v1.2.0

README.rst

@@ -95,8 +95,12 @@ and then "Load"):
 
 .. image:: images/Convolver.png
 
-We go back to the spectrum measurement and set the uncorrected
-spectrum as reference (to compare with later measurements).
+We go back to the spectrum measurement and store the uncorrected
+spectrum with the "Store" button (to compare with later measurements).
+More measurements can be stored as well, for example where the microphone
+is placed in different locatations, The total average of the stored
+measurements is shown in orange
+
 Measuring the equalized system gives this:
 
 .. image:: images/laptop-flattened-spectrum.png

hifiscan/analyzer.py

@@ -1,4 +1,5 @@
 import array
+import types
 from functools import lru_cache
 from typing import List, NamedTuple, Optional, Tuple
 
@@ -44,10 +45,10 @@ class Analyzer:
     x: np.ndarray
     y: np.ndarray
     rate: int
-    secs: float
     fmin: float
     fmax: float
     time: float
+    numMeasurements: int
 
     def __init__(
             self, f0: int, f1: int, secs: float, rate: int, ampl: float,
@@ -58,18 +59,41 @@ class Analyzer:
             self.chirp,
             np.zeros(int(self.MAX_DELAY_SECS * rate))
         ])
-        self.secs = self.x.size / rate
+        self.y = np.zeros(self.x.size)
         self.rate = rate
         self.fmin = min(f0, f1)
         self.fmax = max(f0, f1)
         self.time = 0
+        self.numMeasurements = 0
         self._calibration = calibration
         self._target = target
+        self._sumH = np.zeros(self.X().size)
 
-        # Cache the methods in a way that allows garbage collection of self.
-        for meth in ['X', 'Y', 'H', 'H2', 'h', 'h_inv', 'spectrum',
+    def setCaching(self):
+        """
+        Cache the main methods in a way that allows garbage collection of self.
+        Calling this method again will in effect clear the previous caching.
+        """
+        for name in ['X', 'Y', 'calcH', 'H', 'H2', 'h', 'h_inv', 'spectrum',
                      'frequency', 'calibration', 'target']:
-            setattr(self, meth, lru_cache(getattr(self, meth)))
+            unbound = getattr(Analyzer, name)
+            bound = types.MethodType(unbound, self)
+            setattr(self, name, lru_cache(bound))
+
+    def addMeasurements(self, analyzer):
+        """Add measurements from other analyzer to this one."""
+        if not self.isCompatible(analyzer):
+            raise ValueError('Incompatible analyzers')
+        self._sumH = self._sumH + analyzer._sumH
+        self.numMeasurements += analyzer.numMeasurements
+        self.setCaching()
+
+    def isCompatible(self, analyzer):
+        """
+        See if other analyzer is compatible for adding measurement to this one.
+        """
+        return isinstance(analyzer, Analyzer) and np.array_equal(
+            analyzer.x, self.x)
 
     def findMatch(self, recording: array.array) -> bool:
         """
@@ -84,15 +108,19 @@ class Analyzer:
             corr = np.fft.ifft(X * Y).real
             idx = int(corr.argmax()) - self.x.size + 1
             if idx >= 0:
-                self.y = np.array(recording[idx:idx + self.x.size], 'f')
+                self.y = np.array(recording[idx:idx + self.x.size])
+                self.numMeasurements += 1
+                self._sumH += self.calcH()
+                self.setCaching()
                 return True
         return False
 
     def timedOut(self) -> bool:
         """See if time to find a match has exceeded the timeout limit."""
-        return self.time > self.secs + self.TIMEOUT_SECS
+        return self.time > self.x.size / self.rate + self.TIMEOUT_SECS
 
     def frequency(self) -> np.ndarray:
+        """Frequency array, from 0 to the Nyquist frequency."""
         return np.linspace(0, self.rate // 2, self.X().size)
 
     def freqRange(self, size: int = 0) -> slice:
@@ -107,9 +135,11 @@ class Analyzer:
         return slice(i0, i1 + 1)
 
     def calibration(self) -> Optional[np.ndarray]:
+        """Interpolated calibration curve."""
         return self.interpolateCorrection(self._calibration)
 
     def target(self) -> Optional[np.ndarray]:
+        """Interpolated target curve."""
         return self.interpolateCorrection(self._target)
 
     def interpolateCorrection(self, corr: Correction) -> Optional[np.ndarray]:
@@ -134,10 +164,9 @@ class Analyzer:
     def Y(self) -> np.ndarray:
         return np.fft.rfft(self.y)
 
