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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 #include "xtract_helper.h"
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64
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65 /** \defgroup libxtract API
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66 *
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67 * Defines a very simple API that provides access to the functions in the library
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68 * @{
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69 */
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70
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71 #define XTRACT_FEATURES 59
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72
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73 /** \brief Enumeration of features, elements are used as indixes to an array of pointers to feature extracton functions */
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74 enum xtract_features_ {
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75 XTRACT_MEAN,
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76 XTRACT_VARIANCE,
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77 XTRACT_STANDARD_DEVIATION,
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78 XTRACT_AVERAGE_DEVIATION,
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79 XTRACT_SKEWNESS,
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80 XTRACT_KURTOSIS,
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81 XTRACT_SPECTRAL_MEAN,
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82 XTRACT_SPECTRAL_VARIANCE,
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83 XTRACT_SPECTRAL_STANDARD_DEVIATION,
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84 /*XTRACT_SPECTRAL_AVERAGE_DEVIATION, */
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85 XTRACT_SPECTRAL_SKEWNESS,
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86 XTRACT_SPECTRAL_KURTOSIS,
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87 XTRACT_SPECTRAL_CENTROID,
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88 XTRACT_IRREGULARITY_K,
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89 XTRACT_IRREGULARITY_J,
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90 XTRACT_TRISTIMULUS_1,
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91 XTRACT_TRISTIMULUS_2,
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92 XTRACT_TRISTIMULUS_3,
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93 XTRACT_SMOOTHNESS,
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94 XTRACT_SPREAD,
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95 XTRACT_ZCR,
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96 XTRACT_ROLLOFF,
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97 XTRACT_LOUDNESS,
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98 XTRACT_FLATNESS,
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99 XTRACT_FLATNESS_DB,
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100 XTRACT_TONALITY,
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101 XTRACT_CREST,
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102 XTRACT_NOISINESS,
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103 XTRACT_RMS_AMPLITUDE,
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104 XTRACT_SPECTRAL_INHARMONICITY,
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105 XTRACT_POWER,
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106 XTRACT_ODD_EVEN_RATIO,
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107 XTRACT_SHARPNESS,
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108 XTRACT_SPECTRAL_SLOPE,
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109 XTRACT_LOWEST_VALUE,
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110 XTRACT_HIGHEST_VALUE,
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111 XTRACT_SUM,
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112 XTRACT_NONZERO_COUNT,
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113 XTRACT_HPS,
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114 XTRACT_F0,
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115 XTRACT_FAILSAFE_F0,
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116 XTRACT_LNORM,
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117 XTRACT_FLUX,
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118 XTRACT_ATTACK_TIME,
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119 XTRACT_DECAY_TIME,
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120 XTRACT_DIFFERENCE_VECTOR,
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121 XTRACT_AUTOCORRELATION,
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122 XTRACT_AMDF,
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123 XTRACT_ASDF,
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124 XTRACT_BARK_COEFFICIENTS,
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125 XTRACT_PEAK_SPECTRUM,
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126 XTRACT_SPECTRUM,
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127 XTRACT_AUTOCORRELATION_FFT,
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128 XTRACT_MFCC,
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129 XTRACT_DCT,
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130 XTRACT_HARMONIC_SPECTRUM,
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131 XTRACT_LPC,
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132 XTRACT_LPCC,
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133 XTRACT_SUBBANDS,
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134 /* Helper functions */
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135 XTRACT_WINDOWED
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136 };
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137
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138 /** \brief Enumeration of feature initialisation functions */
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139 enum xtract_feature_init_ {
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140 XTRACT_INIT_MFCC = 100,
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141 XTRACT_INIT_BARK,
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142 XTRACT_INIT_WINDOWED
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143 };
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144
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145 /** \brief Enumeration of feature types */
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146 enum xtract_feature_types_ {
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147 XTRACT_SCALAR,
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148 XTRACT_VECTOR,
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149 XTRACT_DELTA
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150 };
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151
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152 /** \brief Enumeration of mfcc types */
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153 enum xtract_mfcc_types_ {
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154 XTRACT_EQUAL_GAIN,
