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1 /*
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2 * Copyright (C) 2012 Jamie Bullock
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3 *
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4 * Permission is hereby granted, free of charge, to any person obtaining a copy
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5 * of this software and associated documentation files (the "Software"), to
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6 * deal in the Software without restriction, including without limitation the
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7 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
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8 * sell copies 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 included in
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12 * 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, EXPRESS OR
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15 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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16 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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17 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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18 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
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19 * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
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20 * IN THE SOFTWARE.
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21 *
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22 */
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23
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24 /** \mainpage
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25 *
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26 * 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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27 * 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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28 *
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29 * 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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30 *
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31 * 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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32 *
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33 * All feature extraction functions follow the same prototype:
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34 *
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35 int xtract_function_name(const float *data, const int N, const void *argv, float *result){
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36 *
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37 * \param const float *data points to an array of floats representing the input data
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38 * \param const int N represents the number of elementes from *data to be considered in the calculation
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39 * \param const void *argv represents an arbitrary list of arguments. Used to pass in values required by the feature calculation
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40 * \param float *result points to an array of floats, or a single float represnting the result of the calculation
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41 *
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42 *
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43 * 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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44 *
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45 * LibXtract can be downloaded from http://www.sf.net/projects/libxtract
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46 *
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47 */
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48
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49 #ifndef XTRACT_H
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50 #define XTRACT_H
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51
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52 #ifdef __cplusplus
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53 extern "C" {
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54 #endif
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55
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56 /**
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57 * \file libxtract.h
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58 * \brief main header file and API definition
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59 */
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60
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61 #include "xtract_scalar.h"
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62 #include "xtract_vector.h"
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63 #include "xtract_delta.h"
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64 #include "xtract_types.h"
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65 #include "xtract_macros.h"
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66 #include "xtract_helper.h"
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67
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68 /** \defgroup libxtract API
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69 *
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70 * Defines a very simple API that provides access to the functions in the library
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71 * @{
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72 */
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73
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74 #define XTRACT_FEATURES 59
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75
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76 /** \brief Enumeration of features, elements are used as indixes to an array of pointers to feature extracton functions */
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77 enum xtract_features_ {
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78 XTRACT_MEAN,
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79 XTRACT_VARIANCE,
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80 XTRACT_STANDARD_DEVIATION,
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81 XTRACT_AVERAGE_DEVIATION,
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82 XTRACT_SKEWNESS,
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83 XTRACT_KURTOSIS,
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84 XTRACT_SPECTRAL_MEAN,
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85 XTRACT_SPECTRAL_VARIANCE,
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86 XTRACT_SPECTRAL_STANDARD_DEVIATION,
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87 /*XTRACT_SPECTRAL_AVERAGE_DEVIATION, */
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88 XTRACT_SPECTRAL_SKEWNESS,
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89 XTRACT_SPECTRAL_KURTOSIS,
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90 XTRACT_SPECTRAL_CENTROID,
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91 XTRACT_IRREGULARITY_K,
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92 XTRACT_IRREGULARITY_J,
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93 XTRACT_TRISTIMULUS_1,
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94 XTRACT_TRISTIMULUS_2,
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95 XTRACT_TRISTIMULUS_3,
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96 XTRACT_SMOOTHNESS,
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97 XTRACT_SPREAD,
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98 XTRACT_ZCR,
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99 XTRACT_ROLLOFF,
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100 XTRACT_LOUDNESS,
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101 XTRACT_FLATNESS,
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102 XTRACT_FLATNESS_DB,
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103 XTRACT_TONALITY,
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104 XTRACT_CREST,
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105 XTRACT_NOISINESS,
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106 XTRACT_RMS_AMPLITUDE,
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107 XTRACT_SPECTRAL_INHARMONICITY,
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108 XTRACT_POWER,
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109 XTRACT_ODD_EVEN_RATIO,
