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1 /* libxtract feature extraction library
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2 *
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3 * Copyright (C) 2006 Jamie Bullock
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4 *
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5 * This program is free software; you can redistribute it and/or modify
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6 * it under the terms of the GNU General Public License as published by
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7 * the Free Software Foundation; either version 2 of the License, or
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8 * (at your option) any later version.
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9 *
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10 * This program is distributed in the hope that it will be useful,
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11 * but WITHOUT ANY WARRANTY; without even the implied warranty of
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12 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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13 * GNU General Public License for more details.
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14 *
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15 * You should have received a copy of the GNU General Public License
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16 * along with this program; if not, write to the Free Software
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17 * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301,
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18 * USA.
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19 */
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20
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21 /** \mainpage
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22 *
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23 * LibXtract is a simple, portable, lightweight library of audio feature extraction functions. The purpose of the library is to provide a relatively exhaustive set of feature extraction primatives that are designed to be 'cascaded' to create a extraction hierarchies.
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24 * For example, 'variance', 'average deviation', 'skewness' and 'kurtosis', all require the 'mean' of the input vector to be precomputed. However, rather than compute the 'mean' 'inside' each function, it is expected that the 'mean' will be passed in as an argument. This means that if the user wishes to use all of these features, the mean is calculated only once, and then passed to any functions that require it.
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25 *
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26 * This philosophy of 'cascading' features is followed throughout the library, for example with features that operate on the magnitude spectrum of a signal vector (e.g. 'irregularity'), the magnitude spectrum is not calculated 'inside' the respective function, instead, a pointer to the first element in an array containing the magnitude spectrum is passed in as an argument.
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27 *
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28 * Hopefully this not only makes the library more efficient when computing large numbers of features, but also makes it more flexible because extraction functions can be combined arbitrarily (one can take the irregularility of the Mel Frequency Cepstral Coefficients for example).
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29 *
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30 * All feature extraction functions follow the same prototype:
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31 *
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32 int xtract_function_name(const float *data, const int N, const void *argv, float *result){
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33 *
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34 * \param const float *data points to an array of floats representing the input data
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35 * \param const int N represents the number of elementes from *data to be considered in the calculation
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36 * \param const void *argv represents an arbitrary list of arguments. Used to pass in values required by the feature calculation
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37 * \param float *result points to an array of floats, or a single float represnting the result of the calculation
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38 *
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39 *
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40 * It is up to the calling function to allocate enough memory for the *data, *argv, and *result, and to free it when required. Some feature extraction functions may also require an _init() function to be called in order to perform some initialisation. The struct xtract_function_descriptor_t is used to give an indication of recommended default values, and argc for the *argv array.
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41 *
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42 * LibXtract can be downloaded from http://www.sf.net/projects/libxtract
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43 *
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44 */
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45
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46 #ifndef XTRACT_H
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47 #define XTRACT_H
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48
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49 #ifdef __cplusplus
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50 extern "C" {
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51 #endif
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52
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53 /**
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54 * \file libxtract.h
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55 * \brief main header file and API definition
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56 */
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57
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58 #include "xtract_scalar.h"
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59 #include "xtract_vector.h"
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60 #include "xtract_delta.h"
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61 #include "xtract_types.h"
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62 #include "xtract_macros.h"
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63
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64 /** \defgroup libxtract API
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65 *
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66 * Defines a very simple API that provides access to the functions in the library
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67 * @{
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68 */
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69
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70 #define XTRACT_FEATURES 57
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71
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72 /** \brief Enumeration of features, elements are used as indixes to an array of pointers to feature extracton functions */
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73 enum xtract_features_ {
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74 XTRACT_MEAN,
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75 XTRACT_VARIANCE,
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76 XTRACT_STANDARD_DEVIATION,
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77 XTRACT_AVERAGE_DEVIATION,
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78 XTRACT_SKEWNESS,
