def envelopeFollow(self, x, winLen, hopSize):
self.winLen = winLen
self.hopSize = hopSize
xPad = zeros((self.winLen/2))
# size(xPad,1) = size(x,1)
xPad = concatenate([xPad, x])
xBuf = M.shingle(xPad, self.winLen, self.hopSize)
xBuf.shape = (size(xBuf,0), size(xBuf,1))
featureLen = size(xBuf, 0)
#creat window
win = hanning(self.winLen)
self.winMat = tile(win, (featureLen, 1))
#window buffers
self.xBuf = xBuf * win
#square and mean
self.xEnvelope = mean(abs(self.xBuf),1)
return self.xEnvelope
def SmoothEnvelope(self, envelope, window_len, hop_size):
xPad = zeros(window_len / 2)
# size(xPad,1) = size(self.x,1)
xPad = concatenate([xPad, envelope, xPad])
# Iterate over xPad and smooth with a window
xBuf = M.shingle(xPad, window_len, hop_size)
xBufSmoothed = median(xBuf, axis=1)
return xBufSmoothed
def SmoothEnvelope(self, envelope, window_len, hop_size):
xPad = zeros(window_len/2)
# size(xPad,1) = size(self.x,1)
xPad = concatenate([xPad, envelope, xPad])
# Iterate over xPad and smooth with a window
xBuf = M.shingle(xPad, window_len, hop_size)
xBufSmoothed = median(xBuf, axis=1)
return xBufSmoothed
def calcSoneLoudness(self):
yPad = zeros((self.winLen / 2))
yPad = concatenate((yPad, self.y, yPad), 0)
self.yBuf = M.shingle(yPad, self.winLen, self.winLen)
self.bufLen = size(self.yBuf, 0)
soneVec = zeros(self.bufLen)
self.count = 0
for i in range(self.bufLen):
self.count += 1
soneVec[i] = self.getSegmentSone(i)
#gate signal
E = ED.onsetDetect(self.fftParams)
envelope = E.envelopeFollow(self.y, self.winLen * 2, self.winLen)
envelope = divide(envelope, envelope.max())
soneVec = soneVec * envelope
return soneVec
def envelopeFollowEnergy(self, x, winLen, hopSize):
self.winLen = winLen
self.hopSize = hopSize
xPad = zeros(self.winLen / 2)
# size(xPad,1) = size(self.x,1)
xPad = concatenate([xPad, x, xPad])
xBuf = M.shingle(xPad, self.winLen, self.hopSize)
xBuf.shape = (size(xBuf, 0), size(xBuf, 1))
featureLen = size(xBuf, 0)
#creat window
win = hanning(self.winLen)
winMat = tile(win, (featureLen, 1))
#window buffers
xBuf = xBuf * win
#square and mean
xLocEnrg = mean(square(xBuf), 1)
return xLocEnrg
def envelopeFollow(self, x, winLen, hopSize):
self.winLen = winLen
self.hopSize = hopSize
xPad = zeros((self.winLen / 2))
# size(xPad,1) = size(x,1)
xPad = concatenate([xPad, x])
xBuf = M.shingle(xPad, self.winLen, self.hopSize)
xBuf.shape = (size(xBuf, 0), size(xBuf, 1))
featureLen = size(xBuf, 0)
#creat window
win = hanning(self.winLen)
self.winMat = tile(win, (featureLen, 1))
#window buffers
self.xBuf = xBuf * win
#square and mean
self.xEnvelope = mean(abs(self.xBuf), 1)
return self.xEnvelope
def envelopeFollowEnergy(self, x, winLen, hopSize):
self.winLen = winLen
self.hopSize = hopSize
xPad = zeros(self.winLen/2)
# size(xPad,1) = size(self.x,1)
xPad = concatenate([xPad, x, xPad])
xBuf = M.shingle(xPad, self.winLen, self.hopSize)
xBuf.shape = (size(xBuf,0), size(xBuf,1))
featureLen = size(xBuf, 0)
#creat window
win = hanning(self.winLen)
winMat = tile(win, (featureLen, 1))
#window buffers
xBuf = xBuf * win
#square and mean
xLocEnrg = mean(square(xBuf),1)
return xLocEnrg
def calcSoneLoudness(self):
yPad = zeros((self.winLen/2))
yPad = concatenate((yPad, self.y, yPad),0)
self.yBuf = M.shingle(yPad, self.winLen, self.winLen)
self.bufLen = size(self.yBuf, 0)
soneVec = zeros(self.bufLen)
self.count = 0
for i in range(self.bufLen):
self.count +=1
soneVec[i] = self.getSegmentSone(i)
#gate signal
E = ED.onsetDetect(self.fftParams)
envelope = E.envelopeFollow(self.y, self.winLen*2, self.winLen)
envelope = divide(envelope,envelope.max())
soneVec = soneVec * envelope
return soneVec