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110 XTRACT_SHARPNESS,
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111 XTRACT_SPECTRAL_SLOPE,
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112 XTRACT_LOWEST_VALUE,
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113 XTRACT_HIGHEST_VALUE,
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114 XTRACT_SUM,
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115 XTRACT_NONZERO_COUNT,
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116 XTRACT_HPS,
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117 XTRACT_F0,
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118 XTRACT_FAILSAFE_F0,
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119 XTRACT_LNORM,
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120 XTRACT_FLUX,
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121 XTRACT_ATTACK_TIME,
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122 XTRACT_DECAY_TIME,
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123 XTRACT_DIFFERENCE_VECTOR,
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124 XTRACT_AUTOCORRELATION,
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125 XTRACT_AMDF,
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126 XTRACT_ASDF,
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127 XTRACT_BARK_COEFFICIENTS,
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128 XTRACT_PEAK_SPECTRUM,
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129 XTRACT_SPECTRUM,
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130 XTRACT_AUTOCORRELATION_FFT,
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131 XTRACT_MFCC,
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132 XTRACT_DCT,
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133 XTRACT_HARMONIC_SPECTRUM,
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134 XTRACT_LPC,
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135 XTRACT_LPCC,
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136 XTRACT_SUBBANDS,
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137 /* Helper functions */
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138 XTRACT_WINDOWED
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139 };
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140
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141 /** \brief Enumeration of feature initialisation functions */
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142 enum xtract_feature_init_ {
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143 XTRACT_INIT_MFCC = 100,
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144 XTRACT_INIT_BARK,
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145 XTRACT_INIT_WINDOWED
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146 };
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147
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148 /** \brief Enumeration of feature types */
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149 enum xtract_feature_types_ {
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150 XTRACT_SCALAR,
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151 XTRACT_VECTOR,
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152 XTRACT_DELTA
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153 };
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154
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155 /** \brief Enumeration of mfcc types */
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156 enum xtract_mfcc_types_ {
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157 XTRACT_EQUAL_GAIN,
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158 XTRACT_EQUAL_AREA
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159 };
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160
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161 enum xtract_lnorm_filter_types_ {
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162 XTRACT_NO_LNORM_FILTER,
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163 XTRACT_POSITIVE_SLOPE,
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164 XTRACT_NEGATIVE_SLOPE
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165 };
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166
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167 /** \brief Enumeration of return codes */
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168 enum xtract_return_codes_ {
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169 XTRACT_SUCCESS,
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170 XTRACT_MALLOC_FAILED,
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171 XTRACT_BAD_ARGV,
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172 XTRACT_BAD_VECTOR_SIZE,
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173 XTRACT_DENORMAL_FOUND,
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174 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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175 XTRACT_FEATURE_NOT_IMPLEMENTED
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176 };
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177
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178 /** \brief Enumeration of spectrum types */
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179 enum xtract_spectrum_ {
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180 XTRACT_MAGNITUDE_SPECTRUM,
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181 XTRACT_LOG_MAGNITUDE_SPECTRUM,
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182 XTRACT_POWER_SPECTRUM,
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183 XTRACT_LOG_POWER_SPECTRUM
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184 };
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185
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186 /** \brief Subband scales */
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187 enum xtract_subband_scales_ {
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188 XTRACT_OCTAVE_SUBBANDS,
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189 XTRACT_LINEAR_SUBBANDS
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190 };
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191
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192 /** \brief Enumeration of data types*/
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193 typedef enum type_ {
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194 XTRACT_FLOAT,
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195 XTRACT_FLOATARRAY,
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196 XTRACT_INT,
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197 XTRACT_MEL_FILTER
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198 } xtract_type_t;
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199
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200 /** \brief Enumeration of units*/
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201 typedef enum unit_ {
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202 /* NONE, ANY */
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203 XTRACT_HERTZ = 2,
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204 XTRACT_ANY_AMPLITUDE_HERTZ,
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205 XTRACT_DBFS,
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206 XTRACT_DBFS_HERTZ,
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207 XTRACT_PERCENT,
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208 XTRACT_BINS,
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209 XTRACT_SONE
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210 } xtract_unit_t;
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211
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212 /** \brief Boolean */
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213 typedef enum {
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214 XTRACT_FALSE,
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215 XTRACT_TRUE
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216 } xtract_bool_t;
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217
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218 /** \brief Window types */
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219 enum xtract_window_types_ {
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220 XTRACT_GAUSS,
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221 XTRACT_HAMMING,
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222 XTRACT_HANN,
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223 XTRACT_BARTLETT,
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224 XTRACT_TRIANGULAR,
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225 XTRACT_BARTLETT_HANN,
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226 XTRACT_BLACKMAN,
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227 XTRACT_KAISER,