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79 XTRACT_KURTOSIS,
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80 XTRACT_SPECTRAL_MEAN,
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81 XTRACT_SPECTRAL_VARIANCE,
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82 XTRACT_SPECTRAL_STANDARD_DEVIATION,
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83 XTRACT_SPECTRAL_AVERAGE_DEVIATION,
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84 XTRACT_SPECTRAL_SKEWNESS,
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85 XTRACT_SPECTRAL_KURTOSIS,
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86 XTRACT_SPECTRAL_CENTROID,
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87 XTRACT_IRREGULARITY_K,
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88 XTRACT_IRREGULARITY_J,
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89 XTRACT_TRISTIMULUS_1,
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90 XTRACT_TRISTIMULUS_2,
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91 XTRACT_TRISTIMULUS_3,
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92 XTRACT_SMOOTHNESS,
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93 XTRACT_SPREAD,
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94 XTRACT_ZCR,
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95 XTRACT_ROLLOFF,
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96 XTRACT_LOUDNESS,
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97 XTRACT_FLATNESS,
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98 XTRACT_TONALITY,
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99 XTRACT_CREST,
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100 XTRACT_NOISINESS,
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101 XTRACT_RMS_AMPLITUDE,
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102 XTRACT_SPECTRAL_INHARMONICITY,
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103 XTRACT_POWER,
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104 XTRACT_ODD_EVEN_RATIO,
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105 XTRACT_SHARPNESS,
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106 XTRACT_SPECTRAL_SLOPE,
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107 XTRACT_LOWEST_VALUE,
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108 XTRACT_HIGHEST_VALUE,
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109 XTRACT_SUM,
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110 XTRACT_NONZERO_COUNT,
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111 XTRACT_HPS,
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112 XTRACT_F0,
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113 XTRACT_FAILSAFE_F0,
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114 XTRACT_LNORM,
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115 XTRACT_FLUX,
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116 XTRACT_ATTACK_TIME,
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117 XTRACT_DECAY_TIME,
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118 XTRACT_DIFFERENCE_VECTOR,
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119 XTRACT_AUTOCORRELATION,
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120 XTRACT_AMDF,
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121 XTRACT_ASDF,
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122 XTRACT_BARK_COEFFICIENTS,
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123 XTRACT_PEAK_SPECTRUM,
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124 XTRACT_SPECTRUM,
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125 XTRACT_AUTOCORRELATION_FFT,
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126 XTRACT_MFCC,
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127 XTRACT_DCT,
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128 XTRACT_HARMONIC_SPECTRUM,
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129 XTRACT_LPC,
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130 XTRACT_LPCC
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131 };
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132
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133 /** \brief Enumeration of feature initialisation functions */
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134 enum xtract_feature_init_ {
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135 XTRACT_INIT_MFCC = 100,
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136 XTRACT_INIT_BARK
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137 };
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138
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139 /** \brief Enumeration of feature types */
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140 enum xtract_feature_types_ {
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141 XTRACT_SCALAR,
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142 XTRACT_VECTOR,
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143 XTRACT_DELTA
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144 };
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145
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146 /** \brief Enumeration of mfcc types */
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147 enum xtract_mfcc_types_ {
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148 XTRACT_EQUAL_GAIN,
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149 XTRACT_EQUAL_AREA
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150 };
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151
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152 enum xtract_lnorm_filter_types_ {
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153 XTRACT_POSITIVE_SLOPE,
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154 XTRACT_NEGATIVE_SLOPE
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155 };
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156
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157 /** \brief Enumeration of return codes */
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158 enum xtract_return_codes_ {
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159 XTRACT_SUCCESS,
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160 XTRACT_MALLOC_FAILED,
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161 XTRACT_BAD_ARGV,
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162 XTRACT_BAD_VECTOR_SIZE,
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163 XTRACT_NO_RESULT,
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164 XTRACT_FEATURE_NOT_IMPLEMENTED
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165 };
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166
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167 /** \brief Enumeration of spectrum types */
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168 enum xtract_spectrum_ {
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169 XTRACT_MAGNITUDE_SPECTRUM,
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170 XTRACT_LOG_MAGNITUDE_SPECTRUM,
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171 XTRACT_POWER_SPECTRUM,
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172 XTRACT_LOG_POWER_SPECTRUM
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173 };
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174
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175 /** \brief Enumeration of data types*/
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176 typedef enum type_ {
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177 XTRACT_FLOAT,
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178 XTRACT_FLOATARRAY,
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179 XTRACT_INT,
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180 XTRACT_MEL_FILTER
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181 } xtract_type_t;
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182
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183 /** \brief Enumeration of units*/
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184 typedef enum unit_ {
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185 /* NONE, ANY */
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186 XTRACT_HERTZ = 2,
