annotate plugins/MFCCPlugin.cpp @ 54:3c418314a173

* use std::isnan on OS/X (I mean wtf?)
author Chris Cannam <c.cannam@qmul.ac.uk>
date Wed, 30 Jan 2008 17:08:36 +0000
parents 4fe04e706839
children 90fa946fda40
rev   line source
c@45 1 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
c@45 2
c@45 3 /*
c@45 4 QM Vamp Plugin Set
c@45 5
c@45 6 Centre for Digital Music, Queen Mary, University of London.
c@45 7 All rights reserved.
c@45 8 */
c@45 9
c@45 10 #include "MFCCPlugin.h"
c@45 11
c@45 12 #include <dsp/mfcc/MFCC.h>
c@45 13
c@54 14 #include <cmath>
c@54 15
c@45 16 using std::string;
c@45 17 using std::vector;
c@45 18 using std::cerr;
c@45 19 using std::endl;
c@45 20
c@54 21 using std::isnan;
c@54 22
c@45 23 MFCCPlugin::MFCCPlugin(float inputSampleRate) :
c@45 24 Vamp::Plugin(inputSampleRate),
c@45 25 m_config(lrintf(inputSampleRate)),
c@45 26 m_mfcc(0),
c@45 27 m_step(1024),
c@45 28 m_block(2048)
c@45 29 {
c@45 30 m_bins = 20;
c@45 31 m_wantC0 = true;
c@45 32 m_logpower = 1;
c@45 33
c@45 34 setupConfig();
c@45 35 }
c@45 36
c@45 37 void
c@45 38 MFCCPlugin::setupConfig()
c@45 39 {
c@45 40 m_config.FS = lrintf(m_inputSampleRate);
c@45 41 m_config.fftsize = m_block;
c@45 42 m_config.nceps = (m_wantC0 ? m_bins-1 : m_bins);
c@45 43 m_config.want_c0 = m_wantC0;
c@45 44 m_config.logpower = m_logpower;
c@45 45 }
c@45 46
c@45 47 MFCCPlugin::~MFCCPlugin()
c@45 48 {
c@45 49 delete m_mfcc;
c@45 50 }
c@45 51
c@45 52 string
c@45 53 MFCCPlugin::getIdentifier() const
c@45 54 {
c@45 55 return "qm-mfcc";
c@45 56 }
c@45 57
c@45 58 string
c@45 59 MFCCPlugin::getName() const
c@45 60 {
c@45 61 return "Mel-Frequency Cepstral Coefficients";
c@45 62 }
c@45 63
c@45 64 string
c@45 65 MFCCPlugin::getDescription() const
c@45 66 {
c@50 67 return "Calculate a series of MFCC vectors from the audio";
c@45 68 }
c@45 69
c@45 70 string
c@45 71 MFCCPlugin::getMaker() const
c@45 72 {
c@45 73 return "Queen Mary, University of London";
c@45 74 }
c@45 75
c@45 76 int
c@45 77 MFCCPlugin::getPluginVersion() const
c@45 78 {
c@45 79 return 1;
c@45 80 }
c@45 81
c@45 82 string
c@45 83 MFCCPlugin::getCopyright() const
c@45 84 {
c@50 85 return "Plugin by Nicolas Chetry and Chris Cannam. Copyright (c) 2008 QMUL - All Rights Reserved";
c@45 86 }
c@45 87
c@45 88 MFCCPlugin::ParameterList
c@45 89 MFCCPlugin::getParameterDescriptors() const
c@45 90 {
c@45 91 ParameterList list;
c@45 92
c@45 93 ParameterDescriptor desc;
c@45 94 desc.identifier = "nceps";
c@45 95 desc.name = "Number of Coefficients";
c@45 96 desc.unit = "";
c@52 97 desc.description = "Number of MFCCs to return, starting from C0 if \"Include C0\" is specified or from C1 otherwise";
c@45 98 desc.minValue = 1;
c@45 99 desc.maxValue = 40;
c@45 100 desc.defaultValue = 20;
c@45 101 desc.isQuantized = true;
c@45 102 desc.quantizeStep = 1;
c@45 103 list.push_back(desc);
c@45 104
c@45 105 desc.identifier = "logpower";