-    def H(self) -> XY:
+    def calcH(self) -> np.ndarray:
         """
-        Calculate complex-valued transfer function H in the
-        frequency domain.
+        Calculate transfer function H of the last measurement.
         """
         X = self.X()
         Y = self.Y()
@@ -145,13 +174,20 @@ class Analyzer:
         H = Y * np.conj(X) / (np.abs(X) ** 2 + 1e-3)
         if self._calibration:
             H *= 10 ** (-self.calibration() / 20)
+        H = np.abs(H)
+        return H
+
+    def H(self) -> XY:
+        """
+        Transfer function H  averaged over all measurements.
+        """
         freq = self.frequency()
+        H = self._sumH / (self.numMeasurements or 1)
         return XY(freq, H)
 
-    def H2(self, smoothing: float):
+    def H2(self, smoothing: float) -> XY:
         """Calculate smoothed squared transfer function |H|^2."""
         freq, H = self.H()
-        H = np.abs(H)
         r = self.freqRange()
         H2 = np.empty_like(H)
         # Perform smoothing on the squared amplitude.

hifiscan/app.py

@@ -1,4 +1,5 @@
 import asyncio
+import copy
 import datetime as dt
 import logging
 import os
@@ -68,9 +69,6 @@ class App(qt.QMainWindow):
                     if analyzer.timedOut():
                         break
 
-    def setPaused(self):
-        self.paused = not self.paused
-
     def plot(self, *_):
         if self.stack.currentIndex() == 0:
             self.plotSpectrum()
@@ -92,7 +90,7 @@ class App(qt.QMainWindow):
             self.refSpectrumPlot.setData(*spectrum)
 
     def plotIR(self):
-        if self.refAnalyzer and self.useRefBox.isChecked():
+        if self.refAnalyzer and self.useBox.currentIndex() == 0:
             analyzer = self.refAnalyzer
         else:
             analyzer = self.analyzer
@@ -131,7 +129,7 @@ class App(qt.QMainWindow):
             self.saveDir = Path(filename).parent
 
     def saveIR(self):
-        if self.refAnalyzer and self.useRefBox.isChecked():
+        if self.refAnalyzer and self.useBox.currentIndex() == 0:
             analyzer = self.refAnalyzer
         else:
             analyzer = self.analyzer
@@ -151,16 +149,6 @@ class App(qt.QMainWindow):
             hifi.write_wav(filename, analyzer.rate, irInv)
             self.saveDir = Path(filename).parent
 
-    def setReference(self, withRef: bool):
-        if withRef:
-            if self.analyzer:
-                self.refAnalyzer = self.analyzer
-                self.plot()
-        else:
-            self.refAnalyzer = None
-            self.refSpectrumPlot.clear()
-            self.spectrumPlotWidget.repaint()
-
     def run(self):
         """Run both the Qt and asyncio event loops."""
 
@@ -210,8 +198,6 @@ class App(qt.QMainWindow):
         self.spectrumSmoothing = pg.SpinBox(
             value=15, step=1, bounds=[0, 30])
         self.spectrumSmoothing.sigValueChanging.connect(self.plot)
-        refBox = qt.QCheckBox('Reference')
-        refBox.stateChanged.connect(self.setReference)
 
         hbox = qt.QHBoxLayout()
         hbox.addStretch(1)
@@ -229,8 +215,6 @@ class App(qt.QMainWindow):
         hbox.addSpacing(32)
         hbox.addWidget(qt.QLabel('Smoothing: '))
         hbox.addWidget(self.spectrumSmoothing)
-        hbox.addSpacing(32)
-        hbox.addWidget(refBox)
         hbox.addStretch(1)
         vbox.addLayout(hbox)
 
