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1 /* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
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2 /*
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3 Permission is hereby granted, free of charge, to any person
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4 obtaining a copy of this software and associated documentation
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5 files (the "Software"), to deal in the Software without
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6 restriction, including without limitation the rights to use, copy,
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7 modify, merge, publish, distribute, sublicense, and/or sell copies
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8 of the Software, and to permit persons to whom the Software is
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9 furnished to do so, subject to the following conditions:
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10
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11 The above copyright notice and this permission notice shall be
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12 included in all copies or substantial portions of the Software.
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13
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14 THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
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15 EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
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16 MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
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17 NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR
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18 ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF
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19 CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
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20 WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
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21 */
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22
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23 #include "CepstrumPitchTracker.h"
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24
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25 #include <vector>
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26 #include <algorithm>
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27
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28 #include <cstdio>
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29 #include <cmath>
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30 #include <complex>
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31
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32 using std::string;
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33 using std::vector;
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34 using Vamp::RealTime;
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35
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36 CepstrumPitchTracker::Hypothesis::Hypothesis()
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37 {
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38 m_state = New;
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39 m_age = 0;
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40 }
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41
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42 CepstrumPitchTracker::Hypothesis::~Hypothesis()
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43 {
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44 }
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45
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46 bool
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47 CepstrumPitchTracker::Hypothesis::isWithinTolerance(Estimate s)
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48 {
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49 if (m_pending.empty()) {
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50 return true;
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51 }
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52
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53 // check we are within a relatively close tolerance of the last
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54 // candidate
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55 Estimate last = m_pending[m_pending.size()-1];
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56 double r = s.freq / last.freq;
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57 int cents = lrint(1200.0 * (log(r) / log(2.0)));
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58 if (cents < -60 || cents > 60) return false;
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59
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60 // and within a slightly bigger tolerance of the current mean
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61 double meanFreq = getMeanFrequency();
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62 r = s.freq / meanFreq;
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63 cents = lrint(1200.0 * (log(r) / log(2.0)));
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64 if (cents < -80 || cents > 80) return false;
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65
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66 return true;
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67 }
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68
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69 bool
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70 CepstrumPitchTracker::Hypothesis::isSatisfied()
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71 {
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72 if (m_pending.empty()) return false;
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73
