = self.last.boundingRect()
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hb = self.history.boundingRect()
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return QtCore.QRectF(
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# top left
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QtCore.QPointF(hb.topLeft()),
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# total size
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QtCore.QSizeF(lb.size() + hb.size())
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)
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# XXX: when we get back to enabling tina mode for xb
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