@@ -287,8 +271,11 @@ class App(qt.QMainWindow):
             value=15, step=1, bounds=[0, 30])
         self.irSmoothing.sigValueChanging.connect(self.plot)
         self.kaiserBeta.sigValueChanging.connect(self.plot)
-        self.useRefBox = qt.QCheckBox('Use reference')
-        self.useRefBox.stateChanged.connect(self.plot)
+
+        self.useBox = qt.QComboBox()
+        self.useBox.addItems(['Stored measurements', 'Last measurement'])
+        self.useBox.currentIndexChanged.connect(self.plot)
+
         exportButton = qt.QPushButton('Export as WAV')
         exportButton.setShortcut('E')
         exportButton.setToolTip('<Key E>')
@@ -308,10 +295,10 @@ class App(qt.QMainWindow):
         hbox.addWidget(qt.QLabel('Smoothing: '))
         hbox.addWidget(self.irSmoothing)
         hbox.addSpacing(32)
-        hbox.addWidget(self.useRefBox)
-        hbox.addSpacing(32)
-        hbox.addWidget(exportButton)
+        hbox.addWidget(qt.QLabel('Use: '))
+        hbox.addWidget(self.useBox)
         hbox.addStretch(1)
+        hbox.addWidget(exportButton)
         vbox.addLayout(hbox)
 
         return topWidget
@@ -379,20 +366,49 @@ class App(qt.QMainWindow):
         correctionsButton = qt.QPushButton('Corrections...')
         correctionsButton.pressed.connect(correctionsPressed)
 
+        def storeButtonClicked():
+            if self.analyzer:
+                if self.analyzer.isCompatible(self.refAnalyzer):
+                    self.refAnalyzer.addMeasurements(self.analyzer)
+                else:
+                    self.refAnalyzer = copy.copy(self.analyzer)
+                measurementsLabel.setText(
+                    f'Measurements: {self.refAnalyzer.numMeasurements}')
+                self.plot()
+
+        def clearButtonClicked():
+            self.refAnalyzer = None
+            self.refSpectrumPlot.clear()
+            measurementsLabel.setText('Measurements: ')
+            self.plot()
+
+        measurementsLabel = qt.QLabel('Measurements: ')
+
+        storeButton = qt.QPushButton('Store')
+        storeButton.clicked.connect(storeButtonClicked)
+        storeButton.setShortcut('S')
+        storeButton.setToolTip('<Key S>')
+
+        clearButton = qt.QPushButton('Clear')
+        clearButton.clicked.connect(clearButtonClicked)
+        clearButton.setShortcut('C')
+        clearButton.setToolTip('<Key C>')
+
         screenshotButton = qt.QPushButton('Screenshot')
-        screenshotButton.setShortcut('S')
-        screenshotButton.setToolTip('<Key S>')
         screenshotButton.clicked.connect(self.screenshot)
 
+        def setPaused():
+            self.paused = not self.paused
+
         pauseButton = qt.QPushButton('Pause')
         pauseButton.setShortcut('Space')
         pauseButton.setToolTip('<Space>')
         pauseButton.setFocusPolicy(qtcore.Qt.FocusPolicy.NoFocus)
-        pauseButton.clicked.connect(self.setPaused)
+        pauseButton.clicked.connect(setPaused)
 
         exitButton = qt.QPushButton('Exit')
-        exitButton.setShortcut('Esc')
-        exitButton.setToolTip('<Esc>')
+        exitButton.setShortcut('Ctrl+Q')
+        exitButton.setToolTip('Ctrl+Q')
         exitButton.clicked.connect(self.close)
 
         hbox = qt.QHBoxLayout()
@@ -402,6 +418,10 @@ class App(qt.QMainWindow):
         hbox.addSpacing(64)
         hbox.addWidget(correctionsButton)
         hbox.addStretch(1)
+        hbox.addWidget(measurementsLabel)
+        hbox.addWidget(storeButton)
+        hbox.addWidget(clearButton)
+        hbox.addStretch(1)
         hbox.addWidget(screenshotButton)
         hbox.addSpacing(32)
         hbox.addWidget(pauseButton)

setup.py

@@ -7,7 +7,7 @@ with open("README.rst", 'r', encoding="utf-8") as f:
 
 setup(
     name='hifiscan',
-    version='1.1.0',
+    version='1.2.0',
     description='Optimize the audio quality of loudspeakers',
     long_description=long_description,
     packages=['hifiscan'],