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74 double meanConfidence = 0.0;
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75 for (int i = 0; i < m_pending.size(); ++i) {
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76 meanConfidence += m_pending[i].confidence;
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77 }
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78 meanConfidence /= m_pending.size();
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79
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80 int lengthRequired = int(2.0 / meanConfidence + 0.5);
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81 std::cerr << "meanConfidence = " << meanConfidence << ", lengthRequired = " << lengthRequired << ", length = " << m_pending.size() << std::endl;
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82
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83 return (m_pending.size() > lengthRequired);
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84 }
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85
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86 void
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87 CepstrumPitchTracker::Hypothesis::advanceTime()
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88 {
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89 ++m_age;
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90 }
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91
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92 bool
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93 CepstrumPitchTracker::Hypothesis::test(Estimate s)
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94 {
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95 bool accept = false;
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96
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97 switch (m_state) {
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98
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99 case New:
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100 m_state = Provisional;
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101 accept = true;
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102 break;
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103
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104 case Provisional:
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105 if (m_age > 3) {
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106 m_state = Rejected;
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107 } else if (isWithinTolerance(s)) {
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108 accept = true;
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109 }
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110 break;
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111
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112 case Satisfied:
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113 if (m_age > 3) {
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114 m_state = Expired;
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115 } else if (isWithinTolerance(s)) {
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116 accept = true;
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117 }
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118 break;
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119
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120 case Rejected:
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121 break;
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122
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123 case Expired:
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124 break;
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125 }
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126
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127 if (accept) {
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128 m_pending.push_back(s);
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129 m_age = 0;
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130 if (m_state == Provisional && isSatisfied()) {
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131 m_state = Satisfied;
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132 }
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133 }
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134
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135 return accept && (m_state == Satisfied);
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136 }
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137
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138 CepstrumPitchTracker::Hypothesis::State
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139 CepstrumPitchTracker::Hypothesis::getState()
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140 {
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141 return m_state;
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142 }
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143
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144 int
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145 CepstrumPitchTracker::Hypothesis::getPendingLength()
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146 {
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147 return m_pending.size();
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148 }
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149
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150 CepstrumPitchTracker::Hypothesis::Estimates
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151 CepstrumPitchTracker::Hypothesis::getAcceptedEstimates()
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152 {
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153 if (m_state == Satisfied || m_state == Expired) {
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154 return m_pending;
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155 } else {
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156 return Estimates();