c@45 106 desc.name = "Power for Mel Amplitude Logs";
c@45 107 desc.unit = "";
c@52 108 desc.description = "Power to raise the amplitude log values to before applying DCT. Values greater than 1 may reduce contribution of noise";
c@45 109 desc.minValue = 0;
c@45 110 desc.maxValue = 5;
c@45 111 desc.defaultValue = 1;
c@45 112 desc.isQuantized = false;
c@45 113 desc.quantizeStep = 0;
c@45 114 list.push_back(desc);
c@45 115
c@45 116 desc.identifier = "wantc0";
c@45 117 desc.name = "Include C0";
c@45 118 desc.unit = "";
c@52 119 desc.description = "Whether to include the C0 (energy level) coefficient in the returned results";
c@45 120 desc.minValue = 0;
c@45 121 desc.maxValue = 1;
c@45 122 desc.defaultValue = 1;
c@45 123 desc.isQuantized = true;
c@45 124 desc.quantizeStep = 1;
c@45 125 list.push_back(desc);
c@45 126
c@45 127 return list;
c@45 128 }
c@45 129
c@45 130 float
c@45 131 MFCCPlugin::getParameter(std::string param) const
c@45 132 {
c@45 133 if (param == "nceps") {
c@45 134 return m_bins;
c@45 135 }
c@45 136 if (param == "logpower") {
c@45 137 return m_logpower;
c@45 138 }
c@45 139 if (param == "wantc0") {
c@45 140 return m_wantC0 ? 1 : 0;
c@45 141 }
c@45 142 std::cerr << "WARNING: MFCCPlugin::getParameter: unknown parameter \""
c@45 143 << param << "\"" << std::endl;
c@45 144 return 0.0;
c@45 145 }
c@45 146
c@45 147 void
c@45 148 MFCCPlugin::setParameter(std::string param, float value)
c@45 149 {
c@45 150 if (param == "nceps") {
c@45 151 m_bins = lrintf(value);
c@45 152 } else if (param == "logpower") {
c@45 153 m_logpower = lrintf(value);
c@45 154 } else if (param == "wantc0") {
c@45 155 m_wantC0 = (value > 0.5);
c@45 156 } else {
c@45 157 std::cerr << "WARNING: MFCCPlugin::setParameter: unknown parameter \""
c@45 158 << param << "\"" << std::endl;
c@45 159 }
c@45 160
c@45 161 setupConfig();
c@45 162 }
c@45 163
c@45 164 bool
c@45 165 MFCCPlugin::initialise(size_t channels, size_t stepSize, size_t blockSize)
c@45 166 {
c@45 167 if (m_mfcc) {
c@45 168 delete m_mfcc;
c@45 169 m_mfcc = 0;
c@45 170 }
c@45 171
c@45 172 if (channels < getMinChannelCount() ||
c@45 173 channels > getMaxChannelCount()) return false;
c@45 174
c@45 175 std::cerr << "MFCCPlugin::initialise: step " << stepSize << ", block "
c@45 176 << blockSize << std::endl;
c@45 177
c@45 178 m_step = stepSize;
c@45 179 m_block = blockSize;
c@45 180 setupConfig();
c@45 181
c@45 182 m_mfcc = new MFCC(m_config);
c@45 183
c@45 184 m_binsums = vector<double>(m_bins);
c@45 185 for (int i = 0; i < m_bins; ++i) {
c@45 186 m_binsums[i] = 0.0;
c@45 187 }
c@45 188
c@45 189 return true;
c@45 190 }
c@45 191
c@45 192 void
c@45 193 MFCCPlugin::reset()
c@45 194 {
c@45 195 if (m_mfcc) {
c@45 196 delete m_mfcc;
c@45 197 m_mfcc = new MFCC(m_config);
c@45 198 for (int i = 0; i < m_bins; ++i) {
c@45 199 m_binsums[i] = 0.0;
c@45 200 }
c@45 201 }
c@45 202 }
c@45 203
c@45 204 size_t
c@45 205 MFCCPlugin::getPreferredStepSize() const