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228 XTRACT_BLACKMAN_HARRIS
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229 };
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230
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231 /** \brief Enumeration of vector format types*/
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232 typedef enum xtract_vector_ {
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233 /* N/2 magnitude/log-magnitude/power/log-power coeffs and N/2 frequencies */
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234 XTRACT_SPECTRAL,
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235 /* N spectral amplitudes */
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236 XTRACT_SPECTRAL_MAGNITUDES,
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237 /* N/2 magnitude/log-magnitude/power/log-power peak coeffs and N/2
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238 * frequencies */
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239 XTRACT_SPECTRAL_PEAKS,
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240 /* N spectral peak amplitudes */
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241 XTRACT_SPECTRAL_PEAKS_MAGNITUDES,
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242 /* N spectral peak frequencies */
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243 XTRACT_SPECTRAL_PEAKS_FREQUENCIES,
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244 /* N/2 magnitude/log-magnitude/power/log-power harmonic peak coeffs and N/2
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245 * frequencies */
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246 XTRACT_SPECTRAL_HARMONICS,
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247 /* N spectral harmonic amplitudes */
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248 XTRACT_SPECTRAL_HARMONICS_MAGNITUDES,
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249 /* N spectral harmonic frequencies */
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250 XTRACT_SPECTRAL_HARMONICS_FREQUENCIES,
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251 XTRACT_AUTOCORRELATION_COEFFS,
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252 XTRACT_ARBITRARY_SERIES,
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253 XTRACT_AUDIO_SAMPLES,
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254 XTRACT_MEL_COEFFS,
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255 XTRACT_LPC_COEFFS,
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256 XTRACT_LPCC_COEFFS,
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257 XTRACT_BARK_COEFFS,
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258 XTRACT_SUBFRAMES,
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259 XTRACT_NO_DATA
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260 } xtract_vector_t;
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261
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262 /** \brief Data structure containing useful information about functions provided by LibXtract. */
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263 typedef struct _xtract_function_descriptor {
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264
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265 int id;
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266
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267 struct {
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268 char name[XTRACT_MAX_NAME_LENGTH];
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269 char p_name[XTRACT_MAX_NAME_LENGTH]; /* pretty name */
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270 char desc[XTRACT_MAX_DESC_LENGTH];
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271 char p_desc[XTRACT_MAX_DESC_LENGTH]; /* pretty description */
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272 char author[XTRACT_MAX_AUTHOR_LENGTH];
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273 int year;
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274 } algo;
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275
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276 struct {
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277 xtract_vector_t format;
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278 xtract_unit_t unit;
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279 } data;
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280
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281 int argc;
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282
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283 struct {
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284 xtract_type_t type; /* type of the array/value pointed to by argv */
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285 float min[XTRACT_MAXARGS];
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286 float max[XTRACT_MAXARGS];
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287 float def[XTRACT_MAXARGS]; /* defaults */
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288 xtract_unit_t unit[XTRACT_MAXARGS];
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289 int donor[XTRACT_MAXARGS]; /* suggested donor functions for argv */
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290 } argv;
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291
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292 xtract_bool_t is_scalar;
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293 xtract_bool_t is_delta; /* features in xtract_delta.h can be scalar or vector */
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294
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295 /* The result.<> entries in descritors.c need to be checked */
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296 union {
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297
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298 struct {
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299 float min;
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300 float max;
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301 xtract_unit_t unit;
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302 } scalar;
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303
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304 struct {
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305 xtract_vector_t format;
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306 xtract_unit_t unit;
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307 } vector;
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308
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309 } result;
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310
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311 } xtract_function_descriptor_t;
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312
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313 /**
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314 *
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315 * \brief An array of pointers to functions that perform the extraction
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316 *
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317 * \param *data: a pointer to the start of the input data (usually the first element in an array)
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318 *
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319 * \param N: the number of elements to be processed
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320 *
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321 * \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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322 *
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323 * \param *result: a pointer to the first element in the result
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324 *
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325 * Each function will iterate over N array elements, the first of which is
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326 * 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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327 *
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328 * For scalar and delta features, *result will point to a single value.
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329 *
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330 * For vector features it will point to the first element in an array.
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331 *
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332 * Memory for this array must be allocated and freed by the calling
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333 * function.