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157 }
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158 }
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159
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160 double
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161 CepstrumPitchTracker::Hypothesis::getMeanFrequency()
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162 {
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163 double acc = 0.0;
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164 for (int i = 0; i < m_pending.size(); ++i) {
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165 acc += m_pending[i].freq;
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166 }
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167 acc /= m_pending.size();
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168 return acc;
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169 }
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170
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171 CepstrumPitchTracker::Hypothesis::Note
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172 CepstrumPitchTracker::Hypothesis::getAveragedNote()
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173 {
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174 Note n;
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175
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176 if (!(m_state == Satisfied || m_state == Expired)) {
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177 n.freq = 0.0;
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178 n.time = RealTime::zeroTime;
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179 n.duration = RealTime::zeroTime;
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180 return n;
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181 }
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182
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183 n.time = m_pending.begin()->time;
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184
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185 Estimates::iterator i = m_pending.end();
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186 --i;
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187 n.duration = i->time - n.time;
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188
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189 // just mean frequency for now, but this isn't at all right perceptually
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190 n.freq = getMeanFrequency();
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191
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192 return n;
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193 }
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194
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195 void
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196 CepstrumPitchTracker::Hypothesis::addFeatures(FeatureSet &fs)
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197 {
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198 for (int i = 0; i < m_pending.size(); ++i) {
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199 Feature f;
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200 f.hasTimestamp = true;
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201 f.timestamp = m_pending[i].time;
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202 f.values.push_back(m_pending[i].freq);
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203 fs[0].push_back(f);
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204 }
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205
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206 Feature nf;
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207 nf.hasTimestamp = true;
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208 nf.hasDuration = true;
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209 Note n = getAveragedNote();
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210 nf.timestamp = n.time;
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211 nf.duration = n.duration;
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212 nf.values.push_back(n.freq);
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213 fs[1].push_back(nf);
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214 }
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215
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216 CepstrumPitchTracker::CepstrumPitchTracker(float inputSampleRate) :
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217 Plugin(inputSampleRate),
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218 m_channels(0),
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219 m_stepSize(256),
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220 m_blockSize(1024),
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221 m_fmin(50),
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222 m_fmax(1000),
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223 m_vflen(1),
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224 m_binFrom(0),
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225 m_binTo(0),
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226 m_bins(0)
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227 {
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228 }
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229
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230 CepstrumPitchTracker::~CepstrumPitchTracker()
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231 {
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232 }
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233
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234 string
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235 CepstrumPitchTracker::getIdentifier() const
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236 {
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237 return "cepstrum-pitch";
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238 }