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155 XTRACT_EQUAL_AREA
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156 };
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157
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158 enum xtract_lnorm_filter_types_ {
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159 XTRACT_NO_LNORM_FILTER,
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160 XTRACT_POSITIVE_SLOPE,
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161 XTRACT_NEGATIVE_SLOPE
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162 };
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163
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164 /** \brief Enumeration of return codes */
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165 enum xtract_return_codes_ {
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166 XTRACT_SUCCESS,
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167 XTRACT_MALLOC_FAILED,
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168 XTRACT_BAD_ARGV,
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169 XTRACT_BAD_VECTOR_SIZE,
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170 XTRACT_DENORMAL_FOUND,
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171 XTRACT_NO_RESULT, /* This usually occurs when the correct calculation cannot take place because required data is missing or would result in a NaN or infinity/-infinity. Under these curcumstances 0.f is usually given by *result */
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172 XTRACT_FEATURE_NOT_IMPLEMENTED
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173 };
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174
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175 /** \brief Enumeration of spectrum types */
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176 enum xtract_spectrum_ {
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177 XTRACT_MAGNITUDE_SPECTRUM,
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178 XTRACT_LOG_MAGNITUDE_SPECTRUM,
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179 XTRACT_POWER_SPECTRUM,
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180 XTRACT_LOG_POWER_SPECTRUM
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181 };
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182
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183 /** \brief Subband scales */
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184 enum xtract_subband_scales_ {
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185 XTRACT_OCTAVE_SUBBANDS,
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186 XTRACT_LINEAR_SUBBANDS
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187 };
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188
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189 /** \brief Enumeration of data types*/
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190 typedef enum type_ {
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191 XTRACT_FLOAT,
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192 XTRACT_FLOATARRAY,
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193 XTRACT_INT,
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194 XTRACT_MEL_FILTER
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195 } xtract_type_t;
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196
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197 /** \brief Enumeration of units*/
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198 typedef enum unit_ {
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199 /* NONE, ANY */
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200 XTRACT_HERTZ = 2,
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201 XTRACT_ANY_AMPLITUDE_HERTZ,
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202 XTRACT_DBFS,
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203 XTRACT_DBFS_HERTZ,
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204 XTRACT_PERCENT,
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205 XTRACT_BINS,
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206 XTRACT_SONE
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207 } xtract_unit_t;
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208
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209 /** \brief Boolean */
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210 typedef enum {
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211 XTRACT_FALSE,
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212 XTRACT_TRUE
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213 } xtract_bool_t;
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214
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215 /** \brief Window types */
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216 enum xtract_window_types_ {
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217 XTRACT_GAUSS,
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218 XTRACT_HAMMING,
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219 XTRACT_HANN,
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220 XTRACT_BARTLETT,
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221 XTRACT_TRIANGULAR,
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222 XTRACT_BARTLETT_HANN,
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223 XTRACT_BLACKMAN,
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224 XTRACT_KAISER,
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225 XTRACT_BLACKMAN_HARRIS
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226 };
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227
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228 /** \brief Enumeration of vector format types*/
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229 typedef enum xtract_vector_ {
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230 /* N/2 magnitude/log-magnitude/power/log-power coeffs and N/2 frequencies */
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231 XTRACT_SPECTRAL,
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232 /* N spectral amplitudes */
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233 XTRACT_SPECTRAL_MAGNITUDES,
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234 /* N/2 magnitude/log-magnitude/power/log-power peak coeffs and N/2
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235 * frequencies */
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236 XTRACT_SPECTRAL_PEAKS,
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237 /* N spectral peak amplitudes */
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238 XTRACT_SPECTRAL_PEAKS_MAGNITUDES,
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239 /* N spectral peak frequencies */
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240 XTRACT_SPECTRAL_PEAKS_FREQUENCIES,
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241 /* N/2 magnitude/log-magnitude/power/log-power harmonic peak coeffs and N/2
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242 * frequencies */
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243 XTRACT_SPECTRAL_HARMONICS,
