annotate xtract/libxtract.h @ 113:72a9a393d5bd

- Fixed bugs in xtract_flatness(), or at least added necessary documentation and error checking to avoid problems - Added xtract_is_denormal() helper function and XTRACT_DENORMAL_FOUND return code - Replaced all instances of log, sqrt, exp etc. with respective floating point counterparts (logf etc.) - Added check for architecture endianness to configure script - Bug fix to PD example, now no longer crashes if no arguments are given - Minor documentation updates
author Jamie Bullock <jamie@postlude.co.uk>
date Fri, 15 Feb 2008 12:43:13 +0000
parents c8502708853b
children f5040ed4e555
rev   line source
jamie@1 1 /* libxtract feature extraction library
jamie@1 2 *
jamie@1 3 * Copyright (C) 2006 Jamie Bullock
jamie@1 4 *
jamie@1 5 * This program is free software; you can redistribute it and/or modify
jamie@1 6 * it under the terms of the GNU General Public License as published by
jamie@1 7 * the Free Software Foundation; either version 2 of the License, or
jamie@1 8 * (at your option) any later version.
jamie@1 9 *
jamie@1 10 * This program is distributed in the hope that it will be useful,
jamie@1 11 * but WITHOUT ANY WARRANTY; without even the implied warranty of
jamie@1 12 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
jamie@1 13 * GNU General Public License for more details.
jamie@1 14 *
jamie@1 15 * You should have received a copy of the GNU General Public License
jamie@1 16 * along with this program; if not, write to the Free Software
jamie@1 17 * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301,
jamie@1 18 * USA.
jamie@1 19 */
jamie@1 20
jamie@20 21 /** \mainpage
jamie@20 22 *
jamie@20 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.
jamie@20 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.
jamie@20 25 *
jamie@20 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.
jamie@20 27 *
jamie@105 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).
jamie@20 29 *
jamie@105 30 * All feature extraction functions follow the same prototype:
jamie@105 31 *
jamie@105 32 int xtract_function_name(const float *data, const int N, const void *argv, float *result){
jamie@105 33 *
jamie@105 34 * \param const float *data points to an array of floats representing the input data
jamie@105 35 * \param const int N represents the number of elementes from *data to be considered in the calculation
jamie@105 36 * \param const void *argv represents an arbitrary list of arguments. Used to pass in values required by the feature calculation
jamie@105 37 * \param float *result points to an array of floats, or a single float represnting the result of the calculation
jamie@105 38 *
jamie@105 39 *
jamie@105 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.
jamie@83 41 *
jamie@83 42 * LibXtract can be downloaded from http://www.sf.net/projects/libxtract
jamie@83 43 *
jamie@20 44 */
jamie@20 45
jamie@1 46 #ifndef XTRACT_H
jamie@1 47 #define XTRACT_H
jamie@1 48
jamie@1 49 #ifdef __cplusplus
