pyqtgraph/examples/VideoSpeedTest.py

# -*- coding: utf-8 -*-
"""
Tests the speed of image updates for an ImageItem and RawImageWidget.
The speed will generally depend on the type of data being shown, whether
it is being scaled and/or converted by lookup table, and whether OpenGL
is used by the view widget
"""


import initExample ## Add path to library (just for examples; you do not need this)


from pyqtgraph.Qt import QtGui, QtCore, QT_LIB
import numpy as np
import pyqtgraph as pg
import pyqtgraph.ptime as ptime

if QT_LIB == 'PySide':
    import VideoTemplate_pyside as VideoTemplate
elif QT_LIB == 'PySide2':
    import VideoTemplate_pyside2 as VideoTemplate
elif QT_LIB == 'PyQt5':
    import VideoTemplate_pyqt5 as VideoTemplate
else:
    import VideoTemplate_pyqt as VideoTemplate
    

#QtGui.QApplication.setGraphicsSystem('raster')
app = QtGui.QApplication([])

win = QtGui.QMainWindow()
win.setWindowTitle('pyqtgraph example: VideoSpeedTest')
ui = VideoTemplate.Ui_MainWindow()
ui.setupUi(win)
win.show()

try:
    from pyqtgraph.widgets.RawImageWidget import RawImageGLWidget
except ImportError:
    ui.rawGLRadio.setEnabled(False)
    ui.rawGLRadio.setText(ui.rawGLRadio.text() + " (OpenGL not available)")
else:
    ui.rawGLImg = RawImageGLWidget()
    ui.stack.addWidget(ui.rawGLImg)

ui.maxSpin1.setOpts(value=255, step=1)
ui.minSpin1.setOpts(value=0, step=1)

#ui.graphicsView.useOpenGL()  ## buggy, but you can try it if you need extra speed.

vb = pg.ViewBox()
ui.graphicsView.setCentralItem(vb)
vb.setAspectLocked()
img = pg.ImageItem()
vb.addItem(img)
vb.setRange(QtCore.QRectF(0, 0, 512, 512))

LUT = None
def updateLUT():
    global LUT, ui
    dtype = ui.dtypeCombo.currentText()
    if dtype == 'uint8':
        n = 256
    else:
        n = 4096
    LUT = ui.gradient.getLookupTable(n, alpha=ui.alphaCheck.isChecked())
ui.gradient.sigGradientChanged.connect(updateLUT)
updateLUT()

ui.alphaCheck.toggled.connect(updateLUT)

def updateScale():
    global ui
    spins = [ui.minSpin1, ui.maxSpin1, ui.minSpin2, ui.maxSpin2, ui.minSpin3, ui.maxSpin3]
    if ui.rgbLevelsCheck.isChecked():
        for s in spins[2:]:
            s.setEnabled(True)
    else:
        for s in spins[2:]:
            s.setEnabled(False)
ui.rgbLevelsCheck.toggled.connect(updateScale)
    
cache = {}
def mkData():
    with pg.BusyCursor():
        global data, cache, ui
        frames = ui.framesSpin.value()
        width = ui.widthSpin.value()
        height = ui.heightSpin.value()
        dtype = (ui.dtypeCombo.currentText(), ui.rgbCheck.isChecked(), frames, width, height)
        if dtype not in cache:
            if dtype[0] == 'uint8':
                dt = np.uint8
                loc = 128
                scale = 64
                mx = 255
            elif dtype[0] == 'uint16':
                dt = np.uint16
                loc = 4096
                scale = 1024
                mx = 2**16
            elif dtype[0] == 'float':
                dt = np.float
                loc = 1.0
                scale = 0.1
            
            if ui.rgbCheck.isChecked():
                data = np.random.normal(size=(frames,width,height,3), loc=loc, scale=scale)
                data = pg.gaussianFilter(data, (0, 6, 6, 0))
            else:
                data = np.random.normal(size=(frames,width,height), loc=loc, scale=scale)
                data = pg.gaussianFilter(data, (0, 6, 6))
            if dtype[0] != 'float':
                data = np.clip(data, 0, mx)
            data = data.astype(dt)
            data[:, 10, 10:50] = mx
            data[:, 9:12, 48] = mx
            data[:, 8:13, 47] = mx
            cache = {dtype: data} # clear to save memory (but keep one to prevent unnecessary regeneration)
            
        data = cache[dtype]
        updateLUT()
        updateSize()

def updateSize():
    global ui
    frames = ui.framesSpin.value()
    width = ui.widthSpin.value()
    height = ui.heightSpin.value()
    dtype = np.dtype(str(ui.dtypeCombo.currentText()))
    rgb = 3 if ui.rgbCheck.isChecked() else 1
    ui.sizeLabel.setText('%d MB' % (frames * width * height * rgb * dtype.itemsize / 1e6))
    

mkData()


ui.dtypeCombo.currentIndexChanged.connect(mkData)
ui.rgbCheck.toggled.connect(mkData)
ui.widthSpin.editingFinished.connect(mkData)
ui.heightSpin.editingFinished.connect(mkData)
ui.framesSpin.editingFinished.connect(mkData)

ui.widthSpin.valueChanged.connect(updateSize)
ui.heightSpin.valueChanged.connect(updateSize)
ui.framesSpin.valueChanged.connect(updateSize)



ptr = 0
lastTime = ptime.time()
fps = None
def update():
    global ui, ptr, lastTime, fps, LUT, img
    if ui.lutCheck.isChecked():
        useLut = LUT
    else:
        useLut = None
        
    downsample = ui.downsampleCheck.isChecked()

    if ui.scaleCheck.isChecked():
        if ui.rgbLevelsCheck.isChecked():
            useScale = [
                [ui.minSpin1.value(), ui.maxSpin1.value()], 
                [ui.minSpin2.value(), ui.maxSpin2.value()], 
                [ui.minSpin3.value(), ui.maxSpin3.value()]]
        else:
            useScale = [ui.minSpin1.value(), ui.maxSpin1.value()]
    else:
        useScale = None

    if ui.rawRadio.isChecked():
        ui.rawImg.setImage(data[ptr%data.shape[0]], lut=useLut, levels=useScale)
        ui.stack.setCurrentIndex(1)
    elif ui.rawGLRadio.isChecked():
        ui.rawGLImg.setImage(data[ptr%data.shape[0]], lut=useLut, levels=useScale)
        ui.stack.setCurrentIndex(2)
    else:
        img.setImage(data[ptr%data.shape[0]], autoLevels=False, levels=useScale, lut=useLut, autoDownsample=downsample)
        ui.stack.setCurrentIndex(0)
        #img.setImage(data[ptr%data.shape[0]], autoRange=False)
        
    ptr += 1
    now = ptime.time()
    dt = now - lastTime
    lastTime = now
    if fps is None:
        fps = 1.0/dt
    else:
        s = np.clip(dt*3., 0, 1)
        fps = fps * (1-s) + (1.0/dt) * s
    ui.fpsLabel.setText('%0.2f fps' % fps)
    app.processEvents()  ## force complete redraw for every plot
timer = QtCore.QTimer()
timer.timeout.connect(update)
timer.start(0)
    


## Start Qt event loop unless running in interactive mode or using pyside.
if __name__ == '__main__':
    import sys
    if (sys.flags.interactive != 1) or not hasattr(QtCore, 'PYQT_VERSION'):
        QtGui.QApplication.instance().exec_()