void
MarControl::callMarSystemUpdate()
{
if (state_ && msys_)
{
MarSystem* msys = msys_;
msys->update(this);
return;
}
}
int run( const string system_filename, const CommandLineOptions & opt )
{
int ticks = 0;
if (opt.has("count"))
{
ticks = opt.value<int>("count");
if (ticks < 1)
{
cerr << "Invalid value for option 'count' (must be > 0)." << endl;
return 1;
}
}
ifstream system_istream(system_filename);
MarSystemManager mng;
MarSystem* system = mng.getMarSystem(system_istream);
if (!system) {
cerr << "Could not load filesystem file:" << system;
return 1;
}
bool realtime = opt.value<bool>("realtime");
mrs_real sr = opt.value<mrs_real>("samplerate");
mrs_natural block = opt.value<mrs_natural>("block");
if (sr > 0)
system->setControl("mrs_real/israte", sr);
if (block > 0)
system->setControl("mrs_natural/inSamples", block);
system->update();
RealTime::Runner runner(system);
runner.setRtPriorityEnabled(realtime);
runner.start((unsigned int)ticks);
runner.wait();
return 0;
}
void
peakClusteringEval(realvec &peakSet, string sfName, string outsfname, string noiseName, string mixName, string intervalFrequency, string panningInfo, mrs_real noiseDelay, string T, mrs_natural N, mrs_natural Nw,
mrs_natural D, mrs_natural S, mrs_natural C,
mrs_natural accSize, mrs_natural synthetize, mrs_real *snr0)
{
//FIXME: D is the same as hopSize_ -> fix to avoid confusion!
MATLAB_EVAL("clear");
MarSystemManager mng;
cout << "Extracting Peaks and Computing Clusters..." << endl;
//**************************************************
// create the peakClusteringEval network
//**************************************************
MarSystem* mainNet = mng.create("Series", "mainNet");
//**************************************************************************
//create accumulator for the texture window and add it to the main network
//**************************************************************************
MarSystem* textWinNet = mng.create("Accumulator", "textWinNet");
mainNet->addMarSystem(textWinNet);
//************************************************************************
//create Analysis Network and add it to the texture window accumulator
//************************************************************************
MarSystem* analysisNet = mng.create("Series", "analysisNet");
textWinNet->addMarSystem(analysisNet);
//************************************************************************
//create FanInOut for mixing with a noise source and add to Analysis Net
//************************************************************************
MarSystem* mixer = mng.create("FanOutIn", "mixer");
//---- create original series and add it to mixer
MarSystem* oriNet = mng.create("Series", "oriNet");
if (microphone_)
oriNet->addMarSystem(mng.create("AudioSource", "src"));
else
{
//oriNet->addMarSystem(mng.create("SoundFileSource", "src"));
oriNet->addMarSystem(mng.create("MidiFileSynthSource", "src")); //[!]
}
oriNet->addMarSystem(mng.create("Gain", "oriGain"));
mixer->addMarSystem(oriNet);
//---- create a series for the noiseSource
if(noiseName != EMPTYSTRING)
{
MarSystem* mixseries = mng.create("Series", "mixseries");
if(noiseName == "white")
mixseries->addMarSystem(mng.create("NoiseSource", "noise"));
else
mixseries->addMarSystem(mng.create("SoundFileSource", "noise"));
mixseries->addMarSystem(mng.create("Delay", "noiseDelay"));
MarSystem* noiseGain = mng.create("Gain", "noiseGain");
mixseries->addMarSystem(noiseGain);
// add this series in the fanout
mixer->addMarSystem(mixseries);
}
//add Mixer to analysis network
analysisNet->addMarSystem(mixer);
//********************************************************
// create SoundFileSink and add it to the analysis net
//********************************************************
if(noiseName != EMPTYSTRING)
analysisNet->addMarSystem(mng.create("SoundFileSink", "mixSink"));
//***********************************************************
// create peakExtract network and add it to the analysis net
//***********************************************************
MarSystem* peakExtract = mng.create("Series","peakExtract");
peakExtract->addMarSystem(mng.create("ShiftInput", "si")); //[?]
MarSystem* stereoFo = mng.create("Fanout","stereoFo");
// create Spectrum Network and add it to the analysis net
MarSystem* spectrumNet = mng.create("Series", "spectrumNet");
spectrumNet->addMarSystem(mng.create("Stereo2Mono","s2m"));
//onset detector
MarSystem* onsetdetector = mng.create("FlowThru", "onsetdetector");
//onsetdetector->addMarSystem(mng.create("ShiftInput", "si"));
onsetdetector->addMarSystem(mng.create("Windowing", "win"));
onsetdetector->addMarSystem(mng.create("Spectrum","spk"));
onsetdetector->addMarSystem(mng.create("PowerSpectrum", "pspk"));
onsetdetector->addMarSystem(mng.create("Flux", "flux"));
onsetdetector->addMarSystem(mng.create("ShiftInput","sif"));
onsetdetector->addMarSystem(mng.create("Filter","filt1"));
onsetdetector->addMarSystem(mng.create("Reverse","rev1"));
onsetdetector->addMarSystem(mng.create("Filter","filt2"));
onsetdetector->addMarSystem(mng.create("Reverse","rev2"));
onsetdetector->addMarSystem(mng.create("PeakerOnset","peaker"));
spectrumNet->addMarSystem(onsetdetector);
spectrumNet->addMarSystem(mng.create("Shifter", "sh"));
spectrumNet->addMarSystem(mng.create("Windowing", "wi"));
MarSystem* parallel = mng.create("Parallel", "par");
parallel->addMarSystem(mng.create("Spectrum", "spk1"));
parallel->addMarSystem(mng.create("Spectrum", "spk2"));
spectrumNet->addMarSystem(parallel);
// add spectrumNet to stereo fanout
stereoFo->addMarSystem(spectrumNet);
//
//create stereo spectrum net
MarSystem* stereoSpkNet = mng.create("Series","stereoSpkNet");
MarSystem* LRnet = mng.create("Parallel","LRnet");
//
MarSystem* spkL = mng.create("Series","spkL");
spkL->addMarSystem(mng.create("Windowing","win"));
spkL->addMarSystem(mng.create("Spectrum","spk"));
LRnet->addMarSystem(spkL);
//
MarSystem* spkR = mng.create("Series","spkR");
spkR->addMarSystem(mng.create("Windowing","win"));
spkR->addMarSystem(mng.create("Spectrum","spk"));
LRnet->addMarSystem(spkR);
//
//add it to the stereo spectrum net series
stereoSpkNet->addMarSystem(LRnet);
//
//add stereo spectrum object to stereo spectrum net
//stereoSpkNet->addMarSystem(mng.create("StereoSpectrum","stereoSpk")); //AVENDANO
stereoSpkNet->addMarSystem(mng.create("EnhADRess","ADRess"));//enhADRess_1
stereoSpkNet->addMarSystem(mng.create("EnhADRessStereoSpectrum","stereoSpk")); //enhADRess_2
//
// add the stereo Spectrum net to the Fanout
stereoFo->addMarSystem(stereoSpkNet);
//
// add the fanout to the peakExtract net
peakExtract->addMarSystem(stereoFo);
//
//add peakExtract net to analysis net
analysisNet->addMarSystem(peakExtract);
//***************************************************************
//add PeakConvert to main SERIES for processing texture windows
//***************************************************************
mainNet->addMarSystem(mng.create("PeakConvert", "conv"));
mainNet->linkControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_natural/winSize",
"Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/ShiftInput/si/mrs_natural/winSize");
//***************************************************************
//create a FlowThru for the Clustering Network and add to main net
//***************************************************************
MarSystem* clustNet = mng.create("FlowThru", "clustNet");
mainNet->addMarSystem(clustNet);
//***************************************************************
// create Similarities Network and add it to ClustNet
//***************************************************************
MarSystem* simNet = mng.create("FanOutIn", "simNet");
simNet->updControl("mrs_string/combinator", "*");
//
//create Frequency similarity net and add it to simNet
//
MarSystem* freqSim = mng.create("Series","freqSim");
//--------
freqSim->addMarSystem(mng.create("PeakFeatureSelect","FREQfeatSelect"));
freqSim->updControl("PeakFeatureSelect/FREQfeatSelect/mrs_natural/selectedFeatures",
PeakFeatureSelect::pkFrequency | PeakFeatureSelect::barkPkFreq);
//--------
MarSystem* fsimMat = mng.create("SelfSimilarityMatrix","FREQsimMat");
fsimMat->addMarSystem(mng.create("Metric","FreqL2Norm"));
fsimMat->updControl("Metric/FreqL2Norm/mrs_string/metric","euclideanDistance");
fsimMat->updControl("mrs_natural/calcCovMatrix", SelfSimilarityMatrix::diagCovMatrix);
//fsimMat->updControl("mrs_string/normalize", "MinMax");
//fsimMat->linkControl("mrs_realvec/covMatrix", "Metric/FreqL2Norm/mrs_realvec/covMatrix");
freqSim->addMarSystem(fsimMat);
//--------
freqSim->addMarSystem(mng.create("RBF","FREQrbf"));
freqSim->updControl("RBF/FREQrbf/mrs_string/RBFtype","Gaussian");
freqSim->updControl("RBF/FREQrbf/mrs_bool/symmetricIn",true);
//--------
simNet->addMarSystem(freqSim);
//
//create Amplitude similarity net and add it to simNet
//
MarSystem* ampSim = mng.create("Series","ampSim");
//--------
ampSim->addMarSystem(mng.create("PeakFeatureSelect","AMPfeatSelect"));
ampSim->updControl("PeakFeatureSelect/AMPfeatSelect/mrs_natural/selectedFeatures",
PeakFeatureSelect::pkAmplitude | PeakFeatureSelect::dBPkAmp);
//--------
MarSystem* asimMat = mng.create("SelfSimilarityMatrix","AMPsimMat");
asimMat->addMarSystem(mng.create("Metric","AmpL2Norm"));
asimMat->updControl("Metric/AmpL2Norm/mrs_string/metric","euclideanDistance");
asimMat->updControl("mrs_natural/calcCovMatrix", SelfSimilarityMatrix::diagCovMatrix);
//asimMat->updControl("mrs_string/normalize", "MinMax");
//asimMat->linkControl("mrs_realvec/covMatrix", "Metric/AmpL2Norm/mrs_realvec/covMatrix");
ampSim->addMarSystem(asimMat);
//--------
ampSim->addMarSystem(mng.create("RBF","AMPrbf"));
ampSim->updControl("RBF/AMPrbf/mrs_string/RBFtype","Gaussian");
ampSim->updControl("RBF/AMPrbf/mrs_bool/symmetricIn",true);
//--------
simNet->addMarSystem(ampSim);
//
//create HWPS similarity net and add it to simNet
//
MarSystem* HWPSim = mng.create("Series","HWPSim");
//--------
HWPSim->addMarSystem(mng.create("PeakFeatureSelect","HWPSfeatSelect"));
HWPSim->updControl("PeakFeatureSelect/HWPSfeatSelect/mrs_natural/selectedFeatures",
PeakFeatureSelect::pkFrequency | PeakFeatureSelect::pkSetFrequencies | PeakFeatureSelect::pkSetAmplitudes);
//--------
MarSystem* HWPSsimMat = mng.create("SelfSimilarityMatrix","HWPSsimMat");
HWPSsimMat->addMarSystem(mng.create("HWPS","hwps"));
HWPSsimMat->updControl("HWPS/hwps/mrs_bool/calcDistance", true);
HWPSim->addMarSystem(HWPSsimMat);
//--------
HWPSim->addMarSystem(mng.create("RBF","HWPSrbf"));
HWPSim->updControl("RBF/HWPSrbf/mrs_string/RBFtype","Gaussian");
HWPSim->updControl("RBF/HWPSrbf/mrs_bool/symmetricIn",true);
//--------
simNet->addMarSystem(HWPSim);
//
//create Panning similarity net and add it to simNet
//
MarSystem* panSim = mng.create("Series","panSim");
//--------
panSim->addMarSystem(mng.create("PeakFeatureSelect","PANfeatSelect"));
panSim->updControl("PeakFeatureSelect/PANfeatSelect/mrs_natural/selectedFeatures",
PeakFeatureSelect::pkPan);
//--------
MarSystem* psimMat = mng.create("SelfSimilarityMatrix","PANsimMat");
psimMat->addMarSystem(mng.create("Metric","PanL2Norm"));
psimMat->updControl("Metric/PanL2Norm/mrs_string/metric","euclideanDistance");
psimMat->updControl("mrs_natural/calcCovMatrix", SelfSimilarityMatrix::diagCovMatrix);
//psimMat->updControl("mrs_string/normalize", "MinMax");
//psimMat->linkControl("mrs_realvec/covMatrix", "Metric/PanL2Norm/mrs_realvec/covMatrix");
panSim->addMarSystem(psimMat);
//--------
panSim->addMarSystem(mng.create("RBF","PANrbf"));
panSim->updControl("RBF/PANrbf/mrs_string/RBFtype","Gaussian");
panSim->updControl("RBF/PANrbf/mrs_bool/symmetricIn",true);
//--------
simNet->addMarSystem(panSim);
//
// LINK controls of PeakFeatureSelects in each similarity branch
//
simNet->linkControl("Series/ampSim/PeakFeatureSelect/AMPfeatSelect/mrs_natural/totalNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/totalNumPeaks");
simNet->linkControl("Series/HWPSim/PeakFeatureSelect/HWPSfeatSelect/mrs_natural/totalNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/totalNumPeaks");
simNet->linkControl("Series/panSim/PeakFeatureSelect/PANfeatSelect/mrs_natural/totalNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/totalNumPeaks");
//------
simNet->linkControl("Series/ampSim/PeakFeatureSelect/AMPfeatSelect/mrs_natural/frameMaxNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/frameMaxNumPeaks");
simNet->linkControl("Series/HWPSim/PeakFeatureSelect/HWPSfeatSelect/mrs_natural/frameMaxNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/frameMaxNumPeaks");
simNet->linkControl("Series/panSim/PeakFeatureSelect/PANfeatSelect/mrs_natural/frameMaxNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/frameMaxNumPeaks");
//++++++++++++++++++++++++++++++++++++++++++++++++++++++
//add simNet to clustNet
clustNet->addMarSystem(simNet);
//
// LINK controls related to variable number of peak from PeakConvert to simNet
//
mainNet->linkControl("FlowThru/clustNet/FanOutIn/simNet/Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/totalNumPeaks",
"PeakConvert/conv/mrs_natural/totalNumPeaks");
mainNet->linkControl("FlowThru/clustNet/FanOutIn/simNet/Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/frameMaxNumPeaks",
"PeakConvert/conv/mrs_natural/frameMaxNumPeaks");
//***************************************************************
// create NCutNet MarSystem and add it to clustNet
//***************************************************************
// MarSystem* NCutNet = mng.create("Series","NCutNet");
// clustNet->addMarSystem(NCutNet);
// //---add NCutNet components
// // add a stack to stack the
// MarSystem* stack = mng.create("Fanout","stack");
// NCutNet->addMarSystem(stack);
// stack->addMarSystem(mng.create("NormCut","NCut"));
// stack->addMarSystem(mng.create("Gain", "ID"));
// // add the cluster selection module
// NCutNet->addMarSystem(mng.create("PeakClusterSelect","clusterSelect"));
// Do not select most prominent clusters anymore
clustNet->addMarSystem(mng.create("NormCut","NCut")); //[!]