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244 /* N spectral harmonic amplitudes */
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245 XTRACT_SPECTRAL_HARMONICS_MAGNITUDES,
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246 /* N spectral harmonic frequencies */
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247 XTRACT_SPECTRAL_HARMONICS_FREQUENCIES,
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248 XTRACT_AUTOCORRELATION_COEFFS,
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249 XTRACT_ARBITRARY_SERIES,
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250 XTRACT_AUDIO_SAMPLES,
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251 XTRACT_MEL_COEFFS,
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252 XTRACT_LPC_COEFFS,
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253 XTRACT_LPCC_COEFFS,
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254 XTRACT_BARK_COEFFS,
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255 XTRACT_SUBFRAMES,
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256 XTRACT_NO_DATA
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257 } xtract_vector_t;
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258
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259 /** \brief Data structure containing useful information about functions provided by LibXtract. */
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260 typedef struct _xtract_function_descriptor {
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261
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262 int id;
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263
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264 struct {
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265 char name[XTRACT_MAX_NAME_LENGTH];
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266 char p_name[XTRACT_MAX_NAME_LENGTH]; /* pretty name */
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267 char desc[XTRACT_MAX_DESC_LENGTH];
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268 char p_desc[XTRACT_MAX_DESC_LENGTH]; /* pretty description */
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269 char author[XTRACT_MAX_AUTHOR_LENGTH];
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270 int year;
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271 } algo;
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272
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273 struct {
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274 xtract_vector_t format;
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275 xtract_unit_t unit;
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276 } data;
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277
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278 int argc;
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279
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280 struct {
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281 xtract_type_t type; /* type of the array/value pointed to by argv */
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282 float min[XTRACT_MAXARGS];
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283 float max[XTRACT_MAXARGS];
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284 float def[XTRACT_MAXARGS]; /* defaults */
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285 xtract_unit_t unit[XTRACT_MAXARGS];
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286 int donor[XTRACT_MAXARGS]; /* suggested donor functions for argv */
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287 } argv;
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288
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289 xtract_bool_t is_scalar;
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290 xtract_bool_t is_delta; /* features in xtract_delta.h can be scalar or vector */
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291
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292 /* The result.<> entries in descritors.c need to be checked */
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293 union {
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294
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295 struct {
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296 float min;
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297 float max;
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298 xtract_unit_t unit;
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299 } scalar;
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300
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301 struct {
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302 xtract_vector_t format;
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303 xtract_unit_t unit;
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304 } vector;
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305
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306 } result;
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307
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308 } xtract_function_descriptor_t;
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309
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310 /**
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311 *
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312 * \brief An array of pointers to functions that perform the extraction
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313 *
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314 * \param *data: a pointer to the start of the input data (usually the first element in an array)
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315 *
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316 * \param N: the number of elements to be processed
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317 *
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318 * \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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319 *
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320 * \param *result: a pointer to the first element in the result
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321 *
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322 * Each function will iterate over N array elements, the first of which is
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323 * 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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324 *
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325 * For scalar and delta features, *result will point to a single value.
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326 *
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327 * For vector features it will point to the first element in an array.
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328 *
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329 * Memory for this array must be allocated and freed by the calling
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330 * function.