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187 XTRACT_ANY_AMPLITUDE_HERTZ,
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188 XTRACT_DBFS,
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189 XTRACT_DBFS_HERTZ,
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190 XTRACT_PERCENT,
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191 XTRACT_SONE
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192 } xtract_unit_t;
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193
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194 /** \brief Boolean */
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195 typedef enum {
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196 XTRACT_FALSE,
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197 XTRACT_TRUE
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198 } xtract_bool_t;
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199
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200 /** \brief Enumeration of vector format types*/
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201 typedef enum xtract_vector_ {
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202 /* N/2 magnitude/log-magnitude/power/log-power coeffs and N/2 frequencies */
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203 XTRACT_SPECTRAL,
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204 /* N spectral amplitudes */
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205 XTRACT_SPECTRAL_MAGNITUDES,
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206 /* N/2 magnitude/log-magnitude/power/log-power peak coeffs and N/2
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207 * frequencies */
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208 XTRACT_SPECTRAL_PEAKS,
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209 /* N spectral peak amplitudes */
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210 XTRACT_SPECTRAL_PEAKS_MAGNITUDES,
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211 /* N spectral peak frequencies */
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212 XTRACT_SPECTRAL_PEAKS_FREQUENCIES,
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213 /* N/2 magnitude/log-magnitude/power/log-power harmonic peak coeffs and N/2
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214 * frequencies */
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215 XTRACT_SPECTRAL_HARMONICS,
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216 /* N spectral harmonic amplitudes */
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217 XTRACT_SPECTRAL_HARMONICS_MAGNITUDES,
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218 /* N spectral harmonic frequencies */
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219 XTRACT_SPECTRAL_HARMONICS_FREQUENCIES,
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220 XTRACT_AUTOCORRELATION_COEFFS,
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221 XTRACT_ARBITRARY_SERIES,
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222 XTRACT_AUDIO_SAMPLES,
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223 XTRACT_MEL_COEFFS,
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224 XTRACT_LPC_COEFFS,
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225 XTRACT_LPCC_COEFFS,
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226 XTRACT_BARK_COEFFS,
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227 XTRACT_NO_DATA
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228 } xtract_vector_t;
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229
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230 /** \brief Data structure containing useful information about functions provided by LibXtract. */
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231 typedef struct _xtract_function_descriptor {
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232
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233 struct {
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234 char name[XTRACT_MAX_NAME_LENGTH];
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235 char p_name[XTRACT_MAX_NAME_LENGTH]; /* pretty name */
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236 char desc[XTRACT_MAX_DESC_LENGTH];
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237 char p_desc[XTRACT_MAX_DESC_LENGTH]; /* pretty description */
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238 char author[XTRACT_MAX_AUTHOR_LENGTH];
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239 int year;
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240 } algo;
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241
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242 struct {
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243 xtract_vector_t format;
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244 xtract_unit_t unit;
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245 } data;
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246
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247 int argc;
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248
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249 struct {
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250 xtract_type_t type; /* type of the array/value pointed to by argv */
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251 float min[XTRACT_MAXARGS];
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252 float max[XTRACT_MAXARGS];
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253 float def[XTRACT_MAXARGS]; /* defaults */
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254 xtract_unit_t unit[XTRACT_MAXARGS];
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255 int donor[XTRACT_MAXARGS]; /* suggested donor functions for argv */
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256 } argv;
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257
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258 xtract_bool_t is_scalar;
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259
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260 /* The result.<> entries in descritors.c need to be checked */
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261 union {
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262
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263 struct {
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264 float min;
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265 float max;
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266 xtract_unit_t unit;
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267 } scalar;
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268
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269 struct {
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270 xtract_vector_t format;
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271 xtract_unit_t unit;
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272 } vector;
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273
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274 } result;
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275
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276 } xtract_function_descriptor_t;
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277
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278 /**
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279 *
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280 * \brief An array of pointers to functions that perform the extraction
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281 *
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282 * \param *data: a pointer to the start of the input data (usually the first element in an array)
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283 *
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284 * \param N: the number of elements to be processed
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285 *
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286 * \param *argv: an abitrary number of additional arguments, used to pass additional parameters to the function being called. All arguments are compulsary!