//***************************************************************
// create PeakLabeler MarSystem and add it to mainNet
//***************************************************************
MarSystem* labeler = mng.create("PeakLabeler","labeler");
mainNet->addMarSystem(labeler);
//---- link labeler label control to the NCut output control
mainNet->linkControl("PeakLabeler/labeler/mrs_realvec/peakLabels", "FlowThru/clustNet/mrs_realvec/innerOut");
//***************************************************************
// create PeakViewSink MarSystem and add it to mainNet
//***************************************************************
if(peakStore_)
{
mainNet->addMarSystem(mng.create("PeakViewSink", "peSink"));
mainNet->updControl("PeakViewSink/peSink/mrs_string/filename", filePeakName);
}
//****************************************************************
// Create Synthesis Network
//****************************************************************
MarSystem* postNet = mng.create("Series", "postNet");
// Create Peak Synth ////////////////////////////////////
MarSystem* peakSynth = mng.create("Series", "peakSynth");
peakSynth->addMarSystem(mng.create("PeakSynthOsc", "pso"));
peakSynth->addMarSystem(mng.create("Windowing", "wiSyn"));
peakSynth->addMarSystem(mng.create("OverlapAdd", "ov"));
peakSynth->addMarSystem(mng.create("Gain", "outGain"));
// MarSystem *dest;
// dest = new SoundFileSink("dest");
// //dest->updControl("mrs_string/filename", outsfname);
// peakSynth->addMarSystem(dest);
mng.registerPrototype("PeakSynth", peakSynth);
// Create Bank of Synths ////////////////////////////////////////////////
MarSystem* synthBank = mng.create("Fanout","synthBank");
mrs_natural numSynths = 10; // HARDCODED FOR NOW [!]
synthBank->addMarSystem(mng.create("PeakSynth", "synthCluster_0"));
synthBank->updControl("PeakSynth/synthCluster_0/PeakSynthOsc/pso/mrs_natural/peakGroup2Synth", 0);
for(mrs_natural s=1; s < numSynths; ++s)
{
ostringstream oss;
oss << "synthCluster_" << s;
synthBank->addMarSystem(mng.create("PeakSynth", oss.str()));
//link controls between branches
synthBank->linkControl("PeakSynth/"+oss.str()+"/PeakSynthOsc/pso/mrs_real/samplingFreq",
"PeakSynth/synthCluster_0/PeakSynthOsc/pso/mrs_real/samplingFreq");
synthBank->linkControl("PeakSynth/"+oss.str()+"/PeakSynthOsc/pso/mrs_natural/delay",
"PeakSynth/synthCluster_0/PeakSynthOsc/pso/mrs_natural/delay");
synthBank->linkControl("PeakSynth/"+oss.str()+"/PeakSynthOsc/pso/mrs_natural/synSize",
"PeakSynth/synthCluster_0/PeakSynthOsc/pso/mrs_natural/synSize");
synthBank->linkControl("PeakSynth/"+oss.str()+"/Windowing/wiSyn/mrs_string/type",
"PeakSynth/synthCluster_0/Windowing/wiSyn/mrs_string/type");
synthBank->updControl("PeakSynth/"+oss.str()+"/PeakSynthOsc/pso/mrs_natural/peakGroup2Synth", s);
}
postNet->addMarSystem(synthBank);
// SHREDDER /////////////////////////////////////////////////
MarSystem* synthNet = mng.create("Shredder", "synthNet");
synthNet->addMarSystem(postNet);
synthNet->updControl("mrs_bool/accumulate", true); //accumulate output
mainNet->addMarSystem(synthNet);
//link Shredder nTimes to Accumulator nTimes
mainNet->linkControl("Shredder/synthNet/mrs_natural/nTimes",
"Accumulator/textWinNet/mrs_natural/nTimes");
// add a MATLAB sink at the very end of the network!
mainNet->addMarSystem(mng.create("PlotSink", "send2MATLAB"));
mainNet->updControl("PlotSink/send2MATLAB/mrs_bool/sequence", false);
mainNet->updControl("PlotSink/send2MATLAB/mrs_bool/messages", false);
mainNet->updControl("PlotSink/send2MATLAB/mrs_bool/matlab", true);
mainNet->updControl("PlotSink/send2MATLAB/mrs_string/matlabCommand",
"evaluateTextWin;");
//****************************************************************
////////////////////////////////////////////////////////////////
// update the controls
////////////////////////////////////////////////////////////////
//mainNet->updControl("Accumulator/textWinNet/mrs_natural/nTimes", accSize);
if (microphone_)
{
mainNet->updControl("mrs_natural/inSamples", D);
mainNet->updControl("mrs_natural/inObservations", 1);
}
else
{
cout << ">> Loading MIDI file and synthetizing audio data..." << endl;
mainNet->updControl("mrs_natural/inSamples", D);
mainNet->updControl("mrs_real/israte", samplingFrequency_);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_real/start", 10.0);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_real/end", 20.0);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_string/filename", sfName);
//mainNet->updControl("mrs_natural/inObservations", 1);
//samplingFrequency_ = mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_real/osrate")->to<mrs_real>();
}
if(noiseName != EMPTYSTRING)
{
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/mixseries/SoundFileSource/noise/mrs_string/filename", noiseName);
mainNet->updControl("mrs_natural/inSamples", D);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/mixseries/NoiseSource/noise/mrs_string/mode", "rand");
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Seriesmixseries/Delay/noiseDelay/mrs_real/delaySeconds", noiseDelay);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/mixseries/Gain/noiseGain/mrs_real/gain", noiseGain_);
}
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/ShiftInput/si/mrs_natural/winSize", Nw+1);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/Shifter/sh/mrs_natural/shift", 1);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/Windowing/wi/mrs_natural/size", N);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/Windowing/wi/mrs_string/type", "Hanning");
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/Windowing/wi/mrs_bool/zeroPhasing", true);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkL/Windowing/win/mrs_natural/size", N);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkL/Windowing/win/mrs_string/type", "Hanning");
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkL/Windowing/win/mrs_bool/zeroPhasing", true);
//
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkR/Windowing/win/mrs_natural/size", N);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkR/Windowing/win/mrs_string/type", "Hanning");
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkR/Windowing/win/mrs_bool/zeroPhasing", true);
if(unprecise_)
mainNet->updControl("PeakConvert/conv/mrs_bool/improvedPrecision", false);
else
mainNet->updControl("PeakConvert/conv/mrs_bool/improvedPrecision", true);
if(noPeakPicking_)
mainNet->updControl("PeakConvert/conv/mrs_bool/picking", false);
mainNet->updControl("PeakConvert/conv/mrs_natural/frameMaxNumPeaks", S);
mainNet->updControl("PeakConvert/conv/mrs_string/frequencyInterval", intervalFrequency);
mainNet->updControl("PeakConvert/conv/mrs_natural/nbFramesSkipped", 0);//(N/D));
//mainNet->updControl("FlowThru/clustNet/Series/NCutNet/Fanout/stack/NormCut/NCut/mrs_natural/numClusters", C); [!]
//mainNet->updControl("FlowThru/clustNet/Series/NCutNet/PeakClusterSelect/clusterSelect/mrs_natural/numClustersToKeep", nbSelectedClusters_);//[!]
//
if(C > 0) //use fixed and manually set number of clusters
{
cout << ">> Using fixed number of clusters: " << C << " clusters." << endl;
mainNet->updControl("FlowThru/clustNet/NormCut/NCut/mrs_natural/numClusters", C); //[!]
}
else if(C==0) //use GT number of clusters
{
cout << "** Using GT number of clusters." << endl;
mainNet->linkControl("FlowThru/clustNet/NormCut/NCut/mrs_natural/numClusters",
"Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_natural/numActiveNotes");
}
else if(C==-1) //automatically estimate number of clusters
{
cout << "Automatic Estimation of number of clusters: NOT YET IMPLEMENTED! Exiting...";
exit(0);
}
// //[TODO]
// mainNet->setctrl("PeClust/peClust/mrs_natural/selectedClusters", nbSelectedClusters_);
// mainNet->setctrl("PeClust/peClust/mrs_natural/hopSize", D);
// mainNet->setctrl("PeClust/peClust/mrs_natural/storePeaks", (mrs_natural) peakStore_);
// mainNet->updControl("PeClust/peClust/mrs_string/similarityType", T);
//
// similarityWeight_.stretch(3);
// similarityWeight_(0) = 1;
// similarityWeight_(1) = 10; //[WTF]
// similarityWeight_(2) = 1;
// mainNet->updControl("PeClust/peClust/mrs_realvec/similarityWeight", similarityWeight_);
if(noiseName != EMPTYSTRING)
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/SoundFileSink/mixSink/mrs_string/filename", mixName);
mainNet->update();
//check if input is a stereo signal
if(mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/mrs_natural/onObservations")->to<mrs_natural>() == 1)
{
//if a not a stereo signal, we must set the Stereo2Mono weight to 1.0 (i.e. do no mixing)!
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/Stereo2Mono/s2m/mrs_real/weight", 1.0);
}
//------------------------------------------------------------------------
//check which similarity computations should be disabled (if any)
//------------------------------------------------------------------------
// Frequency Similarity
if(ignoreFrequency)
{
cout << "** Frequency Similarity Computation disabled!" << endl;
mainNet->updControl("FlowThru/clustNet/FanOutIn/simNet/mrs_string/disableChild",
"Series/freqSim");
}
else
cout << "** Frequency Similarity Computation enabled!" << endl;
// amplitude similarity
if(ignoreAmplitude)
{
cout << "** Amplitude Similarity Computation disabled!" << endl;
mainNet->updControl("FlowThru/clustNet/FanOutIn/simNet/mrs_string/disableChild",
"Series/ampSim");
}
else
cout << "** Amplitude Similarity Computation enabled!" << endl;
// HWPS similarity
if(ignoreHWPS)
{
cout << "** HWPS (harmonicity) Similarity Computation disabled!" << endl;
mainNet->updControl("FlowThru/clustNet/FanOutIn/simNet/mrs_string/disableChild",
"Series/HWPSim");
}
else
cout << "** HWPS (harmonicity) Similarity Computation enabled!" << endl;
//
//Panning Similarity
if(mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/mrs_natural/onObservations")->to<mrs_natural>() == 2 &&
!ignorePan)
{
cout << "** Panning Similarity Computation enabled!" << endl;
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/mrs_string/enableChild",
"Series/stereoSpkNet");
mainNet->updControl("FlowThru/clustNet/FanOutIn/simNet/mrs_string/enableChild",
"Series/panSim");
}
else //if not stereo or if stereo to be ignored, disable some branches
{
cout << "** Panning Similarity Computation disabled!" << endl;
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/mrs_string/disableChild",
"Series/stereoSpkNet");
mainNet->updControl("FlowThru/clustNet/FanOutIn/simNet/mrs_string/disableChild",
"Series/panSim");
}
//
mainNet->update(); //probably not necessary... [!]