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331 *
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332 * All functions return an integer error code as descibed in the enumeration
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333 * return_codes_
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334 *
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335 * The preprocessor macro: XTRACT must be defined before this can be used
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336 *
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337 * example:<br>
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jamie@21
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338 * \verbatim
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jamie@21
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339 #include <stdio.h>
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jamie@21
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340 #define XTRACT
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jamie@21
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341 #include "libxtract.h"
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jamie@21
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342
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jamie@21
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343 main () {
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jamie@21
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344 float values[] = {1.0, 2.0, 3.0, 4.0, 5.0};
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jamie@21
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345 int N = 5;
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jamie@21
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346 float mean;
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jamie@21
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347
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jamie@21
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348 xtract[MEAN]((void *)values, N, NULL, &mean);
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jamie@21
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349
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jamie@21
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350 printf("Mean = %.2f\n", mean);
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jamie@21
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351 }
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jamie@21
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352 \endverbatim
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jamie@9
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353 * The calling function may additionally make some tests against the value returned by xtract
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jamie@9
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354 *
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jamie@2
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355 */
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jamie@56
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356 #ifdef XTRACT_H
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jamie@43
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357 extern int(*xtract[XTRACT_FEATURES])(const float *data, const int N, const void *argv, float *result);
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jamie@1
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358
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jamie@28
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359 #endif
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jamie@26
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360
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jamie@2
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361 /** \brief A structure to store a set of n_filters Mel filters */
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jamie@1
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362 typedef struct xtract_mel_filter_ {
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jamie@1
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363 int n_filters;
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jamie@1
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364 float **filters;
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jamie@1
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365 } xtract_mel_filter;
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jamie@1
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366
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jamie@2
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367 /** \brief A function to initialise a mel filter bank
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jamie@2
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368 *
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jamie@2
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369 * 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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jamie@2
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370 */
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jamie@56
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371 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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372
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jamie@2
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373 /** \brief A function to initialise bark filter bounds
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jamie@2
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374 *
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jamie@2
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375 * 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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376 *
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jamie@59
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377 * \param N: the audio block size
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jamie@59
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378 * \param sr: The sample audio sample rate
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jamie@59
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379 * \param *band_limits: a pointer to an array of BARK_BANDS ints
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jamie@2
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380 */
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jamie@59
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381 int xtract_init_bark(int N, float sr, int *band_limits);
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jamie@1
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382
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jamie@98
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383 /** \brief An initialisation function for functions using FFT
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jamie@98
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384 *
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jamie@98
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385 * 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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386 *
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jamie@98
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387 * \param N: the size of the FFT
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jamie@98
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388 * \param feature_name: the name of the feature the FFT is being used for,
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jamie@98
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389 * e.g. XTRACT_DCT
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jamie@98
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390 *
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jamie@98
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391 */
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jamie@98
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392 int xtract_init_fft(int N, int feature_name);
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jamie@98
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393
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jamie@110
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394 /** \brief Free memory used for fft plans
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jamie@110
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395 *
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jamie@110
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396 * This function should be used to explicitly free memory allocated for ffts by xtract_init_fft(). It is primarily intended for use if a new FFT needs to be taken with a different blocksize. If only one fft size is required then there is no need to call this function since it will be called when the program exits.
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jamie@110
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397 * */
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jamie@110
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398 void xtract_free_fft(void);
|
jamie@110
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399
|
jamie@107
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400 /** \brief Make a window of a given type and return a pointer to it
|
jamie@107
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401 *
|
jamie@107
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402 * \param N: the size of the window
|
jamie@107
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403 * \param type: the type of the window as given in the enumeration window_types_
|
jamie@107
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404 *
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jamie@107
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405 */
|
jamie@107
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406 float *xtract_init_window(const int N, const int type);
|
jamie@107
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407
|
jamie@107
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408 /** \brief Free a window as allocated by xtract_make_window()
|
jamie@107
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409 *
|
jamie@107
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410 * \param *window: a pointer to an array of floats as allocated by xtract_make_window()
|
jamie@107
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411 *
|
jamie@107
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412 */
|
jamie@107
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413 void xtract_free_window(float *window);
|
jamie@107
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414
|
jamie@50
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415 /* \brief A function to build an array of function descriptors */
|
jamie@110
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416 xtract_function_descriptor_t *xtract_make_descriptors();
|
jamie@1
|
417
|
jamie@50
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418 /* \brief A function to free an array of function descriptors */
|
jamie@110
|
419 int xtract_free_descriptors(xtract_function_descriptor_t *fd);
|
jamie@1
|
420 /* Free functions */
|
jamie@1
|
421
|
jamie@20
|
422 /** @} */
|
jamie@20
|
423
|
jamie@1
|
424 #ifdef __cplusplus
|
jamie@1
|
425 }
|
jamie@1
|
426 #endif
|
jamie@1
|
427
|
jamie@1
|
428 #endif
|