Mercurial > hg > vamp-simple-cepstrum
diff CepstrumPitchTracker.cpp @ 23:1ae8041ae31b
Merge from branch "track"
author | Chris Cannam |
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date | Thu, 05 Jul 2012 08:29:20 +0100 |
parents | a949c0278d7d |
children | a15d8c89a36e |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/CepstrumPitchTracker.cpp Thu Jul 05 08:29:20 2012 +0100 @@ -0,0 +1,689 @@ +/* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */ +/* + Permission is hereby granted, free of charge, to any person + obtaining a copy of this software and associated documentation + files (the "Software"), to deal in the Software without + restriction, including without limitation the rights to use, copy, + modify, merge, publish, distribute, sublicense, and/or sell copies + of the Software, and to permit persons to whom the Software is + furnished to do so, subject to the following conditions: + + The above copyright notice and this permission notice shall be + included in all copies or substantial portions of the Software. + + THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, + EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF + MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND + NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR + ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF + CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION + WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. +*/ + +#include "CepstrumPitchTracker.h" + +#include <vector> +#include <algorithm> + +#include <cstdio> +#include <cmath> +#include <complex> + +using std::string; +using std::vector; +using Vamp::RealTime; + +CepstrumPitchTracker::Hypothesis::Hypothesis() +{ + m_state = New; + m_age = 0; +} + +CepstrumPitchTracker::Hypothesis::~Hypothesis() +{ +} + +bool +CepstrumPitchTracker::Hypothesis::isWithinTolerance(Estimate s) +{ + if (m_pending.empty()) { + return true; + } + + // check we are within a relatively close tolerance of the last + // candidate + Estimate last = m_pending[m_pending.size()-1]; + double r = s.freq / last.freq; + int cents = lrint(1200.0 * (log(r) / log(2.0))); + if (cents < -60 || cents > 60) return false; + + // and within a slightly bigger tolerance of the current mean + double meanFreq = getMeanFrequency(); + r = s.freq / meanFreq; + cents = lrint(1200.0 * (log(r) / log(2.0))); + if (cents < -80 || cents > 80) return false; + + return true; +} + +bool +CepstrumPitchTracker::Hypothesis::isSatisfied() +{ + if (m_pending.empty()) return false; + + double meanConfidence = 0.0; + for (int i = 0; i < m_pending.size(); ++i) { + meanConfidence += m_pending[i].confidence; + } + meanConfidence /= m_pending.size(); + + int lengthRequired = int(2.0 / meanConfidence + 0.5); + std::cerr << "meanConfidence = " << meanConfidence << ", lengthRequired = " << lengthRequired << ", length = " << m_pending.size() << std::endl; + + return (m_pending.size() > lengthRequired); +} + +void +CepstrumPitchTracker::Hypothesis::advanceTime() +{ + ++m_age; +} + +bool +CepstrumPitchTracker::Hypothesis::test(Estimate s) +{ + bool accept = false; + + switch (m_state) { + + case New: + m_state = Provisional; + accept = true; + break; + + case Provisional: + if (m_age > 3) { + m_state = Rejected; + } else if (isWithinTolerance(s)) { + accept = true; + } + break; + + case Satisfied: + if (m_age > 3) { + m_state = Expired; + } else if (isWithinTolerance(s)) { + accept = true; + } + break; + + case Rejected: + break; + + case Expired: + break; + } + + if (accept) { + m_pending.push_back(s); + m_age = 0; + if (m_state == Provisional && isSatisfied()) { + m_state = Satisfied; + } + } + + return accept && (m_state == Satisfied); +} + +CepstrumPitchTracker::Hypothesis::State +CepstrumPitchTracker::Hypothesis::getState() +{ + return m_state; +} + +int +CepstrumPitchTracker::Hypothesis::getPendingLength() +{ + return m_pending.size(); +} + +CepstrumPitchTracker::Hypothesis::Estimates +CepstrumPitchTracker::Hypothesis::getAcceptedEstimates() +{ + if (m_state == Satisfied || m_state == Expired) { + return m_pending; + } else { + return Estimates(); + } +} + +double +CepstrumPitchTracker::Hypothesis::getMeanFrequency() +{ + double acc = 0.0; + for (int i = 0; i < m_pending.size(); ++i) { + acc += m_pending[i].freq; + } + acc /= m_pending.size(); + return acc; +} + +CepstrumPitchTracker::Hypothesis::Note +CepstrumPitchTracker::Hypothesis::getAveragedNote() +{ + Note n; + + if (!(m_state == Satisfied || m_state == Expired)) { + n.freq = 0.0; + n.time = RealTime::zeroTime; + n.duration = RealTime::zeroTime; + return n; + } + + n.time = m_pending.begin()->time; + + Estimates::iterator i = m_pending.end(); + --i; + n.duration = i->time - n.time; + + // just mean frequency for now, but this isn't at all right perceptually + n.freq = getMeanFrequency(); + + return n; +} + +void +CepstrumPitchTracker::Hypothesis::addFeatures(FeatureSet &fs) +{ + for (int i = 0; i < m_pending.size(); ++i) { + Feature f; + f.hasTimestamp = true; + f.timestamp = m_pending[i].time; + f.values.push_back(m_pending[i].freq); + fs[0].push_back(f); + } + + Feature nf; + nf.hasTimestamp = true; + nf.hasDuration = true; + Note n = getAveragedNote(); + nf.timestamp = n.time; + nf.duration = n.duration; + nf.values.push_back(n.freq); + fs[1].push_back(nf); +} + +CepstrumPitchTracker::CepstrumPitchTracker(float inputSampleRate) : + Plugin(inputSampleRate), + m_channels(0), + m_stepSize(256), + m_blockSize(1024), + m_fmin(50), + m_fmax(1000), + m_vflen(3), + m_binFrom(0), + m_binTo(0), + m_bins(0) +{ +} + +CepstrumPitchTracker::~CepstrumPitchTracker() +{ +} + +string +CepstrumPitchTracker::getIdentifier() const +{ + return "cepstrum-pitch"; +} + +string +CepstrumPitchTracker::getName() const +{ + return "Cepstrum Pitch Tracker"; +} + +string +CepstrumPitchTracker::getDescription() const +{ + return "Estimate f0 of monophonic material using a cepstrum method."; +} + +string +CepstrumPitchTracker::getMaker() const +{ + return "Chris Cannam"; +} + +int +CepstrumPitchTracker::getPluginVersion() const +{ + // Increment this each time you release a version that behaves + // differently from the previous one + return 1; +} + +string +CepstrumPitchTracker::getCopyright() const +{ + return "Freely redistributable (BSD license)"; +} + +CepstrumPitchTracker::InputDomain +CepstrumPitchTracker::getInputDomain() const +{ + return FrequencyDomain; +} + +size_t +CepstrumPitchTracker::getPreferredBlockSize() const +{ + return 1024; +} + +size_t +CepstrumPitchTracker::getPreferredStepSize() const +{ + return 256; +} + +size_t +CepstrumPitchTracker::getMinChannelCount() const +{ + return 1; +} + +size_t +CepstrumPitchTracker::getMaxChannelCount() const +{ + return 1; +} + +CepstrumPitchTracker::ParameterList +CepstrumPitchTracker::getParameterDescriptors() const +{ + ParameterList list; + return list; +} + +float +CepstrumPitchTracker::getParameter(string identifier) const +{ + return 0.f; +} + +void +CepstrumPitchTracker::setParameter(string identifier, float value) +{ +} + +CepstrumPitchTracker::ProgramList +CepstrumPitchTracker::getPrograms() const +{ + ProgramList list; + return list; +} + +string +CepstrumPitchTracker::getCurrentProgram() const +{ + return ""; // no programs +} + +void +CepstrumPitchTracker::selectProgram(string name) +{ +} + +CepstrumPitchTracker::OutputList +CepstrumPitchTracker::getOutputDescriptors() const +{ + OutputList outputs; + + int n = 0; + + OutputDescriptor d; + + d.identifier = "f0"; + d.name = "Estimated f0"; + d.description = "Estimated fundamental frequency"; + d.unit = "Hz"; + d.hasFixedBinCount = true; + d.binCount = 1; + d.hasKnownExtents = true; + d.minValue = m_fmin; + d.maxValue = m_fmax; + d.isQuantized = false; + d.sampleType = OutputDescriptor::FixedSampleRate; + d.sampleRate = (m_inputSampleRate / m_stepSize); + d.hasDuration = false; + outputs.push_back(d); + + d.identifier = "notes"; + d.name = "Notes"; + d.description = "Derived fixed-pitch note frequencies"; + d.unit = "Hz"; + d.hasFixedBinCount = true; + d.binCount = 1; + d.hasKnownExtents = true; + d.minValue = m_fmin; + d.maxValue = m_fmax; + d.isQuantized = false; + d.sampleType = OutputDescriptor::FixedSampleRate; + d.sampleRate = (m_inputSampleRate / m_stepSize); + d.hasDuration = true; + outputs.push_back(d); + + return outputs; +} + +bool +CepstrumPitchTracker::initialise(size_t channels, size_t stepSize, size_t blockSize) +{ + if (channels < getMinChannelCount() || + channels > getMaxChannelCount()) return false; + +// std::cerr << "CepstrumPitchTracker::initialise: channels = " << channels +// << ", stepSize = " << stepSize << ", blockSize = " << blockSize +// << std::endl; + + m_channels = channels; + m_stepSize = stepSize; + m_blockSize = blockSize; + + m_binFrom = int(m_inputSampleRate / m_fmax); + m_binTo = int(m_inputSampleRate / m_fmin); + + if (m_binTo >= (int)m_blockSize / 2) { + m_binTo = m_blockSize / 2 - 1; + } + + m_bins = (m_binTo - m_binFrom) + 1; + + reset(); + + return true; +} + +void +CepstrumPitchTracker::reset() +{ +} + +void +CepstrumPitchTracker::filter(const double *cep, double *data) +{ + for (int i = 0; i < m_bins; ++i) { + double v = 0; + int n = 0; + // average according to the vertical filter length + for (int j = -m_vflen/2; j <= m_vflen/2; ++j) { + int ix = i + m_binFrom + j; + if (ix >= 0 && ix < m_blockSize) { + v += cep[ix]; + ++n; + } + } + data[i] = v / n; + } +} + +CepstrumPitchTracker::FeatureSet +CepstrumPitchTracker::process(const float *const *inputBuffers, RealTime timestamp) +{ + FeatureSet fs; + + int bs = m_blockSize; + int hs = m_blockSize/2 + 1; + + double *rawcep = new double[bs]; + double *io = new double[bs]; + double *logmag = new double[bs]; + + // The "inverse symmetric" method. Seems to be the most reliable + + for (int i = 0; i < hs; ++i) { + + double power = + inputBuffers[0][i*2 ] * inputBuffers[0][i*2 ] + + inputBuffers[0][i*2+1] * inputBuffers[0][i*2+1]; + double mag = sqrt(power); + + double lm = log(mag + 0.00000001); + + logmag[i] = lm; + if (i > 0) logmag[bs - i] = lm; + } + + fft(bs, true, logmag, 0, rawcep, io); + + delete[] logmag; + delete[] io; + + int n = m_bins; + double *data = new double[n]; + filter(rawcep, data); + delete[] rawcep; + + double abstot = 0.0; + + for (int i = 0; i < n; ++i) { + abstot += fabs(data[i]); + } + + double maxval = 0.0; + int maxbin = -1; + + for (int i = 0; i < n; ++i) { + if (data[i] > maxval) { + maxval = data[i]; + maxbin = i; + } + } + + if (maxbin < 0) { + delete[] data; + return fs; + } + + double nextPeakVal = 0.0; + for (int i = 1; i+1 < n; ++i) { + if (data[i] > data[i-1] && + data[i] > data[i+1] && + i != maxbin && + data[i] > nextPeakVal) { + nextPeakVal = data[i]; + } + } + + double peakfreq = m_inputSampleRate / (maxbin + m_binFrom); + + double confidence = 0.0; + if (nextPeakVal != 0.0) { + confidence = ((maxval / nextPeakVal) - 1.0) / 4.0; + if (confidence > 1.0) confidence = 1.0; + } + + Hypothesis::Estimate e; + e.freq = peakfreq; + e.time = timestamp; + e.confidence = confidence; + + m_accepted.advanceTime(); + + for (int i = 0; i < m_possible.size(); ++i) { + m_possible[i].advanceTime(); + } + + if (!m_accepted.test(e)) { + + int candidate = -1; + bool accepted = false; + + for (int i = 0; i < m_possible.size(); ++i) { + if (m_possible[i].test(e)) { + accepted = true; + if (m_possible[i].getState() == Hypothesis::Satisfied) { + candidate = i; + } + break; + } + } + + if (!accepted) { + Hypothesis h; + h.test(e); //!!! must succeed as h is new, so perhaps there should be a ctor for this + m_possible.push_back(h); + } + + if (m_accepted.getState() == Hypothesis::Expired) { + m_accepted.addFeatures(fs); + } + + if (m_accepted.getState() == Hypothesis::Expired || + m_accepted.getState() == Hypothesis::Rejected) { + if (candidate >= 0) { + m_accepted = m_possible[candidate]; + } else { + m_accepted = Hypothesis(); + } + } + + // reap rejected/expired hypotheses from possible list + Hypotheses toReap = m_possible; + m_possible.clear(); + for (int i = 0; i < toReap.size(); ++i) { + Hypothesis h = toReap[i]; + if (h.getState() != Hypothesis::Rejected && + h.getState() != Hypothesis::Expired) { + m_possible.push_back(h); + } + } + } + + std::cerr << "accepted length = " << m_accepted.getPendingLength() + << ", state = " << m_accepted.getState() + << ", hypothesis count = " << m_possible.size() << std::endl; + + delete[] data; + return fs; +} + +CepstrumPitchTracker::FeatureSet +CepstrumPitchTracker::getRemainingFeatures() +{ + FeatureSet fs; + if (m_accepted.getState() == Hypothesis::Satisfied) { + m_accepted.addFeatures(fs); + } + return fs; +} + +void +CepstrumPitchTracker::fft(unsigned int n, bool inverse, + double *ri, double *ii, double *ro, double *io) +{ + if (!ri || !ro || !io) return; + + unsigned int bits; + unsigned int i, j, k, m; + unsigned int blockSize, blockEnd; + + double tr, ti; + + if (n < 2) return; + if (n & (n-1)) return; + + double angle = 2.0 * M_PI; + if (inverse) angle = -angle; + + for (i = 0; ; ++i) { + if (n & (1 << i)) { + bits = i; + break; + } + } + + static unsigned int tableSize = 0; + static int *table = 0; + + if (tableSize != n) { + + delete[] table; + + table = new int[n]; + + for (i = 0; i < n; ++i) { + + m = i; + + for (j = k = 0; j < bits; ++j) { + k = (k << 1) | (m & 1); + m >>= 1; + } + + table[i] = k; + } + + tableSize = n; + } + + if (ii) { + for (i = 0; i < n; ++i) { + ro[table[i]] = ri[i]; + io[table[i]] = ii[i]; + } + } else { + for (i = 0; i < n; ++i) { + ro[table[i]] = ri[i]; + io[table[i]] = 0.0; + } + } + + blockEnd = 1; + + for (blockSize = 2; blockSize <= n; blockSize <<= 1) { + + double delta = angle / (double)blockSize; + double sm2 = -sin(-2 * delta); + double sm1 = -sin(-delta); + double cm2 = cos(-2 * delta); + double cm1 = cos(-delta); + double w = 2 * cm1; + double ar[3], ai[3]; + + for (i = 0; i < n; i += blockSize) { + + ar[2] = cm2; + ar[1] = cm1; + + ai[2] = sm2; + ai[1] = sm1; + + for (j = i, m = 0; m < blockEnd; j++, m++) { + + ar[0] = w * ar[1] - ar[2]; + ar[2] = ar[1]; + ar[1] = ar[0]; + + ai[0] = w * ai[1] - ai[2]; + ai[2] = ai[1]; + ai[1] = ai[0]; + + k = j + blockEnd; + tr = ar[0] * ro[k] - ai[0] * io[k]; + ti = ar[0] * io[k] + ai[0] * ro[k]; + + ro[k] = ro[j] - tr; + io[k] = io[j] - ti; + + ro[j] += tr; + io[j] += ti; + } + } + + blockEnd = blockSize; + } +} + +