//------------------------------------------------------------------------
if(noiseDuration_) //[WTF]
{
ostringstream ossi;
ossi << ((noiseDelay_+noiseDuration_)) << "s";
cout << ossi.str() << endl;
// touch the gain directly
// noiseGain->updControl("0.1s", Repeat("0.1s", 1), new EvValUpd(noiseGain,"mrs_real/gain", 0.0));
}
//ONSET DETECTION CONFIGURATION (if enabled)
if(useOnsets)
{
cout << "** Onset detector enabled -> using dynamically adjusted texture windows!" << endl;
cout << "WinSize = " << winSize_ << endl;
cout << "N = " << N << endl;
cout << "Nw = " << Nw << endl;
cout << "hopSize = " << hopSize_ << endl;
cout << "D = " << D << endl;
cout << "fs = " << samplingFrequency_ << endl;
//link controls for onset detector
onsetdetector->linkControl("Filter/filt2/mrs_realvec/ncoeffs",
"Filter/filt1/mrs_realvec/ncoeffs");
onsetdetector->linkControl("Filter/filt2/mrs_realvec/dcoeffs",
"Filter/filt1/mrs_realvec/dcoeffs");
//link onset detector to accumulator and if onsets enabled, set "explicitFlush" mode
textWinNet->linkControl("mrs_bool/flush",
"Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/FlowThru/onsetdetector/PeakerOnset/peaker/mrs_bool/onsetDetected");
//update onset detector controls
onsetdetector->updControl("PowerSpectrum/pspk/mrs_string/spectrumType", "wrongdBonsets");
onsetdetector->updControl("Flux/flux/mrs_string/mode", "DixonDAFX06");
realvec bcoeffs(1,3);//configure zero-phase Butterworth filter of Flux time series -> butter(2, 0.28)
bcoeffs(0) = 0.1174;
bcoeffs(1) = 0.2347;
bcoeffs(2) = 0.1174;
realvec acoeffs(1,3);
acoeffs(0) = 1.0;
acoeffs(1) = -0.8252;
acoeffs(2) = 0.2946;
onsetdetector->updControl("Filter/filt1/mrs_realvec/ncoeffs", bcoeffs);
onsetdetector->updControl("Filter/filt1/mrs_realvec/dcoeffs", acoeffs);
mrs_natural lookAheadSamples = 6;
onsetdetector->updControl("PeakerOnset/peaker/mrs_natural/lookAheadSamples", lookAheadSamples); //!!
onsetdetector->updControl("PeakerOnset/peaker/mrs_real/threshold", 1.5); //!!!
onsetdetector->updControl("ShiftInput/sif/mrs_natural/winSize", 4*lookAheadSamples+1);
//set Accumulator controls for explicit flush mode
mrs_natural winds = 1+lookAheadSamples+mrs_natural(ceil(mrs_real(winSize_)/hopSize_/2.0));
cout << "Accumulator/textWinNet timesToKeep = " << winds << endl;
mrs_real textureWinMinLen = 0.050; //secs
mrs_real textureWinMaxLen = 1.0; //secs
mrs_natural minTimes = (mrs_natural)(textureWinMinLen*samplingFrequency_/hopSize_);
mrs_natural maxTimes = (mrs_natural)(textureWinMaxLen*samplingFrequency_/hopSize_);
cout << "Accumulator/textWinNet MinTimes = " << minTimes << " (i.e. " << textureWinMinLen << " secs)" << endl;
cout << "Accumulator/textWinNet MaxTimes = " << maxTimes << " (i.e. " << textureWinMaxLen << " secs)" <<endl;
textWinNet->updControl("mrs_string/mode", "explicitFlush");
textWinNet->updControl("mrs_natural/timesToKeep", winds);
//textWinNet->updControl("mrs_string/mode","explicitFlush");
textWinNet->updControl("mrs_natural/maxTimes", maxTimes);
textWinNet->updControl("mrs_natural/minTimes", minTimes);
//set MidiFileSynthSource to receive a signal for each texture window
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_bool/sigNewTextWin", false);
mainNet->linkControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_bool/newTextWin",
"Accumulator/textWinNet/mrs_bool/flush");
}
else
{
cout << "** Onset detector disabled ->";
if(accSize_>0)//manually set texture window length
{
cout << " using fixed length texture windows" << endl;
cout << "Accumulator/textWinNet nTimes = " << accSize << " (i.e. " << accSize*hopSize_/samplingFrequency_ << " secs)" << endl;
mainNet->updControl("Accumulator/textWinNet/mrs_natural/nTimes", accSize);
//set MidiFileSynthSource to receive a signal for each texture window
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_bool/sigNewTextWin", false);
mainNet->linkControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_bool/newTextWin",
"Accumulator/textWinNet/mrs_bool/flush");
}
else //use GT for texture window length
{
cout << " using GT length texture windows" << endl;
//set texture window
mainNet->updControl("Accumulator/textWinNet/mrs_string/mode", "explicitFlush");
mrs_real textureWinMinLen = 0.0; //secs - let GT take care of this...
mrs_real textureWinMaxLen = 15.0; //secs - just a majorant...
mrs_natural minTimes = (mrs_natural)(textureWinMinLen*samplingFrequency_/hopSize_);
mrs_natural maxTimes = (mrs_natural)(textureWinMaxLen*samplingFrequency_/hopSize_);
cout << "Accumulator/textWinNet MinTimes = " << minTimes << " (i.e. " << textureWinMinLen << " secs)" << endl;
cout << "Accumulator/textWinNet MaxTimes = " << maxTimes << " (i.e. " << textureWinMaxLen << " secs)" <<endl;
mainNet->updControl("Accumulator/textWinNet/mrs_natural/maxTimes", maxTimes);
mainNet->updControl("Accumulator/textWinNet/mrs_natural/minTimes", minTimes);
//set MidiFileSynthSource to send a signal for each texture window
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_bool/sigNewTextWin", true);
mainNet->linkControl("Accumulator/textWinNet/mrs_bool/flush",
"Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_bool/newTextWin");
}
}
mrs_natural delay = -(winSize_/2 - hopSize_);
mainNet->updControl("Shredder/synthNet/Series/postNet/Fanout/synthBank/PeakSynth/synthCluster_0/PeakSynthOsc/pso/mrs_real/samplingFreq", samplingFrequency_);
mainNet->updControl("Shredder/synthNet/Series/postNet/Fanout/synthBank/PeakSynth/synthCluster_0/PeakSynthOsc/pso/mrs_natural/delay", delay); // Nw/2+1
mainNet->updControl("Shredder/synthNet/Series/postNet/Fanout/synthBank/PeakSynth/synthCluster_0/PeakSynthOsc/pso/mrs_natural/synSize", hopSize_*2);
mainNet->updControl("Shredder/synthNet/Series/postNet/Fanout/synthBank/PeakSynth/synthCluster_0/Windowing/wiSyn/mrs_string/type", "Hanning");
//[!]
//if (outsfname == "MARSYAS_EMPTY")
// mainNet->updControl("Shredder/synthNet/Series/postNet/AudioSink/dest/mrs_natural/bufferSize", bopt_);
// else
// mainNet->updControl("Shredder/synthNet/Series/postNet/SoundFileSink/dest/mrs_string/filename", outsfname);//[!]
//***************************************************************************************************************
// MAIN TICKING LOOP
//***************************************************************************************************************
cout <<">> Start processing..." << endl;
//ofstream cfile("density.txt", ios::app); //[WTF] [TODO]
mrs_real globalSnr = 0;
mrs_natural frameCount = 0;
// mrs_real time=0;
mrs_natural numTextWinds = 0;
while(analysisNet->getctrl("FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_bool/hasData")->to<mrs_bool>())//(1)
{
mainNet->tick();
numTextWinds++;
//if(numTextWinds == 63)
//{
// cout << "!!!!" << endl;
//}
if (!microphone_)
{
//bool temp = mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_bool/hasData")->to<mrs_bool>();
//bool temp1 = textWinNet->getctrl("Series/analysisNet/FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_bool/hasData")->to<mrs_bool>();
//bool temp2 = analysisNet->getctrl("FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_bool/hasData")->to<mrs_bool>();
mrs_real timeRead = analysisNet->getctrl("FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_natural/pos")->to<mrs_natural>()/samplingFrequency_;
mrs_real timeLeft;
//if(!stopAnalyse_)
timeLeft = analysisNet->getctrl("FanOutIn/mixer/Series/oriNet/MidiFileSynthSource/src/mrs_natural/size")->to<mrs_natural>()/samplingFrequency_;
//else
// timeLeft = stopAnalyse_;
// string fname = mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/SoundFileSource/src/mrs_string/filename")->to<mrs_string>();
printf("Processed texture window %d : %.2f / %.2f \r", (int)numTextWinds, timeRead, timeLeft);
fflush(stdout);
//cout << fixed << setprecision(2) << timeRead << "/" << setprecision(2) << timeLeft;
///*bool*/ temp = mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/SoundFileSource/src/mrs_bool/hasData")->to<mrs_bool>();
//[TODO]
// mrs_real density = mainNet->getctrl("PeClust/peClust/mrs_real/clusterDensity")->to<mrs_real>();
// cfile << density << " " << oriGain << endl;
// //cout << oriGain << endl;
//if (temp2 == false || (stopAnalyse_ !=0 && stopAnalyse_<timeRead))
// break;
}
}
if(synthetize_ > -1 && residual_ && frameCount != 0)
{
cout << "Global SNR : " << globalSnr/frameCount << endl;
*snr0 = globalSnr/frameCount;
}
if(peakStore_)
{
// mainNet->updControl("PeakViewSink/peSink/mrs_real/fs", samplingFrequency_);
// mainNet->updControl("PeakViewSink/peSink/mrs_natural/frameSize", D);
// mainNet->updControl("PeakViewSink/peSink/mrs_string/filename", filePeakName);
// mainNet->updControl("PeakViewSink/peSink/mrs_bool/done", true);
}
//cout << ">> Saving .mat file with results so they can be opened in MATLAB in: " << fileMatName << endl;
//MATLAB_EVAL("save " + fileMatName);
if(numTextWinds > 0)
{
cout << ">> Saving SDR results to SDR.mat" << endl;
MATLAB_EVAL("saveSDRresults");
}
cout << endl << ">> End of processing. Bye!" << endl;
//cfile.close(); [TODO]
}
void
peakClustering(realvec &peakSet, string sfName, string outsfname, string noiseName, string mixName, string intervalFrequency, string panningInfo, mrs_real noiseDelay, string T, mrs_natural N, mrs_natural Nw,
mrs_natural D, mrs_natural S, mrs_natural C,
mrs_natural accSize, mrs_natural synthetize, mrs_real *snr0)
{
MarSystemManager mng;
cout << "Extracting Peaks and Computing Clusters..." << endl;
cout << "Nw = " << Nw << endl;
cout << "N = " << N << endl;
cout << "winSize_ = " << winSize_ << endl;
cout << "D = " << D << endl;
cout << "hopSize_ = " << hopSize_ << endl;
//**************************************************
// create the peakClustering network
//**************************************************
MarSystem* mainNet = mng.create("Series", "mainNet");
//**************************************************************************
//create accumulator for the texture window and add it to the main network
//**************************************************************************
MarSystem* textWinNet = mng.create("Accumulator", "textWinNet");
mainNet->addMarSystem(textWinNet);
//************************************************************************
//create Analysis Network and add it to the texture window accumulator
//************************************************************************
MarSystem* analysisNet = mng.create("Series", "analysisNet");
textWinNet->addMarSystem(analysisNet);
//************************************************************************
//create FanInOut for mixing with a noise source and add to Analysis Net
//************************************************************************
MarSystem* mixer = mng.create("FanOutIn", "mixer");
//---- create original series and add it to mixer
MarSystem* oriNet = mng.create("Series", "oriNet");
if (microphone_)
oriNet->addMarSystem(mng.create("AudioSource", "src"));
else
oriNet->addMarSystem(mng.create("SoundFileSource", "src"));
oriNet->addMarSystem(mng.create("Gain", "oriGain"));
mixer->addMarSystem(oriNet);
//---- create a series for the noiseSource
if(noiseName != EMPTYSTRING)
{
MarSystem* mixseries = mng.create("Series", "mixseries");
if(noiseName == "white")
mixseries->addMarSystem(mng.create("NoiseSource", "noise"));
else
mixseries->addMarSystem(mng.create("SoundFileSource", "noise"));
mixseries->addMarSystem(mng.create("Delay", "noiseDelay"));
MarSystem* noiseGain = mng.create("Gain", "noiseGain");
mixseries->addMarSystem(noiseGain);
// add this series in the fanout
mixer->addMarSystem(mixseries);
}
//add Mixer to analysis network
analysisNet->addMarSystem(mixer);
//********************************************************
// create SoundFileSink and add it to the analysis net
//********************************************************
if(noiseName != EMPTYSTRING)
analysisNet->addMarSystem(mng.create("SoundFileSink", "mixSink"));
//***********************************************************
// create peakExtract network and add it to the analysis net
//***********************************************************
MarSystem* peakExtract = mng.create("Series","peakExtract");
peakExtract->addMarSystem(mng.create("ShiftInput", "si"));
MarSystem* stereoFo = mng.create("Fanout","stereoFo");
// create Spectrum Network and add it to the analysis net
MarSystem* spectrumNet = mng.create("Series", "spectrumNet");
spectrumNet->addMarSystem(mng.create("Stereo2Mono","s2m"));
//onset detector
MarSystem* onsetdetector = mng.create("FlowThru", "onsetdetector");
//onsetdetector->addMarSystem(mng.create("ShiftInput", "si"));
onsetdetector->addMarSystem(mng.create("Windowing", "win"));
onsetdetector->addMarSystem(mng.create("Spectrum","spk"));
onsetdetector->addMarSystem(mng.create("PowerSpectrum", "pspk"));
onsetdetector->addMarSystem(mng.create("Flux", "flux"));
onsetdetector->addMarSystem(mng.create("ShiftInput","sif"));
onsetdetector->addMarSystem(mng.create("Filter","filt1"));
onsetdetector->addMarSystem(mng.create("Reverse","rev1"));
onsetdetector->addMarSystem(mng.create("Filter","filt2"));
onsetdetector->addMarSystem(mng.create("Reverse","rev2"));
onsetdetector->addMarSystem(mng.create("PeakerOnset","peaker"));
spectrumNet->addMarSystem(onsetdetector);
spectrumNet->addMarSystem(mng.create("Shifter", "sh"));
spectrumNet->addMarSystem(mng.create("Windowing", "wi"));
MarSystem* parallel = mng.create("Parallel", "par");
parallel->addMarSystem(mng.create("Spectrum", "spk1"));
parallel->addMarSystem(mng.create("Spectrum", "spk2"));
spectrumNet->addMarSystem(parallel);
// add spectrumNet to stereo fanout
stereoFo->addMarSystem(spectrumNet);
//
//create stereo spectrum net
MarSystem* stereoSpkNet = mng.create("Series","stereoSpkNet");
MarSystem* LRnet = mng.create("Parallel","LRnet");
//
MarSystem* spkL = mng.create("Series","spkL");
spkL->addMarSystem(mng.create("Windowing","win"));
spkL->addMarSystem(mng.create("Spectrum","spk"));
LRnet->addMarSystem(spkL);
//
MarSystem* spkR = mng.create("Series","spkR");
spkR->addMarSystem(mng.create("Windowing","win"));
spkR->addMarSystem(mng.create("Spectrum","spk"));
LRnet->addMarSystem(spkR);
//
//add it to the stereo spectrum net series
stereoSpkNet->addMarSystem(LRnet);
//
//add stereo spectrum object to stereo spectrum net
//stereoSpkNet->addMarSystem(mng.create("StereoSpectrum","stereoSpk")); //AVENDANO
stereoSpkNet->addMarSystem(mng.create("EnhADRess","ADRess"));//enhADRess_1
stereoSpkNet->addMarSystem(mng.create("EnhADRessStereoSpectrum","stereoSpk")); //enhADRess_2
//
// add the stereo Spectrum net to the Fanout
stereoFo->addMarSystem(stereoSpkNet);
//
// add the fanout to the peakExtract net
peakExtract->addMarSystem(stereoFo);
//
//add peakExtract net to analysis net
analysisNet->addMarSystem(peakExtract);
//***************************************************************
//add PeakConvert to main SERIES for processing texture windows