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334 *
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335 * All functions return an integer error code as descibed in the enumeration
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jamie@21
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336 * return_codes_
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jamie@2
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337 *
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jamie@21
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338 * The preprocessor macro: XTRACT must be defined before this can be used
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jamie@9
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339 *
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jamie@2
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340 * example:<br>
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jamie@21
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341 * \verbatim
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jamie@21
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342 #include <stdio.h>
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jamie@21
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343 #define XTRACT
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jamie@21
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344 #include "libxtract.h"
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jamie@21
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345
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jamie@21
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346 main () {
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jamie@21
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347 float values[] = {1.0, 2.0, 3.0, 4.0, 5.0};
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jamie@21
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348 int N = 5;
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jamie@21
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349 float mean;
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jamie@21
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350
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jamie@21
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351 xtract[MEAN]((void *)values, N, NULL, &mean);
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jamie@21
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352
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jamie@21
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353 printf("Mean = %.2f\n", mean);
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jamie@21
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354 }
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jamie@21
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355 \endverbatim
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jamie@9
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356 * The calling function may additionally make some tests against the value returned by xtract
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jamie@9
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357 *
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jamie@2
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358 */
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jamie@56
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359 #ifdef XTRACT_H
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jamie@43
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360 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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361
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jamie@28
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362 #endif
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jamie@26
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363
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jamie@2
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364 /** \brief A structure to store a set of n_filters Mel filters */
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jamie@1
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365 typedef struct xtract_mel_filter_ {
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jamie@1
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366 int n_filters;
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jamie@1
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367 float **filters;
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jamie@1
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368 } xtract_mel_filter;
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jamie@1
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369
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jamie@2
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370 /** \brief A function to initialise a mel filter bank
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jamie@2
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371 *
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jamie@2
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372 * 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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373 */
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jamie@56
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374 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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375
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jamie@2
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376 /** \brief A function to initialise bark filter bounds
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jamie@2
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377 *
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jamie@2
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378 * 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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379 *
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jamie@59
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380 * \param N: the audio block size
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jamie@59
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381 * \param sr: The sample audio sample rate
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jamie@59
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382 * \param *band_limits: a pointer to an array of BARK_BANDS ints
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jamie@2
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383 */
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jamie@59
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384 int xtract_init_bark(int N, float sr, int *band_limits);
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jamie@1
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385
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jamie@98
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386 /** \brief An initialisation function for functions using FFT
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jamie@98
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387 *
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jamie@98
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388 * 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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389 *
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jamie@98
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390 * \param N: the size of the FFT
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jamie@98
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391 * \param feature_name: the name of the feature the FFT is being used for,
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jamie@98
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392 * e.g. XTRACT_DCT
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jamie@98
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393 *
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jamie@98
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394 */
|
jamie@98
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395 int xtract_init_fft(int N, int feature_name);
|
jamie@98
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396
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jamie@110
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397 /** \brief Free memory used for fft plans
|
jamie@110
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398 *
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jamie@110
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399 * 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.
|
jamie@110
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400 * */
|
jamie@110
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401 void xtract_free_fft(void);
|
jamie@110
|
402
|
jamie@107
|
403 /** \brief Make a window of a given type and return a pointer to it
|
jamie@107
|
404 *
|
jamie@107
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405 * \param N: the size of the window
|
jamie@107
|
406 * \param type: the type of the window as given in the enumeration window_types_
|
jamie@107
|
407 *
|
jamie@107
|
408 */
|
jamie@107
|
409 float *xtract_init_window(const int N, const int type);
|
jamie@107
|
410
|
jamie@107
|
411 /** \brief Free a window as allocated by xtract_make_window()
|
jamie@107
|
412 *
|
jamie@107
|
413 * \param *window: a pointer to an array of floats as allocated by xtract_make_window()
|
jamie@107
|
414 *
|
jamie@107
|
415 */
|
jamie@107
|
416 void xtract_free_window(float *window);
|
jamie@107
|
417
|
jamie@50
|
418 /* \brief A function to build an array of function descriptors */
|
jamie@110
|
419 xtract_function_descriptor_t *xtract_make_descriptors();
|
jamie@1
|
420
|
jamie@50
|
421 /* \brief A function to free an array of function descriptors */
|
jamie@110
|
422 int xtract_free_descriptors(xtract_function_descriptor_t *fd);
|
jamie@1
|
423 /* Free functions */
|
jamie@1
|
424
|
jamie@20
|
425 /** @} */
|
jamie@20
|
426
|
jamie@1
|
427 #ifdef __cplusplus
|
jamie@1
|
428 }
|
jamie@1
|
429 #endif
|
jamie@1
|
430
|
jamie@1
|
431 #endif
|