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239
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240 string
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241 CepstrumPitchTracker::getName() const
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242 {
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243 return "Cepstrum Pitch Tracker";
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244 }
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245
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246 string
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247 CepstrumPitchTracker::getDescription() const
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248 {
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249 return "Estimate f0 of monophonic material using a cepstrum method.";
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250 }
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251
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252 string
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253 CepstrumPitchTracker::getMaker() const
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254 {
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255 return "Chris Cannam";
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256 }
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257
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258 int
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259 CepstrumPitchTracker::getPluginVersion() const
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260 {
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261 // Increment this each time you release a version that behaves
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262 // differently from the previous one
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263 return 1;
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264 }
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265
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266 string
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267 CepstrumPitchTracker::getCopyright() const
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268 {
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269 return "Freely redistributable (BSD license)";
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270 }
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271
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272 CepstrumPitchTracker::InputDomain
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273 CepstrumPitchTracker::getInputDomain() const
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274 {
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275 return FrequencyDomain;
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276 }
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277
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278 size_t
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279 CepstrumPitchTracker::getPreferredBlockSize() const
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280 {
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281 return 1024;
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282 }
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283
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284 size_t
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285 CepstrumPitchTracker::getPreferredStepSize() const
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286 {
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287 return 256;
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288 }
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289
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290 size_t
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291 CepstrumPitchTracker::getMinChannelCount() const
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292 {
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293 return 1;
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294 }
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295
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296 size_t
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297 CepstrumPitchTracker::getMaxChannelCount() const
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298 {
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299 return 1;
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300 }
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301
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302 CepstrumPitchTracker::ParameterList
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303 CepstrumPitchTracker::getParameterDescriptors() const
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304 {
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305 ParameterList list;
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306 return list;
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307 }
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308
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309 float
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310 CepstrumPitchTracker::getParameter(string identifier) const
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311 {
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312 return 0.f;
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313 }
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314
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315 void
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316 CepstrumPitchTracker::setParameter(string identifier, float value)
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317 {
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318 }
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319
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320 CepstrumPitchTracker::ProgramList
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321 CepstrumPitchTracker::getPrograms() const
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322 {