//***************************************************************
mainNet->addMarSystem(mng.create("PeakConvert", "conv"));
//***************************************************************
//create a FlowThru for the Clustering Network and add to main net
//***************************************************************
MarSystem* clustNet = mng.create("FlowThru", "clustNet");
if (!disableClustering)
mainNet->addMarSystem(clustNet);
//***************************************************************
// create Similarities Network and add it to ClustNet
//***************************************************************
MarSystem* simNet = mng.create("FanOutIn", "simNet");
simNet->updControl("mrs_string/combinator", "*");
//
//create Frequency similarity net and add it to simNet
//
MarSystem* freqSim = mng.create("Series","freqSim");
//--------
freqSim->addMarSystem(mng.create("PeakFeatureSelect","FREQfeatSelect"));
freqSim->updControl("PeakFeatureSelect/FREQfeatSelect/mrs_natural/selectedFeatures",
PeakFeatureSelect::pkFrequency | PeakFeatureSelect::barkPkFreq);
//--------
MarSystem* fsimMat = mng.create("SelfSimilarityMatrix","FREQsimMat");
fsimMat->addMarSystem(mng.create("Metric","FreqL2Norm"));
fsimMat->updControl("Metric/FreqL2Norm/mrs_string/metric","euclideanDistance");
fsimMat->updControl("mrs_natural/calcCovMatrix", SelfSimilarityMatrix::diagCovMatrix);
//fsimMat->updControl("mrs_string/normalize", "MinMax");
//fsimMat->linkControl("mrs_realvec/covMatrix", "Metric/FreqL2Norm/mrs_realvec/covMatrix");
freqSim->addMarSystem(fsimMat);
//--------
freqSim->addMarSystem(mng.create("RBF","FREQrbf"));
freqSim->updControl("RBF/FREQrbf/mrs_string/RBFtype","Gaussian");
freqSim->updControl("RBF/FREQrbf/mrs_bool/symmetricIn",true);
//--------
simNet->addMarSystem(freqSim);
//
//create Amplitude similarity net and add it to simNet
//
MarSystem* ampSim = mng.create("Series","ampSim");
//--------
ampSim->addMarSystem(mng.create("PeakFeatureSelect","AMPfeatSelect"));
ampSim->updControl("PeakFeatureSelect/AMPfeatSelect/mrs_natural/selectedFeatures",
PeakFeatureSelect::pkAmplitude | PeakFeatureSelect::dBPkAmp);
//--------
MarSystem* asimMat = mng.create("SelfSimilarityMatrix","AMPsimMat");
asimMat->addMarSystem(mng.create("Metric","AmpL2Norm"));
asimMat->updControl("Metric/AmpL2Norm/mrs_string/metric","euclideanDistance");
asimMat->updControl("mrs_natural/calcCovMatrix", SelfSimilarityMatrix::diagCovMatrix);
//asimMat->updControl("mrs_string/normalize", "MinMax");
//asimMat->linkControl("mrs_realvec/covMatrix", "Metric/AmpL2Norm/mrs_realvec/covMatrix");
ampSim->addMarSystem(asimMat);
//--------
ampSim->addMarSystem(mng.create("RBF","AMPrbf"));
ampSim->updControl("RBF/AMPrbf/mrs_string/RBFtype","Gaussian");
ampSim->updControl("RBF/AMPrbf/mrs_bool/symmetricIn",true);
//--------
simNet->addMarSystem(ampSim);
//
//create HWPS similarity net and add it to simNet
//
MarSystem* HWPSim = mng.create("Series","HWPSim");
//--------
HWPSim->addMarSystem(mng.create("PeakFeatureSelect","HWPSfeatSelect"));
HWPSim->updControl("PeakFeatureSelect/HWPSfeatSelect/mrs_natural/selectedFeatures",
PeakFeatureSelect::pkFrequency | PeakFeatureSelect::pkSetFrequencies | PeakFeatureSelect::pkSetAmplitudes);
//--------
MarSystem* HWPSsimMat = mng.create("SelfSimilarityMatrix","HWPSsimMat");
HWPSsimMat->addMarSystem(mng.create("HWPS","hwps"));
HWPSsimMat->updControl("HWPS/hwps/mrs_bool/calcDistance", true);
HWPSim->addMarSystem(HWPSsimMat);
//--------
HWPSim->addMarSystem(mng.create("RBF","HWPSrbf"));
HWPSim->updControl("RBF/HWPSrbf/mrs_string/RBFtype","Gaussian");
HWPSim->updControl("RBF/HWPSrbf/mrs_bool/symmetricIn",true);
//--------
simNet->addMarSystem(HWPSim);
//
//create Panning similarity net and add it to simNet
//
MarSystem* panSim = mng.create("Series","panSim");
//--------
panSim->addMarSystem(mng.create("PeakFeatureSelect","PANfeatSelect"));
panSim->updControl("PeakFeatureSelect/PANfeatSelect/mrs_natural/selectedFeatures",
PeakFeatureSelect::pkPan);
//--------
MarSystem* psimMat = mng.create("SelfSimilarityMatrix","PANsimMat");
psimMat->addMarSystem(mng.create("Metric","PanL2Norm"));
psimMat->updControl("Metric/PanL2Norm/mrs_string/metric","euclideanDistance");
psimMat->updControl("mrs_natural/calcCovMatrix", SelfSimilarityMatrix::diagCovMatrix);
//psimMat->updControl("mrs_string/normalize", "MinMax");
//psimMat->linkControl("mrs_realvec/covMatrix", "Metric/PanL2Norm/mrs_realvec/covMatrix");
panSim->addMarSystem(psimMat);
//--------
panSim->addMarSystem(mng.create("RBF","PANrbf"));
panSim->updControl("RBF/PANrbf/mrs_string/RBFtype","Gaussian");
panSim->updControl("RBF/PANrbf/mrs_bool/symmetricIn",true);
//--------
simNet->addMarSystem(panSim);
//
// LINK controls of PeakFeatureSelects in each similarity branch
//
simNet->linkControl("Series/ampSim/PeakFeatureSelect/AMPfeatSelect/mrs_natural/totalNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/totalNumPeaks");
simNet->linkControl("Series/HWPSim/PeakFeatureSelect/HWPSfeatSelect/mrs_natural/totalNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/totalNumPeaks");
simNet->linkControl("Series/panSim/PeakFeatureSelect/PANfeatSelect/mrs_natural/totalNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/totalNumPeaks");
//------
simNet->linkControl("Series/ampSim/PeakFeatureSelect/AMPfeatSelect/mrs_natural/frameMaxNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/frameMaxNumPeaks");
simNet->linkControl("Series/HWPSim/PeakFeatureSelect/HWPSfeatSelect/mrs_natural/frameMaxNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/frameMaxNumPeaks");
simNet->linkControl("Series/panSim/PeakFeatureSelect/PANfeatSelect/mrs_natural/frameMaxNumPeaks",
"Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/frameMaxNumPeaks");
//++++++++++++++++++++++++++++++++++++++++++++++++++++++
//add simNet to clustNet
clustNet->addMarSystem(simNet);
//
// LINK controls related to variable number of peak from PeakConvert to simNet
//
if (!disableClustering)
{
mainNet->linkControl("FlowThru/clustNet/FanOutIn/simNet/Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/totalNumPeaks",
"PeakConvert/conv/mrs_natural/totalNumPeaks");
mainNet->linkControl("FlowThru/clustNet/FanOutIn/simNet/Series/freqSim/PeakFeatureSelect/FREQfeatSelect/mrs_natural/frameMaxNumPeaks",
"PeakConvert/conv/mrs_natural/frameMaxNumPeaks");
}
//***************************************************************
// create NCutNet MarSystem and add it to clustNet
//***************************************************************
MarSystem* NCutNet = mng.create("Series","NCutNet");
clustNet->addMarSystem(NCutNet);
//---add NCutNet components
// add a stack to stack the
MarSystem* stack = mng.create("Fanout","stack");
NCutNet->addMarSystem(stack);
stack->addMarSystem(mng.create("NormCut","NCut"));
stack->addMarSystem(mng.create("Gain", "ID"));
// add the cluster selection module
NCutNet->addMarSystem(mng.create("PeakClusterSelect","clusterSelect"));
//***************************************************************
// create PeakLabeler MarSystem and add it to mainNet
//***************************************************************
MarSystem* labeler = mng.create("PeakLabeler","labeler");
mainNet->addMarSystem(labeler);
if (!disableClustering)
{
//---- link labeler label control to the NCut output control
mainNet->linkControl("PeakLabeler/labeler/mrs_realvec/peakLabels", "FlowThru/clustNet/mrs_realvec/innerOut");
}
//***************************************************************
// create PeakViewSink MarSystem and add it to mainNet
//***************************************************************
if(peakStore_)
{
mainNet->addMarSystem(mng.create("PeakViewSink", "peSink"));
mainNet->updControl("PeakViewSink/peSink/mrs_string/filename", filePeakName);
}
//****************************************************************
// Create Synthesis Network
//****************************************************************
if(synthetize >-1)
{
//create Shredder series
MarSystem* postNet = mng.create("Series", "postNet");
// postNet->addMarSystem(mng->create("PeOverlapadd", "ob"));
if (synthetize < 3)
{
if(synthetize == 0)
{
postNet->addMarSystem(mng.create("PeakSynthOsc", "pso"));
postNet->addMarSystem(mng.create("Windowing", "wiSyn"));
}
else
{
// put a fake object for probing the series
postNet->addMarSystem(mng.create("Gain", "fakeGain"));
postNet->addMarSystem(mng.create("FlowCutSource", "fcs"));
// put the original source
if (microphone_)
postNet->addMarSystem(mng.create("AudioSource", "srcSyn"));
else
postNet->addMarSystem(mng.create("SoundFileSource", "srcSyn"));
// set the correct buffer size
postNet->addMarSystem(mng.create("ShiftInput", "siSyn"));
// perform an FFT
postNet->addMarSystem(mng.create("Spectrum", "specSyn"));
// convert to polar
postNet->addMarSystem(mng.create("Cartesian2Polar", "c2p"));
// perform amplitude and panning change
postNet->addMarSystem(mng.create("PeakSynthFFT", "psf"));
// convert back to cartesian
postNet->addMarSystem(mng.create("Polar2Cartesian", "p2c"));
// perform an IFFT
// postNet->addMarSystem(mng.create("PlotSink", "plot"));
postNet->addMarSystem(mng.create("InvSpectrum", "invSpecSyn"));
// postNet->addMarSystem(mng.create("PlotSink", "plot2"));
postNet->addMarSystem(mng.create("Windowing", "wiSyn"));
}
postNet->addMarSystem(mng.create("OverlapAdd", "ov"));
}
else
{
postNet->addMarSystem(mng.create("PeakSynthOscBank", "pso"));
// postNet->addMarSystem(mng.create("ShiftOutput", "so"));
}
postNet->addMarSystem(mng.create("Gain", "outGain"));
MarSystem *dest;
if (outsfname == "MARSYAS_EMPTY")
dest = mng.create("AudioSink/dest");
else
{
dest = mng.create("SoundFileSink/dest");
//dest->updControl("mrs_string/filename", outsfname);
}
if(residual_)
{
MarSystem* fanout = mng.create("Fanout", "fano");
fanout->addMarSystem(dest);
MarSystem* fanSeries = mng.create("Series", "fanSeries");
if (microphone_)
fanSeries->addMarSystem(mng.create("AudioSource", "src2"));
else
fanSeries->addMarSystem(mng.create("SoundFileSource", "src2"));
fanSeries->addMarSystem(mng.create("Delay", "delay"));
fanout->addMarSystem(fanSeries);
postNet->addMarSystem(fanout);
postNet->addMarSystem(mng.create("PeakResidual", "res"));
MarSystem *destRes;
if (outsfname == "MARSYAS_EMPTY")
destRes = mng.create("AudioSink/destRes");
else
{
destRes = mng.create("SoundFileSink/destRes");
//dest->updControl("mrs_string/filename", outsfname);
}
postNet->addMarSystem(destRes);
}
else
postNet->addMarSystem(dest);
MarSystem* synthNet = mng.create("Shredder", "synthNet");
synthNet->addMarSystem(postNet);
mainNet->addMarSystem(synthNet);
//link Shredder nTimes to Accumulator nTimes
mainNet->linkControl("Shredder/synthNet/mrs_natural/nTimes",
"Accumulator/textWinNet/mrs_natural/nTimes");
}
//****************************************************************
////////////////////////////////////////////////////////////////
// update the controls
////////////////////////////////////////////////////////////////
//mainNet->updControl("Accumulator/textWinNet/mrs_natural/nTimes", accSize);
if (microphone_)
{
mainNet->updControl("mrs_natural/inSamples", D);
mainNet->updControl("mrs_natural/inObservations", 1);
}
else
{
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/SoundFileSource/src/mrs_string/filename", sfName);
mainNet->updControl("mrs_natural/inSamples", D);
mainNet->updControl("mrs_natural/inObservations", 1);
samplingFrequency_ = mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/SoundFileSource/src/mrs_real/osrate")->to<mrs_real>();
}
if(noiseName != EMPTYSTRING)
{
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/mixseries/SoundFileSource/noise/mrs_string/filename", noiseName);
mainNet->updControl("mrs_natural/inSamples", D);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/mixseries/NoiseSource/noise/mrs_string/mode", "rand");
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Seriesmixseries/Delay/noiseDelay/mrs_real/delaySeconds", noiseDelay);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/mixseries/Gain/noiseGain/mrs_real/gain", noiseGain_);
}
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/ShiftInput/si/mrs_natural/winSize", Nw+1);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/Shifter/sh/mrs_natural/shift", 1);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/Windowing/wi/mrs_natural/size", N);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/Windowing/wi/mrs_string/type", "Hanning");
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/Windowing/wi/mrs_bool/zeroPhasing", true);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkL/Windowing/win/mrs_natural/size", N);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkL/Windowing/win/mrs_string/type", "Hanning");
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkL/Windowing/win/mrs_bool/zeroPhasing", true);
//
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkR/Windowing/win/mrs_natural/size", N);
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkR/Windowing/win/mrs_string/type", "Hanning");
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/stereoSpkNet/Parallel/LRnet/Series/spkR/Windowing/win/mrs_bool/zeroPhasing", true);
if(unprecise_)
mainNet->updControl("PeakConvert/conv/mrs_bool/improvedPrecision", false);
else
mainNet->updControl("PeakConvert/conv/mrs_bool/improvedPrecision", true);
if(noPeakPicking_)
mainNet->updControl("PeakConvert/conv/mrs_bool/picking", false);
mainNet->updControl("PeakConvert/conv/mrs_natural/frameMaxNumPeaks", S);
mainNet->updControl("PeakConvert/conv/mrs_string/frequencyInterval", intervalFrequency);
mainNet->updControl("PeakConvert/conv/mrs_natural/nbFramesSkipped", 0);//(N/D));
if (!disableClustering)
{
mainNet->updControl("FlowThru/clustNet/Series/NCutNet/Fanout/stack/NormCut/NCut/mrs_natural/numClusters", C);
mainNet->updControl("FlowThru/clustNet/Series/NCutNet/PeakClusterSelect/clusterSelect/mrs_natural/numClustersToKeep", nbSelectedClusters_);
}
// //[TODO]
// mainNet->setctrl("PeClust/peClust/mrs_natural/selectedClusters", nbSelectedClusters_);
// mainNet->setctrl("PeClust/peClust/mrs_natural/hopSize", D);
// mainNet->setctrl("PeClust/peClust/mrs_natural/storePeaks", (mrs_natural) peakStore_);
// mainNet->updControl("PeClust/peClust/mrs_string/similarityType", T);
//
// similarityWeight_.stretch(3);
// similarityWeight_(0) = 1;
// similarityWeight_(1) = 10; //[WTF]
// similarityWeight_(2) = 1;
// mainNet->updControl("PeClust/peClust/mrs_realvec/similarityWeight", similarityWeight_);
if(noiseName != EMPTYSTRING)
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/SoundFileSink/mixSink/mrs_string/filename", mixName);
mainNet->update();
//check if input is a stereo signal
if(mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/mrs_natural/onObservations")->to<mrs_natural>() == 1)
{
//if a not a stereo signal, we must set the Stereo2Mono weight to 1.0 (i.e. do no mixing)!