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287 *
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288 * \param *result: a pointer to the first element in the result
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289 *
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290 * Each function will iterate over N array elements, the first of which is
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291 * pointed to by *data. It is up to the calling function to ensure that the array is in the format expected by the function being called.
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292 *
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293 * For scalar and delta features, *result will point to a single value.
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294 *
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295 * For vector features it will point to the first element in an array.
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296 *
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297 * Memory for this array must be allocated and freed by the calling
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298 * function.
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299 *
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300 * All functions return an integer error code as descibed in the enumeration
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301 * return_codes_
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302 *
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303 * The preprocessor macro: XTRACT must be defined before this can be used
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304 *
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305 * example:<br>
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306 * \verbatim
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307 #include <stdio.h>
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308 #define XTRACT
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309 #include "libxtract.h"
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310
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311 main () {
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312 float values[] = {1.0, 2.0, 3.0, 4.0, 5.0};
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313 int N = 5;
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314 float mean;
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315
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316 xtract[MEAN]((void *)values, N, NULL, &mean);
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317
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318 printf("Mean = %.2f\n", mean);
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319 }
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320 \endverbatim
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321 * The calling function may additionally make some tests against the value returned by xtract
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322 *
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323 */
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324 #ifdef XTRACT_H
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325 extern int(*xtract[XTRACT_FEATURES])(const float *data, const int N, const void *argv, float *result);
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326
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327 #endif
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328
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329 /** \brief A structure to store a set of n_filters Mel filters */
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330 typedef struct xtract_mel_filter_ {
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331 int n_filters;
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332 float **filters;
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333 } xtract_mel_filter;
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334
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335 /** \brief A function to initialise a mel filter bank
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336 *
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337 * It is up to the caller to pass in a pointer to memory allocated for freq_bands arrays of length N. This function populates these arrays with magnitude coefficients representing the mel filterbank on a linear scale
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338 */
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339 int xtract_init_mfcc(int N, float nyquist, int style, float freq_min, float freq_max, int freq_bands, float **fft_tables);
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jamie@1
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340
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jamie@2
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341 /** \brief A function to initialise bark filter bounds
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jamie@2
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342 *
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jamie@2
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343 * A pointer to an array of BARK_BANDS ints most be passed in, and is populated with BARK_BANDS fft bin numbers representing the limits of each band
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jamie@59
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344 *
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jamie@59
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345 * \param N: the audio block size
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jamie@59
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346 * \param sr: The sample audio sample rate
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jamie@59
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347 * \param *band_limits: a pointer to an array of BARK_BANDS ints
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jamie@2
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348 */
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jamie@59
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349 int xtract_init_bark(int N, float sr, int *band_limits);
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jamie@1
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350
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jamie@98
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351 /** \brief An initialisation function for functions using FFT
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jamie@98
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352 *
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jamie@98
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353 * This function initialises global data structures used by functions requiring FFT functionality. It can be called multiple times with different feature names. Calling it more than once with the same feature name is not a valid operation and will result in a memory leak.
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jamie@98
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354 *
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jamie@98
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355 * \param N: the size of the FFT
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jamie@98
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356 * \param feature_name: the name of the feature the FFT is being used for,
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jamie@98
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357 * e.g. XTRACT_DCT
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jamie@98
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358 *
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jamie@98
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359 */
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jamie@98
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360 int xtract_init_fft(int N, int feature_name);
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jamie@98
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361
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jamie@50
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362 /* \brief A function to build an array of function descriptors */
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jamie@50
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363 void *xtract_make_descriptors();
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jamie@1
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364
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jamie@50
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365 /* \brief A function to free an array of function descriptors */
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jamie@50
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366 int xtract_free_descriptors(void *fd);
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jamie@1
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367 /* Free functions */
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jamie@1
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368
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jamie@20
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369 /** @} */
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jamie@20
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370
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jamie@1
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371 #ifdef __cplusplus
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jamie@1
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372 }
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jamie@1
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373 #endif
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jamie@1
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374
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jamie@1
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375 #endif
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