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323 ProgramList list;
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324 return list;
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325 }
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326
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327 string
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328 CepstrumPitchTracker::getCurrentProgram() const
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329 {
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330 return ""; // no programs
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331 }
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332
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333 void
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334 CepstrumPitchTracker::selectProgram(string name)
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335 {
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336 }
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337
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338 CepstrumPitchTracker::OutputList
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339 CepstrumPitchTracker::getOutputDescriptors() const
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340 {
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341 OutputList outputs;
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342
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343 int n = 0;
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344
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345 OutputDescriptor d;
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346
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347 d.identifier = "f0";
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348 d.name = "Estimated f0";
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349 d.description = "Estimated fundamental frequency";
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350 d.unit = "Hz";
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351 d.hasFixedBinCount = true;
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352 d.binCount = 1;
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353 d.hasKnownExtents = true;
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354 d.minValue = m_fmin;
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355 d.maxValue = m_fmax;
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356 d.isQuantized = false;
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357 d.sampleType = OutputDescriptor::FixedSampleRate;
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358 d.sampleRate = (m_inputSampleRate / m_stepSize);
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359 d.hasDuration = false;
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360 outputs.push_back(d);
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361
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362 d.identifier = "notes";
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363 d.name = "Notes";
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364 d.description = "Derived fixed-pitch note frequencies";
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365 d.unit = "Hz";
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366 d.hasFixedBinCount = true;
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367 d.binCount = 1;
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368 d.hasKnownExtents = true;
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369 d.minValue = m_fmin;
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370 d.maxValue = m_fmax;
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371 d.isQuantized = false;
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372 d.sampleType = OutputDescriptor::FixedSampleRate;
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373 d.sampleRate = (m_inputSampleRate / m_stepSize);
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374 d.hasDuration = true;
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375 outputs.push_back(d);
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376
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377 return outputs;
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378 }
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379
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380 bool
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381 CepstrumPitchTracker::initialise(size_t channels, size_t stepSize, size_t blockSize)
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382 {
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383 if (channels < getMinChannelCount() ||
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384 channels > getMaxChannelCount()) return false;
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385
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386 // std::cerr << "CepstrumPitchTracker::initialise: channels = " << channels
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387 // << ", stepSize = " << stepSize << ", blockSize = " << blockSize
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388 // << std::endl;
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389
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390 m_channels = channels;
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391 m_stepSize = stepSize;
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392 m_blockSize = blockSize;
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393
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394 m_binFrom = int(m_inputSampleRate / m_fmax);
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395 m_binTo = int(m_inputSampleRate / m_fmin);
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396
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397 if (m_binTo >= (int)m_blockSize / 2) {
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398 m_binTo = m_blockSize / 2 - 1;
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399 }