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/Stereo2Mono/s2m/mrs_real/weight", 1.0);
}
//------------------------------------------------------------------------
//check which similarity computations should be disabled (if any)
//------------------------------------------------------------------------
if (!disableClustering)
{
// Frequency Similarity
if(ignoreFrequency)
{
cout << "** Frequency Similarity Computation disabled!" << endl;
mainNet->updControl("FlowThru/clustNet/FanOutIn/simNet/mrs_string/disableChild",
"Series/freqSim");
}
else
cout << "** Frequency Similarity Computation enabled!" << endl;
// amplitude similarity
if(ignoreAmplitude)
{
cout << "** Amplitude Similarity Computation disabled!" << endl;
mainNet->updControl("FlowThru/clustNet/FanOutIn/simNet/mrs_string/disableChild",
"Series/ampSim");
}
else
cout << "** Amplitude Similarity Computation enabled!" << endl;
// HWPS similarity
if(ignoreHWPS)
{
cout << "** HWPS (harmonicity) Similarity Computation disabled!" << endl;
mainNet->updControl("FlowThru/clustNet/FanOutIn/simNet/mrs_string/disableChild",
"Series/HWPSim");
}
else
cout << "** HWPS (harmonicity) Similarity Computation enabled!" << endl;
//
//Panning Similarity
if(mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/mrs_natural/onObservations")->to<mrs_natural>() == 2 &&
!ignorePan)
{
cout << "** Panning Similarity Computation enabled!" << endl;
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/mrs_string/enableChild",
"Series/stereoSpkNet");
mainNet->updControl("FlowThru/clustNet/FanOutIn/simNet/mrs_string/enableChild",
"Series/panSim");
}
else //if not stereo or if stereo to be ignored, disable some branches
{
cout << "** Panning Similarity Computation disabled!" << endl;
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/mrs_string/disableChild",
"Series/stereoSpkNet");
mainNet->updControl("FlowThru/clustNet/FanOutIn/simNet/mrs_string/disableChild",
"Series/panSim");
}
}
else
{
mainNet->updControl("Accumulator/textWinNet/Series/analysisNet/Series/peakExtract/Fanout/stereoFo/mrs_string/disableChild",
"Series/stereoSpkNet");
}
//
mainNet->update(); //probably not necessary... [!]
//------------------------------------------------------------------------
if(noiseDuration_) //[WTF]
{
ostringstream ossi;
ossi << ((noiseDelay_+noiseDuration_)) << "s";
cout << ossi.str() << endl;
// touch the gain directly
// noiseGain->updControl("0.1s", Repeat("0.1s", 1), new EvValUpd(noiseGain,"mrs_real/gain", 0.0));
}
//ONSET DETECTION CONFIGURATION (if enabled)
if(useOnsets)
{
cout << "** Onset detector enabled -> using dynamically adjusted texture windows!" << endl;
cout << "WinSize = " << winSize_ << endl;
cout << "N = " << N << endl;
cout << "Nw = " << Nw << endl;
cout << "hopSize = " << hopSize_ << endl;
cout << "D = " << D << endl;
cout << "fs = " << samplingFrequency_ << endl;
//link controls for onset detector
onsetdetector->linkControl("Filter/filt2/mrs_realvec/ncoeffs",
"Filter/filt1/mrs_realvec/ncoeffs");
onsetdetector->linkControl("Filter/filt2/mrs_realvec/dcoeffs",
"Filter/filt1/mrs_realvec/dcoeffs");
//link onset detector to accumulator and if onsets enabled, set "explicitFlush" mode
textWinNet->linkControl("mrs_bool/flush",
"Series/analysisNet/Series/peakExtract/Fanout/stereoFo/Series/spectrumNet/FlowThru/onsetdetector/PeakerOnset/peaker/mrs_bool/onsetDetected");
//update onset detector controls
onsetdetector->updControl("PowerSpectrum/pspk/mrs_string/spectrumType", "wrongdBonsets");
onsetdetector->updControl("Flux/flux/mrs_string/mode", "DixonDAFX06");
realvec bcoeffs(1,3);//configure zero-phase Butterworth filter of Flux time series -> butter(2, 0.28)
bcoeffs(0) = 0.1174;
bcoeffs(1) = 0.2347;
bcoeffs(2) = 0.1174;
realvec acoeffs(1,3);
acoeffs(0) = 1.0;
acoeffs(1) = -0.8252;
acoeffs(2) = 0.2946;
onsetdetector->updControl("Filter/filt1/mrs_realvec/ncoeffs", bcoeffs);
onsetdetector->updControl("Filter/filt1/mrs_realvec/dcoeffs", acoeffs);
mrs_natural lookAheadSamples = 6;
onsetdetector->updControl("PeakerOnset/peaker/mrs_natural/lookAheadSamples", lookAheadSamples); //!!
onsetdetector->updControl("PeakerOnset/peaker/mrs_real/threshold", 1.5); //!!!
onsetdetector->updControl("ShiftInput/sif/mrs_natural/winSize", 4*lookAheadSamples+1);
//set Accumulator controls for explicit flush mode
mrs_natural winds = 1+lookAheadSamples+mrs_natural(ceil(mrs_real(winSize_)/hopSize_/2.0));
cout << "Accumulator/textWinNet timesToKeep = " << winds << endl;
mrs_real textureWinMinLen = 0.050; //secs
mrs_real textureWinMaxLen = 1.0; //secs
mrs_natural minTimes = (mrs_natural)(textureWinMinLen*samplingFrequency_/hopSize_);
mrs_natural maxTimes = (mrs_natural)(textureWinMaxLen*samplingFrequency_/hopSize_);
cout << "Accumulator/textWinNet MinTimes = " << minTimes << " (i.e. " << textureWinMinLen << " secs)" << endl;
cout << "Accumulator/textWinNet MaxTimes = " << maxTimes << " (i.e. " << textureWinMaxLen << " secs)" <<endl;
textWinNet->updControl("mrs_string/mode", "explicitFlush");
textWinNet->updControl("mrs_natural/timesToKeep", winds);
textWinNet->updControl("mrs_string/mode","explicitFlush");
textWinNet->updControl("mrs_natural/maxTimes", maxTimes);
textWinNet->updControl("mrs_natural/minTimes", minTimes);
}
else
{
cout << "** Onset detector disabled -> using fixed length texture windows" << endl;
cout << "Accumulator/textWinNet nTimes = " << accSize << " (i.e. " << accSize*hopSize_/samplingFrequency_ << " secs)" << endl;
mainNet->updControl("Accumulator/textWinNet/mrs_natural/nTimes", accSize);
}
if(synthetize>-1)
{
mrs_natural delay = -(winSize_/2 - hopSize_);
cout << "Delay = " << delay << endl;
if (synthetize < 3)
{
if(synthetize==0)
{
mainNet->updControl("Shredder/synthNet/Series/postNet/PeakSynthOsc/pso/mrs_real/samplingFreq", samplingFrequency_);
mainNet->updControl("Shredder/synthNet/Series/postNet/PeakSynthOsc/pso/mrs_natural/delay", delay); // Nw/2+1
mainNet->updControl("Shredder/synthNet/Series/postNet/PeakSynthOsc/pso/mrs_natural/synSize", hopSize_*2);//D*2);
mainNet->updControl("Shredder/synthNet/Series/postNet/Windowing/wiSyn/mrs_string/type", "Hanning");
// changed the cluster labeling from -1 (don't use) and 0 (use) to negative (don't use) and positive (use) indices
mainNet->updControl("Shredder/synthNet/Series/postNet/PeakSynthOsc/pso/mrs_natural/peakGroup2Synth", -1);
}
else
{
// linking between the first slice and the psf
mainNet->linkControl("Shredder/synthNet/Series/postNet/mrs_realvec/input0", "PeSynthetize/synthNet/Series/postNet/PeakSynthFFT/psf/mrs_realvec/peaks");
//
mainNet->updControl("Shredder/synthNet/Series/postNet/Windowing/wiSyn/mrs_string/type", "Hanning");
mainNet->updControl("Shredder/synthNet/Series/postNet/FlowCutSource/fcs/mrs_natural/setSamples", D);
mainNet->updControl("Shredder/synthNet/Series/postNet/FlowCutSource/fcs/mrs_natural/setObservations", 1);
// setting the panning mode mono/stereo
mainNet->updControl("Shredder/synthNet/Series/postNet/PeakSynthFFT/psf/mrs_natural/nbChannels", synthetize_);
mainNet->updControl("Shredder/synthNet/Series/postNet/PeakSynthFFT/psf/mrs_string/panning", panningInfo);
// setting the FFT size
mainNet->updControl("Shredder/synthNet/Series/postNet/ShiftInput/siSyn/mrs_natural/winSize", D*2);
// setting the name of the original file
if (microphone_)
{
mainNet->updControl("Shredder/synthNet/Series/postNet/AudioSource/srcSyn/mrs_natural/inSamples", D);
mainNet->updControl("Shredder/synthNet/Series/postNet/AudioSource/srcSyn/mrs_natural/inObservations", 1);
}
else
{
mainNet->updControl("Shredder/synthNet/Series/postNet/SoundFileSource/srcSyn/mrs_string/filename", sfName);
// pvseries->updControl("Shredder/synthNet/Series/postNet/SoundFileSource/srcSyn/mrs_natural/pos", 0);
mainNet->updControl("Shredder/synthNet/Series/postNet/SoundFileSource/srcSyn/mrs_natural/onSamples", D);
mainNet->updControl("Shredder/synthNet/Series/postNet/SoundFileSource/srcSyn/mrs_natural/onObservations", 1);
}
// setting the synthesis starting time (default 0)
}
}
//else
// mainNet->updControl("Shredder/synthNet/Series/postNet/PeakSynthOscBank/pso/mrs_natural/Interpolation", D); //this control exists?!? [WTF]
//mainNet->updControl("Shredder/synthNet/Series/postNet/ShiftOutput/so/mrs_natural/Interpolation", D); //[WTF]
if (outsfname == "MARSYAS_EMPTY")
mainNet->updControl("Shredder/synthNet/Series/postNet/AudioSink/dest/mrs_natural/bufferSize", bopt_);
if(residual_)
{
mainNet->updControl("Shredder/synthNet/Series/postNet/Fanout/fano/Series/fanSeries/Delay/delay/mrs_natural/delay", delay); // Nw+1-D
if (microphone_)
{
mainNet->updControl("PeSynthetize/synthNet/Series/postNet/Fanout/fano/Series/fanSeries/AudioSource/src2/mrs_natural/inSamples", D);
mainNet->updControl("PeSynthetize/synthNet/Series/postNet/Fanout/fano/Series/fanSeries/AudioSource/src2/mrs_natural/inObservations", 1);
}
else
{
mainNet->updControl("Shredder/synthNet/Series/postNet/Fanout/fano/Series/fanSeries/SoundFileSource/src2/mrs_string/filename", sfName);
mainNet->updControl("Shredder/synthNet/Series/postNet/Fanout/fano/Series/fanSeries/SoundFileSource/src2/mrs_natural/pos", 0);
mainNet->updControl("Shredder/synthNet/Series/postNet/Fanout/fano/Series/fanSeries/SoundFileSource/src2/mrs_natural/inSamples", D);
mainNet->updControl("Shredder/synthNet/Series/postNet/Fanout/fano/Series/fanSeries/SoundFileSource/src2/mrs_natural/inObservations", 1);
}
mainNet->updControl("Shredder/synthNet/Series/postNet/Fanout/fano/SoundFileSink/dest/mrs_string/filename", outsfname);//[!]
mainNet->updControl("Shredder/synthNet/Series/postNet/SoundFileSink/destRes/mrs_string/filename", fileResName);//[!]
