def analsynthHprModelStreaming(params, signal):
out = array([0.])
pool = essentia.Pool()
# windowing and FFT
fcut = es.FrameCutter(frameSize = params['frameSize'], hopSize = params['hopSize'], startFromZero = False);
w = es.Windowing(type = "blackmanharris92");
spec = es.Spectrum(size = params['frameSize']);
# pitch detection
pitchDetect = es.PitchYinFFT(frameSize=params['frameSize'], sampleRate = params['sampleRate'])
smanal = es.HprModelAnal(sampleRate = params['sampleRate'], hopSize = params['hopSize'], maxnSines = params['maxnSines'], magnitudeThreshold = params['magnitudeThreshold'], freqDevOffset = params['freqDevOffset'], freqDevSlope = params['freqDevSlope'], minFrequency = params['minFrequency'], maxFrequency = params['maxFrequency'])
synFFTSize = min(int(params['frameSize']/4), 4*params['hopSize']) # make sure the FFT size is appropriate
smsyn = es.SprModelSynth(sampleRate=params['sampleRate'],
fftSize=synFFTSize,
hopSize=params['hopSize'])
# add half window of zeros to input signal to reach same ooutput length
signal = numpy.append(signal, zeros(params['frameSize'] // 2))
insignal = VectorInput (signal)
# analysis
insignal.data >> fcut.signal
fcut.frame >> w.frame
w.frame >> spec.frame
spec.spectrum >> pitchDetect.spectrum
fcut.frame >> smanal.frame
pitchDetect.pitch >> smanal.pitch
pitchDetect.pitchConfidence >> (pool, 'pitchConfidence')
pitchDetect.pitch >> (pool, 'pitch')
# synthesis
smanal.magnitudes >> smsyn.magnitudes
smanal.frequencies >> smsyn.frequencies
smanal.phases >> smsyn.phases
smanal.res >> smsyn.res
smsyn.frame >> (pool, 'frames')
smsyn.sineframe >> (pool, 'sineframes')
smsyn.resframe >> (pool, 'resframes')
essentia.run(insignal)
outaudio = framesToAudio(pool['frames'])
outaudio = outaudio[2*params['hopSize']:]
return outaudio, pool
loader = es.MonoLoader(filename=inputFilename, sampleRate=params['sampleRate'])
pool = essentia.Pool()
fcut = es.FrameCutter(frameSize=params['frameSize'],
hopSize=params['hopSize'],
startFromZero=False)
w = es.Windowing(type="blackmanharris92")
fft = es.FFT(size=params['frameSize'])
smanal = es.SprModelAnal(sampleRate=params['sampleRate'],
maxnSines=params['maxnSines'],
magnitudeThreshold=params['magnitudeThreshold'],
freqDevOffset=params['freqDevOffset'],
freqDevSlope=params['freqDevSlope'])
synFFTSize = min(int(params['frameSize'] / 4), 4 * params['hopSize'])
# make sure the FFT size is appropriate
smsyn = es.SprModelSynth(sampleRate=params['sampleRate'],
fftSize=synFFTSize,
hopSize=params['hopSize'])
# analysis
loader.audio >> fcut.signal
fcut.frame >> smanal.frame
smanal.magnitudes >> (pool, 'magnitudes')
smanal.frequencies >> (pool, 'frequencies')
smanal.phases >> (pool, 'phases')
# synthesis
smanal.magnitudes >> smsyn.magnitudes
smanal.frequencies >> smsyn.frequencies
smanal.phases >> smsyn.phases
smanal.res >> smsyn.res