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400
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401 m_bins = (m_binTo - m_binFrom) + 1;
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402
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403 reset();
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404
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405 return true;
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406 }
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407
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408 void
|
Chris@3
|
409 CepstrumPitchTracker::reset()
|
Chris@3
|
410 {
|
Chris@3
|
411 }
|
Chris@3
|
412
|
Chris@3
|
413 void
|
Chris@15
|
414 CepstrumPitchTracker::filter(const double *cep, double *data)
|
Chris@3
|
415 {
|
Chris@3
|
416 for (int i = 0; i < m_bins; ++i) {
|
Chris@5
|
417 double v = 0;
|
Chris@5
|
418 int n = 0;
|
Chris@5
|
419 // average according to the vertical filter length
|
Chris@5
|
420 for (int j = -m_vflen/2; j <= m_vflen/2; ++j) {
|
Chris@5
|
421 int ix = i + m_binFrom + j;
|
Chris@5
|
422 if (ix >= 0 && ix < m_blockSize) {
|
Chris@5
|
423 v += cep[ix];
|
Chris@5
|
424 ++n;
|
Chris@5
|
425 }
|
Chris@5
|
426 }
|
Chris@15
|
427 data[i] = v / n;
|
Chris@3
|
428 }
|
Chris@6
|
429 }
|
Chris@6
|
430
|
Chris@18
|
431 double
|
Chris@18
|
432 CepstrumPitchTracker::cubicInterpolate(const double y[4], double x)
|
Chris@18
|
433 {
|
Chris@18
|
434 double a0 = y[3] - y[2] - y[0] + y[1];
|
Chris@18
|
435 double a1 = y[0] - y[1] - a0;
|
Chris@18
|
436 double a2 = y[2] - y[0];
|
Chris@18
|
437 double a3 = y[1];
|
Chris@18
|
438 return
|
Chris@18
|
439 a0 * x * x * x +
|
Chris@18
|
440 a1 * x * x +
|
Chris@18
|
441 a2 * x +
|
Chris@18
|
442 a3;
|
Chris@18
|
443 }
|
Chris@18
|
444
|
Chris@18
|
445 double
|
Chris@18
|
446 CepstrumPitchTracker::findInterpolatedPeak(const double *in, int maxbin)
|
Chris@18
|
447 {
|
Chris@18
|
448 if (maxbin < 2 || maxbin > m_bins - 3) {
|
Chris@18
|
449 return maxbin;
|
Chris@18
|
450 }
|
Chris@18
|
451
|
Chris@18
|
452 double maxval = 0.0;
|
Chris@18
|
453 double maxidx = maxbin;
|
Chris@18
|
454
|
Chris@18
|
455 const int divisions = 10;
|
Chris@18
|
456 double y[4];
|
Chris@18
|
457
|
Chris@18
|
458 y[0] = in[maxbin-1];
|
Chris@18
|
459 y[1] = in[maxbin];
|
Chris@18
|
460 y[2] = in[maxbin+1];
|
Chris@18
|
461 y[3] = in[maxbin+2];
|
Chris@18
|
462 for (int i = 0; i < divisions; ++i) {
|
Chris@18
|
463 double probe = double(i) / double(divisions);
|
Chris@18
|
464 double value = cubicInterpolate(y, probe);
|
Chris@18
|
465 if (value > maxval) {
|
Chris@18
|
466 maxval = value;
|
Chris@18
|
467 maxidx = maxbin + probe;
|
Chris@18
|
468 }
|
Chris@18
|
469 }
|
Chris@18
|
470
|
Chris@18
|
471 y[3] = y[2];
|
Chris@18
|
472 y[2] = y[1];
|
Chris@18
|
473 y[1] = y[0];
|
Chris@18
|
474 y[0] = in[maxbin-2];
|
Chris@18
|
475 for (int i = 0; i < divisions; ++i) {
|
Chris@18
|
476 double probe = double(i) / double(divisions);
|
Chris@18
|
477 double value = cubicInterpolate(y, probe);
|
Chris@18
|
478 if (value > maxval) {
|
Chris@18
|
479 maxval = value;
|
Chris@18
|
480 maxidx = maxbin - 1 + probe;
|
Chris@18
|
481 }
|
Chris@18
|
482 }
|
Chris@18
|
483
|
Chris@18
|
484 /*
|
Chris@18
|
485 std::cerr << "centre = " << maxbin << ": ["
|
Chris@18
|
486 << in[maxbin-2] << ","
|
Chris@18
|
487 << in[maxbin-1] << ","
|
Chris@18
|
488 << in[maxbin] << ","
|
Chris@18
|
489 << in[maxbin+1] << ","
|
Chris@18
|
490 << in[maxbin+2] << "] -> " << maxidx << std::endl;
|
Chris@18
|
491 */
|
Chris@18
|
492
|
Chris@18
|
493 return maxidx;
|
Chris@18
|
494 }
|
Chris@18
|
495
|
Chris@3
|
496 CepstrumPitchTracker::FeatureSet
|
Chris@16
|
497 CepstrumPitchTracker::process(const float *const *inputBuffers, RealTime timestamp)
|
Chris@3
|
498 {
|
Chris@3
|
499 FeatureSet fs;
|
Chris@3
|
500
|
Chris@3
|
501 int bs = m_blockSize;
|
Chris@3
|
502 int hs = m_blockSize/2 + 1;
|
Chris@3
|
503
|
Chris@3
|
504 double *rawcep = new double[bs];
|
Chris@3
|
505 double *io = new double[bs];
|
Chris@3
|
506 double *logmag = new double[bs];
|
Chris@3
|
507
|
Chris@4
|
508 // The "inverse symmetric" method. Seems to be the most reliable
|
Chris@3
|
509
|
Chris@3
|
510 for (int i = 0; i < hs; ++i) {
|
Chris@3
|
511
|
Chris@3
|
512 double power =
|
Chris@3
|
513 inputBuffers[0][i*2 ] * inputBuffers[0][i*2 ] +
|
Chris@3
|
514 inputBuffers[0][i*2+1] * inputBuffers[0][i*2+1];
|
Chris@3
|
515 double mag = sqrt(power);
|
Chris@3
|
516
|
Chris@3
|
517 double lm = log(mag + 0.00000001);
|
Chris@3
|
518
|
Chris@4
|
519 logmag[i] = lm;
|
Chris@4
|
520 if (i > 0) logmag[bs - i] = lm;
|
Chris@3
|
521 }
|
Chris@3
|
522
|
Chris@4
|
523 fft(bs, true, logmag, 0, rawcep, io);
|
Chris@3
|
524
|
Chris@3
|
525 delete[] logmag;
|
Chris@3
|
526 delete[] io;
|
Chris@3
|
527
|
Chris@22
|
528 double cep1 = rawcep[1];
|
Chris@22
|
529
|
Chris@3
|
530 int n = m_bins;
|
Chris@3
|
531 double *data = new double[n];
|
Chris@3
|
532 filter(rawcep, data);
|
Chris@3
|
533 delete[] rawcep;
|
Chris@3
|
534
|
Chris@3
|
535 double maxval = 0.0;
|
Chris@6
|
536 int maxbin = -1;
|
Chris@3
|
537
|
Chris@3
|
538 for (int i = 0; i < n; ++i) {
|
Chris@3
|
539 if (data[i] > maxval) {
|
Chris@3
|
540 maxval = data[i];
|
Chris@3
|
541 maxbin = i;
|
Chris@3
|
542 }
|
Chris@3
|
543 }
|
Chris@3
|
544
|
Chris@15
|
545 if (maxbin < 0) {
|
Chris@15
|
546 delete[] data;
|
Chris@15
|
547 return fs;
|
Chris@15
|
548 }
|
Chris@15
|
549
|
Chris@15
|
550 double nextPeakVal = 0.0;
|
Chris@15
|
551 for (int i = 1; i+1 < n; ++i) {
|
Chris@15
|
552 if (data[i] > data[i-1] &&
|
Chris@15
|
553 data[i] > data[i+1] &&
|
Chris@15
|
554 i != maxbin &&
|
Chris@15
|
555 data[i] > nextPeakVal) {
|
Chris@15
|
556 nextPeakVal = data[i];
|
Chris@15
|
557 }
|
Chris@15
|
558 }
|
Chris@8
|
559
|
Chris@18
|
560 double cimax = findInterpolatedPeak(data, maxbin);
|
Chris@18
|
561 double peakfreq = m_inputSampleRate / (cimax + m_binFrom);
|
Chris@15
|
562
|
Chris@15
|
563 double confidence = 0.0;
|
Chris@15
|
564 if (nextPeakVal != 0.0) {
|
Chris@22
|
565 std::cerr << "maxval = " << maxval << ", cep1 = " << cep1 << std::endl;
|
Chris@22
|