}
else
mainNet->updControl("Shredder/synthNet/Series/postNet/SoundFileSink/dest/mrs_string/filename", outsfname);//[!]
}
//***************************************************************************************************************
// MAIN TICKING LOOP
//***************************************************************************************************************
//ofstream cfile("density.txt", ios::app); //[WTF] [TODO]
mrs_real globalSnr = 0;
mrs_natural frameCount = 0;
// mrs_real time=0;
while(1)
{
mainNet->tick();
if(synthetize > -1 && residual_)
{
mrs_real snr = mainNet->getctrl("PeSynthetize/synthNet/Series/postNet/PeakResidual/res/mrs_real/SNR")->to<mrs_real>();
globalSnr += snr;
frameCount++;
// cout << "Frame " << frameCount << " SNR : "<< snr << endl;
}
if (!microphone_)
{
bool temp2 = analysisNet->getctrl("FanOutIn/mixer/Series/oriNet/SoundFileSource/src/mrs_bool/hasData")->to<mrs_bool>();
mrs_real timeRead = analysisNet->getctrl("FanOutIn/mixer/Series/oriNet/SoundFileSource/src/mrs_natural/pos")->to<mrs_natural>()/samplingFrequency_;
mrs_real timeLeft;
if(!stopAnalyse_)
timeLeft = analysisNet->getctrl("FanOutIn/mixer/Series/oriNet/SoundFileSource/src/mrs_natural/size")->to<mrs_natural>()/samplingFrequency_;
else
timeLeft = stopAnalyse_;
// string fname = mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/FanOutIn/mixer/Series/oriNet/SoundFileSource/src/mrs_string/filename")->to<mrs_string>();
printf(" %.2f / %.2f \r", timeRead, timeLeft);
fflush(stdout);
//cout << fixed << setprecision(2) << timeRead << "/" << setprecision(2) << timeLeft;
///*bool*/ temp = mainNet->getctrl("Accumulator/textWinNet/Series/analysisNet/SoundFileSource/src/mrs_bool/hasData")->to<mrs_bool>();
//[TODO]
// mrs_real density = mainNet->getctrl("PeClust/peClust/mrs_real/clusterDensity")->to<mrs_real>();
// cfile << density << " " << oriGain << endl;
// //cout << oriGain << endl;
if (temp2 == false || (stopAnalyse_ !=0 && stopAnalyse_<timeRead))
break;
}
}
if(synthetize_ > -1 && residual_)
{
cout << "Global SNR : " << globalSnr/frameCount << endl;
*snr0 = globalSnr/frameCount;
}
if(peakStore_)
{
mainNet->updControl("PeakViewSink/peSink/mrs_real/fs", samplingFrequency_);
mainNet->updControl("PeakViewSink/peSink/mrs_natural/frameSize", D);
mainNet->updControl("PeakViewSink/peSink/mrs_string/filename", filePeakName);
mainNet->updControl("PeakViewSink/peSink/mrs_bool/done", true);
}
//cfile.close(); [TODO]
delete mainNet;
}
// Play soundfile given by sfName, playbacknet contains the playback
// network of MarSystem objects
void sftransform(mrs_real gain, string outName)
{
MarSystemManager mng;
MarSystem* dest = mng.create("SoundFileSink", "dest");
dest->updctrl("mrs_string/filename", "sftransformOutput.au");
NetworkTCPSource* netSrc = new NetworkTCPSource("netSrc");
MarSystem* playbacknet = mng.create("Series", "playbacknet");
playbacknet->addMarSystem(netSrc);
playbacknet->addMarSystem(mng.create("InvSpectrum", "ispk"));
playbacknet->addMarSystem(mng.create("Gain", "gt"));
playbacknet->addMarSystem(dest);
// update controls if they are passed on cmd line...
if ( port != 0 ) {
netSrc->updctrl("mrs_natural/port", port);
}
playbacknet->update();
playbacknet->linkctrl("mrs_natural/nChannels", "NetworkTCPSource/netSrc/mrs_natural/nChannels");
playbacknet->linkctrl("mrs_natural/pos", "NetworkTCPSource/netSrc/mrs_natural/pos");
playbacknet->linkctrl("mrs_natural/nChannels", "SoundFileSink/dest/mrs_natural/nChannels");
playbacknet->linkctrl("mrs_bool/hasData", "NetworkTCPSource/netSrc/mrs_bool/hasData");
playbacknet->linkctrl("mrs_bool/mute", "Gain/gt/mrs_bool/mute");
// output network description to cout
cout << *playbacknet << endl;
// setup TCP Server and wait for connection...
netSrc->refresh();
cout << "Connection Established with: " << netSrc->getClientAddr() << endl;
// udpate controls
//playbacknet.updctrl("mrs_natural/inSamples", MRS_DEFAULT_SLICE_NSAMPLES);
playbacknet->updctrl("Gain/gt/mrs_real/gain", gain);
mrs_natural wc=0;
mrs_natural samplesPlayed = 0;
mrs_natural onSamples = playbacknet->getctrl("mrs_natural/onSamples")->to<mrs_natural>();
// mrs_natural repeatId = 1;
mrs_real* controls = 0;
while (true)
{
try {
controls = playbacknet->recvControls();
if ( controls != 0 ) {
// get some reference controls, so if they have changed we update them
mrs_natural inSamples = playbacknet->getctrl("mrs_natural/inSamples")->to<mrs_natural>();
mrs_natural inObservations = playbacknet->getctrl("mrs_natural/inObservations")->to<mrs_natural>();
mrs_real israte = playbacknet->getctrl("mrs_real/israte")->to<mrs_real>();
if ( (mrs_natural)controls[1] != inSamples || (mrs_natural)controls[2] != inObservations
|| controls[3] != israte ) {
playbacknet->updctrl("mrs_natural/inSamples", (mrs_natural)controls[1]);
playbacknet->updctrl("mrs_natural/inObservations", (mrs_natural)controls[2]);
playbacknet->updctrl("mrs_real/israte", controls[3]);
}
}
playbacknet->tick();
}
catch( SocketException e ) {
cerr << "Played " << wc << " slices of " << onSamples << " samples" << endl;
exit(1);
}
wc ++;
samplesPlayed += onSamples;
}
}
void recognize(string sfName, string outName)
{
MarSystemManager mng;
mrs_realvec out, tmpvec;
mrs_natural inputsize, wsize;
mrs_real samplingFreq;
Collection inputs;
MarSystem* all = mng.create("Series", "all");
MarSystem* acc = mng.create("Accumulator", "acc");
MarSystem* net = mng.create("Series", "net");
MarSystem* total = mng.create("Series", "total");
MarSystem* src = mng.create("SoundFileSource", "src");
MarSystem* spc = mng.create("Spectrum", "spc");
MarSystem* pws = mng.create("PowerSpectrum", "pws");
MarSystem* crm = mng.create("Chroma","crm");
MarSystem* csl = mng.create("ChromaScale","csl");
MarSystem* ff = mng.create("Fanout", "ff");
MarSystem* ss = mng.create("Fanout", "ss");
MarSystem* mn = mng.create("Mean", "mn");
MarSystem* std = mng.create("StandardDeviation", "std");
MarSystem* mfccnet = mng.create("Series", "mfccnet");
MarSystem* ant = mng.create("Annotator", "ant");
MarSystem* wks = mng.create("WekaSink", "wks");
MarSystem* wksnet = mng.create("Series", "wksnet");
inputs.read(sfName);
mfccnet->addMarSystem(mng.create("Spectrum","spc2"));
mfccnet->addMarSystem(mng.create("PowerSpectrum","psc2"));
mfccnet->addMarSystem(mng.create("MFCC", "mfcc"));
total->addMarSystem(src);
total->addMarSystem(ff);
net->addMarSystem(spc);
net->addMarSystem(pws);
net->addMarSystem(crm);
net->addMarSystem(csl);
ff->addMarSystem(mfccnet);
ff->addMarSystem(net);
acc->addMarSystem(total);
all->addMarSystem(acc);
ss->addMarSystem(mn);
ss->addMarSystem(std);
all->addMarSystem(ss);
wksnet->addMarSystem(ant);
wksnet->addMarSystem(wks);
wksnet->updControl("mrs_natural/inSamples", 1);
wksnet->updControl("mrs_natural/inObservations", all->getctrl("mrs_natural/onObservations")->to<mrs_natural>());
wksnet->updControl("WekaSink/wks/mrs_string/labelNames", inputs.getLabelNames()); // change to just sfName
wksnet->updControl("WekaSink/wks/mrs_natural/nLabels", (mrs_natural)inputs.getNumLabels()); // change to just 1
wksnet->updControl("WekaSink/wks/mrs_natural/downsample", 1);
wksnet->updControl("WekaSink/wks/mrs_string/filename", outName);
tmpvec.create(all->getctrl("mrs_natural/onObservations")->to<mrs_natural>()+1,1);
for(mrs_natural i=0; i<inputs.size(); ++i) {
cout << "Now processing: " << inputs.entry(i) << endl;
src->updControl("mrs_string/filename", inputs.entry(i));
//spc->updControl("mrs_natural/inSamples", 1024);
inputsize = src->getctrl("mrs_natural/size")->to<mrs_natural>();
wsize = src->getctrl("mrs_natural/onSamples")->to<mrs_natural>();
inputsize /= wsize;
acc->updControl("mrs_natural/nTimes", inputsize);
samplingFreq = src->getctrl("mrs_real/israte")->to<mrs_real>();
all->update();
crm->setctrl("mrs_real/samplingFreq", samplingFreq);
crm->setctrl("mrs_natural/lowOctNum", 2);
crm->setctrl("mrs_natural/highOctNum", 5);
crm->setctrl("mrs_natural/inObservations", wsize/2);
crm->update();
csl->setctrl("mrs_natural/inObservations", 12);
csl->update();
all->tick();
out = all->getctrl("mrs_realvec/processedData")->to<mrs_realvec>();
wksnet->updControl("Annotator/ant/mrs_natural/label", (mrs_natural)inputs.labelNum(inputs.labelEntry(i))); // change to just 0
wksnet->updControl("WekaSink/wks/mrs_string/currentlyPlaying", inputs.entry(i));
wksnet->process(out, tmpvec);
}
delete all;
delete wksnet;
}
void recognize(string sfName, string hName, string tpName, string cnName, string szName, string outName)
{
mrs_natural i, j, k, l, m;
mrs_natural wsize, obs, totalCount;
mrs_natural inputsize, maxind, outsize/*, prevNum*/;
mrs_real msecondsPerFrame, sfrq;
//mrs_natural startX, startY, endX, endY;
MarSystemManager mng;
MarSystem* netInp = mng.create("Series","netInp");
MarSystem* netInp2 = mng.create("Series","netInp2");
MarSystem* accInp = mng.create("Accumulator","accInp");
MarSystem* accInp2 = mng.create("Accumulator", "accInp2");
MarSystem* Inp = mng.create("Series","Inp");
MarSystem* Inp2 = mng.create("Series", "Inp2");
MarSystem* sim = mng.create("SimilarityMatrix", "sim");
MarSystem* sim2 = mng.create("SimilarityMatrix", "sim2");
MarSystem* met = mng.create("Metrix2", "met");
MarSystem* dtw = mng.create("DTWWD", "dtw");
MarSystem* met2 = mng.create("Metrix2", "met2");
MarSystem* dtw2 = mng.create("DTW", "dtw");
MarSystem* ap = mng.create("AveragingPattern","ap");
//MarSystem* total = mng.create("Series","total");
MarSystem* total2 = mng.create("Series", "total2");
//MarSystem* total3 = mng.create("Series", "total3");
//MarSystem* total4 = mng.create("Series", "total4");
//MarSystem* ann = mng.create("Annotator","ann");
MarSystem* ann2 = mng.create("Annotator", "ann2");
//MarSystem* ann3 = mng.create("Annotator", "ann3");
//MarSystem* ann4 = mng.create("Annotator", "ann4");
//MarSystem* wks = mng.create("WekaSink","wks");
MarSystem* wks2 = mng.create("WekaSink", "wks2");
//MarSystem* wks3 = mng.create("WekaSink", "wks3");
//MarSystem* wks4 = mng.create("WekaSink", "wks4");
MarSystem* crm = mng.create("Chroma", "crm");
MarSystem* dlt = mng.create("Delta", "dlt");
Collection templates, countsclc, inputs, hfiles, sizesclc;
ostringstream oss;
realvec sizes, b, tmpcounts, counts, genres, tmpsizes, formin, delta, map;
realvec dataInp, dataTpl, beginPos, endPos, tmpFeatures, tmpbegin, tmpend;
realvec featuresInp, featuresTpl, /*outFeatures,*/ outFeatures2, /*outFeatures3, outFeatures4, tmpvec,*/ tmpvec2/*, tmpvec3, tmpvec4*/;
realvec simInput, simOutput, algOutput, segments, tmpsimin, tmpsimout, tmpalgout;
mrs_bool b_begin;
vector<string> strVec;
inputs.read(sfName);
templates.read(tpName);
hfiles.read(hName);
countsclc.read(cnName);
sizesclc.read(szName);
outsize = 0;
strVec.resize(templates.size());
/*** load template patterns ***/
oss.str("");
