qtgrspectrumΒΆ

Sample microphone input and display power spectrum in QtGR.

# standard library
import sys
# third party
import pyaudio
import numpy as np
from scipy import signal
# local library
import gr
from gr.pygr import Plot, PlotAxes, PlotCurve
from qtgr.backend import QtCore, QtWidgets
from qtgr import InteractiveGRWidget

__author__ = "Christian Felder <c.felder@fz-juelich.de>"
__copyright__ = """Copyright (c) 2012-2015: Josef Heinen, Florian Rhiem,
Christian Felder and other contributors:

http://gr-framework.org/credits.html

Permission is hereby granted, free of charge, to any person obtaining
a copy of this software and associated documentation files (the
"Software"), to deal in the Software without restriction, including
without limitation the rights to use, copy, modify, merge, publish,
distribute, sublicense, and/or sell copies of the Software, and to
permit persons to whom the Software is furnished to do so, subject to
the following conditions:

The above copyright notice and this permission notice shall be
included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

The GR framework can be built with plugins that use code from the
following projects, which have their own licenses:

- MuPDF - a lightweight PDF and XPS viewer (AFPL)
- Ghostscript - an interpreter for the PostScript language and for PDF (AFPL)
- FFmpeg - a multimedia framework (LGPL / GPLv2)

"""

FS = 44100  # Sampling frequency
SAMPLES = 4096
F = [FS / float(SAMPLES) * t for t in range(0, SAMPLES // 2)]

mic = None


def get_spectrum():
    global mic
    if mic is None:
        pa = pyaudio.PyAudio()
        mic = pa.open(format=pyaudio.paInt16, channels=1, rate=FS,
                      input=True, frames_per_buffer=SAMPLES)
    amplitudes = np.frombuffer(mic.read(SAMPLES), dtype=np.short)
    return abs(np.fft.fft(amplitudes / 32768.0))[:SAMPLES // 2]


def parabolic(x, f, i):
    xe = 1 / 2. * (f[i - 1] - f[i + 1]) / (f[i - 1] - 2 * f[i] + f[i + 1]) + x
    ye = f[i] - 1 / 4. * (f[i - 1] - f[i + 1]) * (xe - x)
    return xe, ye


class PeakBars(PlotCurve):

    def drawGR(self):
        if self.linetype is not None and self.x:
            # preserve old values
            lcolor = gr.inqlinecolorind()
            gr.setlinewidth(2)
            gr.setlinecolorind(self.linecolor)

            for xi, yi in zip(self.x, self.y):
                gr.polyline([xi, xi], [0, yi])

            # restore old values
            gr.setlinecolorind(lcolor)
            gr.setlinewidth(1)


class DependentPlotCurve(PlotCurve):

    def __init__(self, *args, **kwargs):
        PlotCurve.__init__(self, *args, **kwargs)
        self._dependent = []

    @property
    def dependent(self):
        """Return dependent objects which implement the GRMeta interface."""
        return self._dependent

    @dependent.setter
    def dependent(self, value):
        self._dependent = value

    # pylint: disable=W0221
    @PlotCurve.visible.setter
    def visible(self, flag):
        PlotCurve.visible.__set__(self, flag)
        for dep in self.dependent:
            dep.visible = flag

    def drawGR(self):
        PlotCurve.drawGR(self)
        for dep in self.dependent:
            if dep.visible:
                dep.drawGR()


class ClampedPlotAxes(PlotAxes):

    def setWindow(self, xmin, xmax, ymin, ymax):
        if ymin < 0:
            ymin = 0
        PlotAxes.setWindow(self, xmin, xmax, ymin, ymax)


class MainWindow(QtWidgets.QMainWindow):

    def __init__(self, *args, **kwargs):
        QtWidgets.QMainWindow.__init__(self, *args, **kwargs)
        self._grw = InteractiveGRWidget()
        self.setCentralWidget(self._grw)

        viewport = [0.1, 0.88, 0.1, 0.88]

        self.curve = DependentPlotCurve([0], [0], linecolor=4)
        self.peakbars = PeakBars([], [], linecolor=2)
        self.curve.dependent = [self.peakbars]
        axes = ClampedPlotAxes(viewport, 50, 5, 1, 2)
        axes.setWindow(50, 25000, 0, 100)
        axes.addCurves(self.curve)
        plot = Plot(viewport).addAxes(axes)
        plot.title = "QtGR Power Spectrum"
        plot.subTitle = "Capturing Microphone"
        axes.scale = gr.OPTION_X_LOG
        self._grw.addPlot(plot)

        timer = QtCore.QTimer(self)
        timer.timeout.connect(self.updateData)
        timer.start(40)

    def updateData(self):
        power, peakind = None, None
        try:
            power = get_spectrum()
            peakind = signal.find_peaks_cwt(power, np.array([5]))
        except IOError:
            return
        else:
            self.peakbars.visible = False
            self.curve.x = F[1:]
            self.curve.y = power[1:]
            self.peakbars.x, self.peakbars.y = [], []
            for p in peakind:
                if power[p] > 10:
                    self.peakbars.visible = True
                    xi, yi = parabolic(F[p], power, p)
                    self.peakbars.x.append(xi)
                    self.peakbars.y.append(yi)
            self.update()


def main(*args):
    app = QtWidgets.QApplication(sys.argv)
    mainWin = MainWindow()
    mainWin.resize(QtCore.QSize(500, 500))
    mainWin.show()
    sys.exit(app.exec_())


if __name__ == "__main__":
    main(sys.argv)