566 double conf0 = (maxval - nextPeakVal) / 80.0;
|
Chris@22
|
567 double conf1 = (cep1 / bs) / 2;
|
Chris@22
|
568 if (conf0 > 1.0) conf0 = 1.0;
|
Chris@22
|
569 if (conf1 > 1.0) conf1 = 1.0;
|
Chris@22
|
570 confidence = conf0 * conf1;
|
Chris@22
|
571 std::cerr << "conf0 = " << conf0 << ", conf1 = " << conf1 << ", confidence = " << confidence << std::endl;
|
Chris@15
|
572 }
|
Chris@15
|
573
|
Chris@8
|
574 Hypothesis::Estimate e;
|
Chris@8
|
575 e.freq = peakfreq;
|
Chris@8
|
576 e.time = timestamp;
|
Chris@15
|
577 e.confidence = confidence;
|
Chris@8
|
578
|
Chris@8
|
579 m_accepted.advanceTime();
|
Chris@11
|
580
|
Chris@8
|
581 for (int i = 0; i < m_possible.size(); ++i) {
|
Chris@8
|
582 m_possible[i].advanceTime();
|
Chris@8
|
583 }
|
Chris@8
|
584
|
Chris@11
|
585 if (!m_accepted.test(e)) {
|
Chris@13
|
586
|
Chris@11
|
587 int candidate = -1;
|
Chris@13
|
588 bool accepted = false;
|
Chris@13
|
589
|
Chris@11
|
590 for (int i = 0; i < m_possible.size(); ++i) {
|
Chris@11
|
591 if (m_possible[i].test(e)) {
|
Chris@13
|
592 accepted = true;
|
Chris@11
|
593 if (m_possible[i].getState() == Hypothesis::Satisfied) {
|
Chris@11
|
594 candidate = i;
|
Chris@11
|
595 }
|
Chris@11
|
596 break;
|
Chris@11
|
597 }
|
Chris@11
|
598 }
|
Chris@12
|
599
|
Chris@13
|
600 if (!accepted) {
|
Chris@13
|
601 Hypothesis h;
|
Chris@13
|
602 h.test(e); //!!! must succeed as h is new, so perhaps there should be a ctor for this
|
Chris@13
|
603 m_possible.push_back(h);
|
Chris@13
|
604 }
|
Chris@13
|
605
|
Chris@11
|
606 if (m_accepted.getState() == Hypothesis::Expired) {
|
Chris@16
|
607 m_accepted.addFeatures(fs);
|
Chris@12
|
608 }
|
Chris@12
|
609
|
Chris@12
|
610 if (m_accepted.getState() == Hypothesis::Expired ||
|
Chris@12
|
611 m_accepted.getState() == Hypothesis::Rejected) {
|
Chris@11
|
612 if (candidate >= 0) {
|
Chris@11
|
613 m_accepted = m_possible[candidate];
|
Chris@11
|
614 } else {
|
Chris@11
|
615 m_accepted = Hypothesis();
|
Chris@11
|
616 }
|
Chris@11
|
617 }
|
Chris@8
|
618
|
Chris@14
|
619 // reap rejected/expired hypotheses from possible list
|
Chris@14
|
620 Hypotheses toReap = m_possible;
|
Chris@14
|
621 m_possible.clear();
|
Chris@14
|
622 for (int i = 0; i < toReap.size(); ++i) {
|
Chris@14
|
623 Hypothesis h = toReap[i];
|
Chris@14
|
624 if (h.getState() != Hypothesis::Rejected &&
|
Chris@14
|
625 h.getState() != Hypothesis::Expired) {
|
Chris@14
|
626 m_possible.push_back(h);
|
Chris@14
|
627 }
|
Chris@14
|
628 }
|
Chris@14
|
629 }
|
Chris@14
|
630
|
Chris@15
|
631 std::cerr << "accepted length = " << m_accepted.getPendingLength()
|
Chris@15
|
632 << ", state = " << m_accepted.getState()
|
Chris@15
|
633 << ", hypothesis count = " << m_possible.size() << std::endl;
|
Chris@12
|
634
|
Chris@3
|
635 delete[] data;
|
Chris@3
|
636 return fs;
|
Chris@3
|
637 }
|
Chris@3
|
638
|
Chris@3
|
639 CepstrumPitchTracker::FeatureSet
|
Chris@3
|
640 CepstrumPitchTracker::getRemainingFeatures()
|
Chris@3
|
641 {
|
Chris@3
|
642 FeatureSet fs;
|
Chris@15
|
643 if (m_accepted.getState() == Hypothesis::Satisfied) {
|
Chris@16
|
644 m_accepted.addFeatures(fs);
|
Chris@11
|
645 }
|
Chris@3
|
646 return fs;
|
Chris@3
|
647 }
|
Chris@3
|
648
|
Chris@3
|
649 void
|
Chris@3
|
650 CepstrumPitchTracker::fft(unsigned int n, bool inverse,
|
Chris@24
|
651 double *ri, double *ii, double *ro, double *io)
|
Chris@3
|
652 {
|
Chris@3
|
653 if (!ri || !ro || !io) return;
|
Chris@3
|
654
|
Chris@3
|
655 unsigned int bits;
|
Chris@3
|
656 unsigned int i, j, k, m;
|
Chris@3
|
657 unsigned int blockSize, blockEnd;
|
Chris@3
|
658
|
Chris@3
|
659 double tr, ti;
|
Chris@3
|
660
|
Chris@3
|
661 if (n < 2) return;
|
Chris@3
|
662 if (n & (n-1)) return;
|
Chris@3
|
663
|
Chris@3
|
664 double angle = 2.0 * M_PI;
|
Chris@3
|
665 if (inverse) angle = -angle;
|
Chris@3
|
666
|
Chris@3
|
667 for (i = 0; ; ++i) {
|
Chris@3
|
668 if (n & (1 << i)) {
|
Chris@3
|
669 bits = i;
|
Chris@3
|
670 break;
|
Chris@3
|
671 }
|
Chris@3
|
672 }
|
Chris@3
|
673
|
Chris@24
|
674 int table[n];
|
Chris@3
|
675
|
Chris@23
|
676 for (i = 0; i < n; ++i) {
|
Chris@23
|
677 m = i;
|
Chris@23
|
678 for (j = k = 0; j < bits; ++j) {
|
Chris@23
|
679 k = (k << 1) | (m & 1);
|
Chris@23
|
680 m >>= 1;
|
Chris@23
|
681 }
|
Chris@23
|
682 table[i] = k;
|
Chris@3
|
683 }
|
Chris@3
|
684
|
Chris@3
|
685 if (ii) {
|
Chris@3
|
686 for (i = 0; i < n; ++i) {
|
Chris@3
|
687 ro[table[i]] = ri[i];
|
Chris@3
|
688 io[table[i]] = ii[i];
|
Chris@3
|
689 }
|
Chris@3
|
690 } else {
|
Chris@3
|
691 for (i = 0; i < n; ++i) {
|
Chris@3
|
692 ro[table[i]] = ri[i];
|
Chris@3
|
693 io[table[i]] = 0.0;
|
Chris@3
|
694 }
|
Chris@3
|
695 }
|
Chris@3
|
696
|
Chris@3
|
697 blockEnd = 1;
|
Chris@3
|
698
|
Chris@3
|
699 for (blockSize = 2; blockSize <= n; blockSize <<= 1) {
|
Chris@3
|
700
|
Chris@3
|
701 double delta = angle / (double)blockSize;
|
Chris@3
|
702 double sm2 = -sin(-2 * delta);
|
Chris@3
|
703 double sm1 = -sin(-delta);
|
Chris@3
|
704 double cm2 = cos(-2 * delta);
|
Chris@3
|
705 double cm1 = cos(-delta);
|
Chris@3
|
706 double w = 2 * cm1;
|
Chris@3
|
707 double ar[3], ai[3];
|
Chris@3
|
708
|
Chris@3
|
709 for (i = 0; i < n; i += blockSize) {
|
Chris@3
|
710
|
Chris@3
|
711 ar[2] = cm2;
|
Chris@3
|
712 ar[1] = cm1;
|
Chris@3
|
713
|
Chris@3
|
714 ai[2] = sm2;
|
Chris@3
|
715 ai[1] = sm1;
|
Chris@3
|
716
|
Chris@3
|
717 for (j = i, m = 0; m < blockEnd; j++, m++) {
|
Chris@3
|
718
|
Chris@3
|
719 ar[0] = w * ar[1] - ar[2];
|
Chris@3
|
720 ar[2] = ar[1];
|
Chris@3
|
721 ar[1] = ar[0];
|
Chris@3
|
722
|
Chris@3
|
723 ai[0] = w * ai[1] - ai[2];
|
Chris@3
|
724 ai[2] = ai[1];
|
Chris@3
|
725 ai[1] = ai[0];
|
Chris@3
|
726
|
Chris@3
|
727 k = j + blockEnd;
|
Chris@3
|
728 tr = ar[0] * ro[k] - ai[0] * io[k];
|
Chris@3
|
729 ti = ar[0] * io[k] + ai[0] * ro[k];
|
Chris@3
|
730
|
Chris@3
|
731 ro[k] = ro[j] - tr;
|
Chris@3
|
732 io[k] = io[j] - ti;
|
Chris@3
|
733
|
Chris@3
|
734 ro[j] += tr;
|
Chris@3
|
735 io[j] += ti;
|
Chris@3
|
736 }
|
Chris@3
|
737 }
|
Chris@3
|
738
|
Chris@3
|
739 blockEnd = blockSize;
|
Chris@3
|
740 }
|
Chris@3
|
741 }
|
Chris@3
|
742
|
Chris@3
|
743
|