c@45 206 {
c@45 207 return 1024;
c@45 208 }
c@45 209
c@45 210 size_t
c@45 211 MFCCPlugin::getPreferredBlockSize() const
c@45 212 {
c@45 213 return 2048;
c@45 214 }
c@45 215
c@45 216 MFCCPlugin::OutputList
c@45 217 MFCCPlugin::getOutputDescriptors() const
c@45 218 {
c@45 219 OutputList list;
c@45 220
c@45 221 OutputDescriptor d;
c@45 222 d.identifier = "coefficients";
c@45 223 d.name = "Coefficients";
c@45 224 d.unit = "";
c@52 225 d.description = "MFCC values";
c@45 226 d.hasFixedBinCount = true;
c@45 227 d.binCount = m_bins;
c@45 228 d.hasKnownExtents = false;
c@45 229 d.isQuantized = false;
c@45 230 d.sampleType = OutputDescriptor::OneSamplePerStep;
c@45 231 list.push_back(d);
c@45 232
c@45 233 d.identifier = "means";
c@45 234 d.name = "Means of Coefficients";
c@52 235 d.description = "Mean values of MFCCs across duration of audio input";
c@45 236 d.sampleType = OutputDescriptor::FixedSampleRate;
c@45 237 d.sampleRate = 1;
c@45 238 list.push_back(d);
c@45 239
c@45 240 return list;
c@45 241 }
c@45 242
c@45 243 MFCCPlugin::FeatureSet
c@45 244 MFCCPlugin::process(const float *const *inputBuffers,
c@45 245 Vamp::RealTime /* timestamp */)
c@45 246 {
c@45 247 if (!m_mfcc) {
c@45 248 cerr << "ERROR: MFCCPlugin::process: "
c@45 249 << "MFCC has not been initialised"
c@45 250 << endl;
c@45 251 return FeatureSet();
c@45 252 }
c@45 253
c@45 254 double *real = new double[m_block];
c@45 255 double *imag = new double[m_block];
c@45 256
c@45 257 for (size_t i = 0; i < m_block/2; ++i) {
c@45 258 real[i] = inputBuffers[0][i*2];
c@45 259 if (i > 0) real[m_block - i] = real[i];
c@45 260 imag[i] = inputBuffers[0][i*2+1];
c@45 261 if (i > 0) imag[m_block - i] = imag[i];
c@45 262 }
c@45 263
c@45 264 double *output = new double[m_bins];
c@45 265
c@45 266 m_mfcc->process(real, imag, output);
c@45 267
c@45 268 delete[] real;
c@45 269 delete[] imag;
c@45 270
c@45 271 Feature feature;
c@45 272 feature.hasTimestamp = false;
c@45 273 for (size_t i = 0; i < m_bins; ++i) {
c@45 274 double value = output[i];
c@45 275 if (isnan(value)) value = 0.0;
c@45 276 m_binsums[i] += value;
c@45 277 feature.values.push_back(value);
c@45 278 }
c@45 279 feature.label = "";
c@45 280 ++m_count;
c@45 281
c@45 282 FeatureSet returnFeatures;
c@45 283 returnFeatures[0].push_back(feature);
c@45 284 return returnFeatures;
c@45 285 }
c@45 286
c@45 287 MFCCPlugin::FeatureSet
c@45 288 MFCCPlugin::getRemainingFeatures()
c@45 289 {
c@45 290 Feature feature;
c@45 291 feature.hasTimestamp = true;
c@45 292 feature.timestamp = Vamp::RealTime::zeroTime;
c@45 293
c@45 294 for (size_t i = 0; i < m_bins; ++i) {
c@45 295 double v = m_binsums[i];
c@45 296 if (m_count > 0) v /= m_count;
c@45 297 feature.values.push_back(v);
c@45 298 }
c@45 299 feature.label = "Coefficient means";
c@45 300
c@45 301 FeatureSet returnFeatures;
c@45 302 returnFeatures[1].push_back(feature);
c@45 303 return returnFeatures;
c@45 304 }
c@45 305