l=0;
for(i=0; i< (mrs_natural)countsclc.size(); ++i){
tmpcounts.read(countsclc.entry(i));
for(j=1; j<(mrs_natural)tmpcounts.getSize(); j++){
if(tmpcounts(j) > 0){
l++;
}
}
}
sizes.create(l+1);
genres.create(l);
//outFeatures.create(l+1,1);
outFeatures2.create(templates.getNumLabels(),1);
//outFeatures3.create(l*l,1);
//outFeatures4.create(l,1);
//tmpvec.create(outFeatures.getRows()+1,1);
tmpvec2.create(outFeatures2.getRows()+1,1);
//tmpvec3.create(outFeatures3.getRows()+1,1);
//tmpvec4.create(outFeatures4.getRows()+1,1);
tmpFeatures.create(1);
l=0;
for(i=0; i<(mrs_natural)countsclc.size(); ++i){
tmpcounts.read(countsclc.entry(i));
tmpsizes.read(sizesclc.entry(i));
for(j=1; j<tmpcounts.getSize(); j++){
if(tmpcounts(j) > 0){
l++;
sizes(l) = tmpsizes(j);
}
}
}
featuresTpl.create(sizes.getSize()*BIN,sizes.maxval());
for(i=0; i<(mrs_natural)templates.size(); ++i){
if(templates.labelName(i) != countsclc.labelName(i)){
cerr << "Error: templates and counts don't match!" << endl;
exit(-1);
}
}
l=0;
for(i=0; i<(mrs_natural)templates.size(); ++i){
strVec[i] = templates.labelName(i);
tmpcounts.read(countsclc.entry(i));
dataTpl.read(templates.entry(i));
tmpsizes.read(sizesclc.entry(i));
for(j=1; j<tmpcounts.getSize(); j++){
if(tmpcounts(j) > 0){
genres(l) = i;
//sizes(l+1) = tmpsizes(j);
outsize += tmpsizes(j);
oss << templates.labelName(i) << j << ",";
for(k=0; k<BIN; k++){
for(m=0; m<sizes(l+1); m++){
featuresTpl(k+BIN*l,m) = dataTpl(k+BIN*(j-1),m);
}
}
l++;
}
}
}
/*** set controls to input series ***/
netInp->addMarSystem(mng.create("SoundFileSource","inpsrc"));
netInp->addMarSystem(mng.create("Windowing","ham"));
netInp->addMarSystem(mng.create("Spectrum","spc"));
netInp->addMarSystem(mng.create("PowerSpectrum","psc"));
//netInp->addMarSystem(mng.create("MFCC","mfcc"));
accInp->addMarSystem(netInp);
accInp->updControl("mrs_natural/nTimes",ACC_INPUT);
Inp->addMarSystem(accInp);
netInp2->addMarSystem(mng.create("SoundFileSource","inpsrc2"));
netInp2->addMarSystem(mng.create("Windowing","ham2"));
netInp2->addMarSystem(mng.create("Spectrum","spc2"));
netInp2->addMarSystem(mng.create("PowerSpectrum","psc"));
netInp2->addMarSystem(crm);
netInp2->addMarSystem(dlt);
accInp2->addMarSystem(netInp2);
accInp2->updControl("mrs_natural/nTimes",ACC_INPUT);
Inp2->addMarSystem(accInp2);
/*** set conttols to rhythm map ***/
sim->updControl("mrs_natural/calcCovMatrix",2);
sim->updControl("mrs_string/normalize", "MeanStd");
sim->addMarSystem(met);
sim2->updControl("mrs_natural/calcCovMatrix",2);
sim2->updControl("mrs_string/normalize", "MeanStd");
sim2->addMarSystem(met2);
met->updControl("mrs_string/metric","euclideanDistance");
met2->updControl("mrs_string/metric", "euclideanDistance");
dtw->updControl("mrs_string/lastPos","lowest");
dtw->updControl("mrs_string/startPos","lowest");
dtw->updControl("mrs_string/localPath","diagonal");
dtw->updControl("mrs_bool/weight",false);
dtw->updControl("mrs_string/mode","OnePass");
dtw2->updControl("mrs_string/lastPos", "end");
dtw2->updControl("mrs_string/startPos", "zero");
dtw2->updControl("mrs_string/localPath", "diagonal");
dtw2->updControl("mrs_bool/weight", false);
dtw2->updControl("mrs_string/mode", "normal");
/*** create wekasink series ***/
//total->addMarSystem(ann);
//total->addMarSystem(wks);
total2->addMarSystem(ann2);
total2->addMarSystem(wks2);
//total3->addMarSystem(ann3);
//total3->addMarSystem(wks3);
//total4->addMarSystem(ann4);
//total4->addMarSystem(wks4);
/*** update control of wekasink series ***/
/*
total->updControl("mrs_natural/inSamples",1);
total->updControl("mrs_natural/inObservations",outFeatures.getRows());
total->updControl("WekaSink/wks/mrs_string/labelNames",inputs.getLabelNames());
total->updControl("WekaSink/wks/mrs_natural/nLabels",inputs.getNumLabels());
total->updControl("WekaSink/wks/mrs_natural/downsample",1);
total->updControl("WekaSink/wks/mrs_string/inObsNames",oss.str());
total->updControl("WekaSink/wks/mrs_string/filename",outName);
*/
total2->updControl("mrs_natural/inSamples",1);
total2->updControl("mrs_natural/inObservations",outFeatures2.getRows());
total2->updControl("WekaSink/wks2/mrs_string/labelNames",sfName);
total2->updControl("WekaSink/wks2/mrs_natural/nLabels",1);
total2->updControl("WekaSink/wks2/mrs_natural/downsample",1);
total2->updControl("WekaSink/wks2/mrs_string/inObsNames",oss.str());
//oss.str("");
//oss << outName << "_add.arff";
//total2->updControl("WekaSink/wks2/mrs_string/filename",oss.str());
total2->updControl("WekaSink/wks2/mrs_string/filename",outName);
/*
total3->updControl("mrs_natural/inSamples",1);
total3->updControl("mrs_natural/inObservations",outFeatures3.getRows());
total3->updControl("WekaSink/wks3/mrs_string/labelNames",inputs.getLabelNames());
total3->updControl("WekaSink/wks3/mrs_natural/nLabels",inputs.getNumLabels());
total3->updControl("WekaSink/wks3/mrs_natural/downsample",1);
total3->updControl("WekaSink/wks3/mrs_string/inObsNames",oss.str());
oss.str("");
oss << outName << "_LSA.arff";
total3->updControl("WekaSink/wks3/mrs_string/filename",oss.str());
total4->updControl("mrs_natural/inSamples",1);
total4->updControl("mrs_natural/inObservations",outFeatures4.getRows());
total4->updControl("WekaSink/wks4/mrs_string/labelNames",inputs.getLabelNames());
total4->updControl("WekaSink/wks4/mrs_natural/nLabels",inputs.getNumLabels());
total4->updControl("WekaSink/wks4/mrs_natural/downsample",1);
total4->updControl("WekaSink/wks4/mrs_string/inObsNames",oss.str());
oss.str("");
oss << outName << "_distance.arff";
total4->updControl("WekaSink/wks4/mrs_string/filename",oss.str());
*/
/*** process ***/
featuresInp.create(BIN,ACC_INPUT);
b.create(BIN+2);
simInput.create(BIN+featuresTpl.getRows(),ACC_INPUT);
simOutput.create(outsize,ACC_INPUT);
tmpsimin.create(BIN*2,ACC_INPUT);
tmpsimout.create(ACC_INPUT,ACC_INPUT);
algOutput.create(3*ACC_INPUT,2);
tmpalgout.create(3*ACC_INPUT,2);
delta.create(1,ACC_INPUT);
tmpsizes.create(2);
segments.create(1,1);
tmpbegin.create(1,1);
tmpend.create(1,1);
for(l=0; l<(mrs_natural)inputs.size(); l++){
cout << "Now processing: " << inputs.entry(l) << endl;
/*** calculate input spectrogram ***/
netInp->updControl("SoundFileSource/inpsrc/mrs_string/filename",inputs.entry(l));
netInp2->updControl("SoundFileSource/inpsrc2/mrs_string/filename",hfiles.entry(l));
inputsize = netInp->getctrl("SoundFileSource/inpsrc/mrs_natural/size")->to<mrs_natural>();
wsize = netInp->getctrl("Windowing/ham/mrs_natural/size")->to<mrs_natural>();
inputsize /= wsize;
accInp->updControl("mrs_natural/nTimes",inputsize);
accInp2->updControl("mrs_natural/nTimes",inputsize);
Inp->tick();
dataInp = Inp->getctrl("mrs_realvec/processedData")->to<mrs_realvec>();
/*** calculate input feature vector of input ***/
featuresInp.stretch(BIN,dataInp.getCols());
for(i=0; i<featuresInp.getRows(); ++i){
for(j=0; j<featuresInp.getCols(); j++){
featuresInp(i,j) = 0;
}
}
sfrq = netInp->getctrl("SoundFileSource/inpsrc/mrs_real/osrate")->to<mrs_real>();
obs = netInp->getctrl("mrs_natural/onObservations")->to<mrs_natural>();
for(i=0; i<BIN+2; ++i){
b(i) = wsize*700/sfrq*(pow(10, (log10(1.0+sfrq/1400))*i/(BIN+1))-1);
}
for(j=0; j<BIN; j++){
for(k=0; k<obs; k++){
if(b(j) < k && k < b(j+1)){
for(i=0; i<dataInp.getCols(); ++i){
featuresInp(j,i) += dataInp(k,i)*(k-b(j))/(b(j+1)-b(j));
}
} else if(b(j+1) <= k && k <= b(j+2)){
for(i=0; i<dataInp.getCols(); ++i){
featuresInp(j,i) += dataInp(k,i)*(b(j+2)-k)/(b(j+2)-b(j+1));
}
}
}
for(i=0; i<featuresInp.getCols(); ++i){
featuresInp(j,i) /= (b(j+2)-b(j))/2;
featuresInp(j,i) = log(100000*featuresInp(j,i)+1);
}
}
dataInp.stretch(0,0);
// calculate input chroma delta
crm->setctrl("mrs_real/samplingFreq", sfrq);
crm->setctrl("mrs_natural/lowOctNum", 0);
crm->setctrl("mrs_natural/highOctNum", 8);
crm->setctrl("mrs_natural/inObservations", wsize/2);
crm->update();
dlt->setctrl("mrs_bool/sum", true);
dlt->setctrl("mrs_bool/absolute", true);
dlt->setctrl("mrs_bool/normalize", true);
dlt->setctrl("mrs_natural/normSize", 40);
dlt->update();
Inp2->tick();
delta = Inp2->getctrl("mrs_realvec/processedData")->to<mrs_realvec>();
/*** calculate input of SimilarityMatrix ***/
simInput.stretch(featuresInp.getRows()+featuresTpl.getRows(),featuresInp.getCols());
for(i=0; i<featuresInp.getCols(); ++i){
for(j=0; j<featuresInp.getRows(); j++){
simInput(j,i) = featuresInp(j,i);
}
}
for(i=0; i<featuresTpl.getCols(); ++i){
for(j=0; j<featuresTpl.getRows(); j++){
simInput(j+featuresInp.getRows(),i) = featuresTpl(j,i);
}
}
/*** update control of rhythm map ***/
sizes(0) = featuresInp.getCols();
sim->updControl("mrs_realvec/sizes",sizes);
sim->updControl("mrs_natural/inSamples",simInput.getCols());
sim->updControl("mrs_natural/inObservations",simInput.getRows());
simOutput.stretch(outsize,sizes(0));
dtw->updControl("mrs_realvec/sizes",sizes);
dtw->setctrl("mrs_realvec/delta", delta);
dtw->setctrl("mrs_real/deltaWeight", 10.0);
dtw->updControl("mrs_natural/inSamples",simOutput.getCols());
dtw->updControl("mrs_natural/inObservations",simOutput.getRows());
algOutput.stretch(3*sizes(0),2);
ap->updControl("mrs_realvec/sizes",sizes);
ap->updControl("mrs_natural/inSamples",simInput.getCols());
ap->updControl("mrs_natural/inObservations",simInput.getRows());
/*** calculate the alignment ***/
sim->process(simInput,simOutput);
dtw->process(simOutput,algOutput);
ap->updControl("mrs_realvec/alignment",algOutput);
ap->process(simInput,simInput);
/*** out the counts features vector ***/
tmpFeatures.stretch(ap->getctrl("mrs_realvec/counts")->to<mrs_realvec>()(0)-1);
counts = ap->getctrl("mrs_realvec/counts")->to<mrs_realvec>();
//oss.str(""); oss << inputs.entry(l) << "_counts.dat";
//counts.write(oss.str());
for(i=1; i<counts.getSize(); ++i){
counts(i) = counts(i)/counts(0);
}
counts(0) = 0;
counts.maxval(&maxind);
//cout << strVec[genres(maxind)] << endl;
/*
for(i=0; i<counts.getSize(); ++i){
outFeatures(i,0) = counts(i);
}
*/
for(i=0; i<outFeatures2.getRows(); ++i){
outFeatures2(i,0) = 0;
}
for(i=0; i<counts.getSize(); ++i){
outFeatures2(genres(i),0) += counts(i);
}
/*for(i=0; i<outFeatures3.getRows(); ++i){
for(j=0; j<outFeatures3.getCols(); j++){
outFeatures3(i,j) = 0.0;
}
}
b_begin = false;
startX = algOutput(m,0);
startY = algOutput(m,1);
k = 0;
prevNum = 1000;
for(i=m; i<algOutput.getRows(); ++i){
for(j=0; j<beginPos.getSize(); j++){
if(algOutput(i,1) == beginPos(j)){
if(!b_begin){
b_begin = true;
m = i;
startX = algOutput(i,0);
startY = algOutput(i,1);
}
break;
} else if(algOutput(i,1) == endPos(j)-1){
if(b_begin){
endX = algOutput(i,0);
endY = algOutput(i,1);
if(prevNum != 1000){
//tmpFeatures(k-1) = templatesDistance(map(j),prevNum);
outFeatures3(prevNum*(sizes.getSize()-1)+map(j),0)++;
}
prevNum = map(j);
k++;
b_begin = false;
break;
}
}
}
}
for(i=0; i<outFeatures3.getRows(); ++i){
outFeatures3(i,0) /= tmpFeatures.getSize();
}
*/
// update control
//total->updControl("Annotator/ann/mrs_natural/label",inputs.labelNum(inputs.labelEntry(l)));
total2->updControl("Annotator/ann2/mrs_natural/label", 0);
total2->process(outFeatures2,tmpvec2);
// out segment data
tmpbegin.stretch(sizes.getSize()-1);
tmpend.stretch(sizes.getSize()-1);
tmpbegin(0) = 0;
for(i=1; i<sizes.getSize()-1; ++i){
tmpbegin(i) = sizes(i) + tmpbegin(i-1);
}
for(i=0; i<sizes.getSize()-1; ++i){
tmpend(i) = tmpbegin(i) + sizes(i+1);
}
m=0; i=0;
while(m==0){
if(algOutput(i,0) >= 0 && algOutput(i,1) >= 0){
m = i;
}
++i ;
}
totalCount = 1;
for(i=0; i<tmpbegin.getSize(); ++i){
if(tmpbegin(i) <= algOutput(m,1) && algOutput(m,1) < tmpend(i)){
k = i;
break;
}
}
b_begin = true;
for(i=m; i<algOutput.getRows(); ++i){
for(j=0; j<tmpbegin.getSize(); j++){
if(algOutput(i,1) == tmpbegin(j)){
if(!b_begin){
b_begin = true;
totalCount++;
}
break;
} else if(algOutput(i,1) == tmpend(j)-1){
b_begin = false;
break;
}
}
}
segments.stretch(totalCount,3);
msecondsPerFrame = (mrs_real)wsize/(mrs_real)sfrq*1000.0;
segments(0,0) = 0.0; segments(0,2) = k+1;
b_begin = true;
k = 0;
for(i=m; i<algOutput.getRows(); ++i){
for(j=0; j<tmpbegin.getSize(); j++){
if(algOutput(i,1) == tmpbegin(j)){
if(!b_begin){
b_begin = true;
segments(k,1) = (mrs_real)algOutput(i,0)*msecondsPerFrame;
//segments(k,1) = algOutput(i,0);
k++;
segments(k,0) = (mrs_real)algOutput(i,0)*msecondsPerFrame;
//segments(k,0) = algOutput(i,0);
segments(k,2) = genres(j)+1;
}
break;
} else if(algOutput(i,1) == tmpend(j)-1){
b_begin = false;
break;
}
}
}
segments(k,1) = (mrs_real)algOutput(algOutput.getRows()-1,0)*msecondsPerFrame;
//segments(k,1) = algOutput(algOutput.getRows()-1,0);
//oss.str(""); oss << sfName << "_genres.txt";
oss.str(""); oss << inputs.entry(l) << "_segments.txt";
segments.write(oss.str());
/*
for(j=0; j<outFeatures4.getRows(); j++){
outFeatures4(j,0) = 0.0;
}
for(i=0; i<segments.getRows(); ++i){
for(k=0; k<genres.getSize(); k++){
tmpsizes(0) = segments(i,1) - segments(i,0);
tmpsizes(1) = sizes(k+1);
tmpsimin.stretch(BIN*2,tmpsizes.maxval());
sim2->updControl("mrs_realvec/sizes",tmpsizes);
sim2->update();
sim2->updControl("mrs_natural/inSamples",tmpsimin.getCols());
sim2->updControl("mrs_natural/inObservations",tmpsimin.getRows());
tmpsimout.stretch(tmpsizes(1),tmpsizes(0));
dtw2->updControl("mrs_realvec/sizes",tmpsizes);
dtw2->update();
dtw2->updControl("mrs_natural/inSamples",tmpsimout.getCols());
dtw2->updControl("mrs_natural/inObservations",tmpsimout.getRows());
tmpalgout.stretch(tmpsizes(0)+tmpsizes(1),2);
for(j=0; j<tmpsizes(0); j++){
for(m=0; m<BIN; m++){
tmpsimin(m,j) = featuresInp(m,j+segments(i,0));
}
}
for(j=tmpsizes(0); j<tmpsizes.maxval(); j++){
for(m=0; m<BIN; m++){
tmpsimin(m,j) = 0.0;
}
}
for(j=0; j<tmpsizes(1); j++){
for(m=0; m<BIN; m++){
tmpsimin(m+BIN,j) = featuresTpl(m+k*BIN,j);
}
}
for(j=tmpsizes(1); j<tmpsizes.maxval(); j++){
for(m=0; m<BIN; m++){
tmpsimin(m+BIN,j) = 0.0;
}
}
sim2->process(tmpsimin,tmpsimout);
dtw2->process(tmpsimout,tmpalgout);
if(tmpsizes(0) > 0 && dtw2->getctrl("mrs_real/totalDistance")->to<mrs_real>()> 0){
outFeatures4(k,0) += dtw2->getctrl("mrs_real/totalDistance")->to<mrs_real>()/tmpsizes(0);
}
}
}
if(segments.getRows() > 0){
for(j=0; j<outFeatures4.getRows(); j++){
outFeatures4(j,0) /= segments.getRows();
}
}
total4->updControl("Annotator/ann4/mrs_natural/label", inputs.labelNum(inputs.labelEntry(l)));
total4->process(outFeatures4,tmpvec4);*/
}
/*** delete memory ***/
delete sim;
delete sim2;
delete dtw;
delete dtw2;
delete ap;
delete Inp;
delete Inp2;
//delete total;
delete total2;
//delete total3;
//delete total4;
}
void record_orcas(mrs_real length, mrs_natural year,
string id1, string id2, string id3, string id4)
{
copt = 8;
sropt = 44100.0;
int bufferSize = 6144;
MarSystemManager mng;
MarSystem* asrc = mng.create("AudioSource", "asrc");
MarSystem* dest1 = mng.create("SoundFileSink", "dest1");
MarSystem* dest2 = mng.create("SoundFileSink", "dest2");
MarSystem* dest3 = mng.create("SoundFileSink", "dest3");
MarSystem* dest4 = mng.create("SoundFileSink", "dest4");
ostringstream oss1;
oss1 << "/Users/orcalab/orcaArchive/" << year << "/" << id1 << ".wav";
ostringstream oss2;
oss2 << "/Users/orcalab/orcaArchive/" << year << "/" << id2 << ".wav";
ostringstream oss3;
oss3 << "/Users/orcalab/orcaArchive/" << year << "/" << id3 << ".wav";
ostringstream oss4;
oss4 << "/Users/orcalab/orcaArchive/" << year << "/" << id4 << ".wav";
string fname1 = oss1.str();
string fname2 = oss2.str();
string fname3 = oss3.str();
string fname4 = oss4.str();
dest1->updControl("mrs_natural/inObservations", 2);
dest1->updControl("mrs_natural/inSamples", bufferSize);
dest1->updControl("mrs_real/israte", sropt);
dest1->updControl("mrs_string/filename", fname1);
dest2->updControl("mrs_natural/inObservations", 2);
dest2->updControl("mrs_natural/inSamples", bufferSize);
dest2->updControl("mrs_real/israte", sropt);
dest2->updControl("mrs_string/filename", fname2);
dest3->updControl("mrs_natural/inObservations", 2);
dest3->updControl("mrs_natural/inSamples", bufferSize);
dest3->updControl("mrs_real/israte", sropt);
dest3->updControl("mrs_string/filename", fname3);
dest4->updControl("mrs_natural/inObservations", 2);
dest4->updControl("mrs_natural/inSamples", bufferSize);
dest4->updControl("mrs_real/israte", sropt);
dest4->updControl("mrs_string/filename", fname4);
asrc->setctrl("mrs_natural/nChannels", copt);
asrc->setctrl("mrs_natural/inSamples", bufferSize);
asrc->setctrl("mrs_real/israte", sropt);
asrc->update();
// asrc->updControl("mrs_real/gain", gain);
mrs_real srate = asrc->getctrl("mrs_real/israte")->to<mrs_real>();
mrs_natural inSamples = asrc->getctrl("mrs_natural/inSamples")->to<mrs_natural>();
mrs_natural iterations = (mrs_natural)((srate * length * 60.0) / inSamples);
realvec rin;
realvec rout;
realvec orca1;
realvec orca2;
realvec orca3;
realvec orca4;
rin.create(copt, bufferSize);
rout.create(copt, bufferSize);
orca1.create(2, bufferSize);
orca2.create(2, bufferSize);
orca3.create(2, bufferSize);
orca4.create(2, bufferSize);
mrs_natural t;
cout << "Recording " << length << " minutes to files: " << endl;
cout << fname1 << endl;
cout << fname2 << endl;
cout << fname3 << endl;
cout << fname4 << endl;
mrs_natural minutes =0;
for (mrs_natural i = 0; i < iterations; ++i)
{
if (((i % 430)==0)&&(i != 0))
{
minutes ++;
cout << minutes << ":" << lengthopt << endl;
}
asrc->process(rin,rout);
for (t=0; t < bufferSize; t++)
{
orca1(0,t) = rout(0,t);
orca1(1,t) = rout(1,t);
orca2(0,t) = rout(2,t);
orca2(1,t) = rout(3,t);
orca3(0,t) = rout(4,t);
orca3(1,t) = rout(5,t);
orca4(0,t) = rout(6,t);
orca4(1,t) = rout(7,t);
}
dest1->process(orca1,orca1);
dest2->process(orca2, orca2);
dest3->process(orca3, orca3);
dest4->process(orca4, orca4);
}
cout << "Recording complete" << endl;
cout << "Recorded to files: " << endl;
cout << fname1 << endl;
cout << fname2 << endl;
cout << fname3 << endl;
cout << fname4 << endl;
delete dest1;
delete dest2;
delete dest3;
delete dest4;
delete asrc;
}
//Pluck Karplus Strong Model Plucked.cpp outputs to DAC
void PluckLive(string deviceopt, mrs_real pos, mrs_real fre, mrs_real loz, mrs_real stret)
{
#ifdef MARSYAS_MIDIIO
RtMidiIn *midiin = 0;
std::vector<unsigned char> message;
double stamp;
int nBytes;
int i;
// initialize RtMidi
try {
midiin = new RtMidiIn();
}
catch (RtError3 &error) {
error.printMessage();
exit(1);
}
// find input midi port
try {
midiin->openPort(portopt);
}
catch (RtError3 &error) {
error.printMessage();
exit(1);
}
MarSystemManager mng;
MarSystem* series = mng.create("Series", "series");
// create 16 plucked Karplus-Strong strings
MarSystem* mix = mng.create("Fanout", "mix");
for (mrs_natural i = 0; i < 16; i++)
{
ostringstream oss;
oss << "src" << i;
mix->addMarSystem(mng.create("Plucked", oss.str()));
}
series->addMarSystem(mix);
series->addMarSystem(mng.create("Sum", "sum"));
series->addMarSystem(mng.create("Gain", "gain"));
series->addMarSystem(mng.create("AudioSink", "dest"));
series->update();
series->updctrl("Gain/gain/mrs_real/gain", 0.10);
series->updctrl("AudioSink/dest/mrs_real/israte",
series->getctrl("Fanout/mix/Plucked/src0/mrs_real/osrate"));
series->updctrl("AudioSink/dest/mrs_natural/bufferSize", 128);
series->updctrl("Fanout/mix/Plucked/src0/mrs_real/frequency",fre);
series->updctrl("Fanout/mix/Plucked/src0/mrs_real/pluckpos",pos);
series->updctrl("Fanout/mix/Plucked/src0/mrs_real/loss",loz);
series->updctrl("mrs_natural/inSamples", 64);
series->update();
// initially only play one string
for (int i=1; i < 16; i++)
{
ostringstream oss1;
oss1 << "Fanout/mix/Plucked/src"
<< i << "/mrs_real/nton";
series->updctrl(oss1.str(), 0.0);
}
mrs_natural t=0;
int channel, type, byte2, byte3;
int mes_count = 0;
mrs_real freq;
int p0byte3, p1byte3, p2byte3;
// used to keep track of polyphony
vector<int> voices;
for (int i=0; i < 16; i++)
{
voices.push_back(0);
}
while(1)
{
// for (int i=0; i < 4; i++)
// {
stamp = midiin->getMessage( &message );
// }
nBytes = message.size();
if (nBytes > 0)
{
byte3 = message[2];
byte2 = message[1];
type = message[0];
if (deviceopt == "Keyboard")
{
if (type == 144)
{
// allocate voice
for (int i=0; i < 16; i++)
{
if (voices[i] == 0)
{
voices[i] = byte2;
break;
}
}
// free voice if velocity is 0 (implicit noteoff)
for (int i=0; i < 16; i++)
{
if ((byte3 == 0)&&(voices[i] == byte2))
{
voices[i] = 0;
break;
}
}
for (int i=0; i < 16; i++)
{
ostringstream oss, oss1;
oss << "Fanout/mix/Plucked/src"
<< i << "/mrs_real/frequency";
oss1 << "Fanout/mix/Plucked/src"
<< i << "/mrs_real/nton";
if (voices[i] != 0)
{
freq = 220.0 * pow( 2.0,(voices[i] - 57.0) / 12.0 );
series->updctrl(oss1.str(), 1.0);
series->updctrl(oss.str(),freq);
// series->update();
}
}
}
if (type == 128)
{
// free voice if noteoff
for (int i=0; i < 16; i++)
{
if (voices[i] == byte2)
{
ostringstream oss, oss1;
oss1 << "Fanout/mix/Plucked/src"
<< i << "/mrs_real/nton";
series->updctrl(oss1.str(), 0.0);
voices[i] = 0;
break;
}
}
}
}
if (deviceopt == "KiomB")
{
if (byte2 == 0)
{
freq = 220.0 * pow( 2.0, (byte3 - 57.0) / 12.0 );
if ((byte3 > 25)&&(abs(byte3 - p0byte3) > 2))
{
series->updctrl("Fanout/mix/Plucked/src0/mrs_real/frequency",freq);
}
}
p0byte3 = byte3;
}
if (byte2 == 1)
{
freq = 220.0 * pow( 2.0, (byte3 - 60.0) / 12.0 );
if ((byte3 > 25)&&(abs(byte3 - p1byte3) > 2))
series->updctrl("Fanout/mix/Plucked/src1/mrs_real/frequency",freq);
p1byte3 = byte3;
}
if (byte2 == 2)
{
freq = 220.0 * pow( 2.0, (byte3 - 62.0) / 12.0 );
if ((byte3 > 25)&&(abs(byte3 - p2byte3) > 2))
series->updctrl("Fanout/mix/Plucked/src2/mrs_real/frequency",freq);
p2byte3 = byte3;
}
}
series->tick();
t++;
}
#endif
}