jamie@1 50 extern "C" {
jamie@1 51 #endif
jamie@1 52
jamie@21 53 /**
jamie@21 54 * \file libxtract.h
jamie@21 55 * \brief main header file and API definition
jamie@1 56 */
jamie@1 57
jamie@1 58 #include "xtract_scalar.h"
jamie@1 59 #include "xtract_vector.h"
jamie@1 60 #include "xtract_delta.h"
jamie@1 61 #include "xtract_types.h"
jamie@1 62 #include "xtract_macros.h"
jamie@107 63 #include "xtract_helper.h"
jamie@1 64
jamie@20 65 /** \defgroup libxtract API
jamie@20 66 *
jamie@20 67 * Defines a very simple API that provides access to the functions in the library
jamie@20 68 * @{
jamie@20 69 */
jamie@20 70
jamie@108 71 #define XTRACT_FEATURES 59
jamie@30 72
jamie@1 73 /** \brief Enumeration of features, elements are used as indixes to an array of pointers to feature extracton functions */
jamie@56 74 enum xtract_features_ {
jamie@56 75 XTRACT_MEAN,
jamie@56 76 XTRACT_VARIANCE,
jamie@56 77 XTRACT_STANDARD_DEVIATION,
jamie@56 78 XTRACT_AVERAGE_DEVIATION,
jamie@56 79 XTRACT_SKEWNESS,
jamie@56 80 XTRACT_KURTOSIS,
jamie@56 81 XTRACT_SPECTRAL_MEAN,
jamie@56 82 XTRACT_SPECTRAL_VARIANCE,
jamie@56 83 XTRACT_SPECTRAL_STANDARD_DEVIATION,
jamie@56 84 XTRACT_SPECTRAL_AVERAGE_DEVIATION,
jamie@56 85 XTRACT_SPECTRAL_SKEWNESS,
jamie@56 86 XTRACT_SPECTRAL_KURTOSIS,
jamie@56 87 XTRACT_SPECTRAL_CENTROID,
jamie@56 88 XTRACT_IRREGULARITY_K,
jamie@56 89 XTRACT_IRREGULARITY_J,
jamie@56 90 XTRACT_TRISTIMULUS_1,
jamie@56 91 XTRACT_TRISTIMULUS_2,
jamie@56 92 XTRACT_TRISTIMULUS_3,
jamie@56 93 XTRACT_SMOOTHNESS,
jamie@56 94 XTRACT_SPREAD,
jamie@56 95 XTRACT_ZCR,
jamie@56 96 XTRACT_ROLLOFF,
jamie@56 97 XTRACT_LOUDNESS,
jamie@56 98 XTRACT_FLATNESS,
jamie@113 99 XTRACT_FLATNESS_DB,
jamie@56 100 XTRACT_TONALITY,
jamie@56 101 XTRACT_CREST,
jamie@56 102 XTRACT_NOISINESS,
jamie@56 103 XTRACT_RMS_AMPLITUDE,
jamie@56 104 XTRACT_SPECTRAL_INHARMONICITY,
jamie@56 105 XTRACT_POWER,
jamie@56 106 XTRACT_ODD_EVEN_RATIO,
jamie@56 107 XTRACT_SHARPNESS,
jamie@56 108 XTRACT_SPECTRAL_SLOPE,
jamie@56 109 XTRACT_LOWEST_VALUE,
jamie@56 110 XTRACT_HIGHEST_VALUE,
jamie@56 111 XTRACT_SUM,
jamie@59 112 XTRACT_NONZERO_COUNT,
jamie@56 113 XTRACT_HPS,
jamie@56 114 XTRACT_F0,
jamie@56 115 XTRACT_FAILSAFE_F0,
jamie@106 116 XTRACT_LNORM,
jamie@56 117 XTRACT_FLUX,
jamie@56 118 XTRACT_ATTACK_TIME,
jamie@56 119 XTRACT_DECAY_TIME,
jamie@106 120 XTRACT_DIFFERENCE_VECTOR,
jamie@56 121 XTRACT_AUTOCORRELATION,
jamie@56 122 XTRACT_AMDF,
jamie@56 123 XTRACT_ASDF,
jamie@56 124 XTRACT_BARK_COEFFICIENTS,
jamie@56 125 XTRACT_PEAK_SPECTRUM,
jamie@56 126 XTRACT_SPECTRUM,
jamie@56 127 XTRACT_AUTOCORRELATION_FFT,
jamie@56 128 XTRACT_MFCC,
jamie@56 129 XTRACT_DCT,
jamie@104 130 XTRACT_HARMONIC_SPECTRUM,
jamie@104 131 XTRACT_LPC,
jamie@107 132 XTRACT_LPCC,
jamie@107 133 /* Helper functions */
jamie@107 134 XTRACT_WINDOWED
jamie@1 135 };
jamie@1 136
jamie@55 137 /** \brief Enumeration of feature initialisation functions */
jamie@56 138 enum xtract_feature_init_ {
jamie@56 139 XTRACT_INIT_MFCC = 100,
jamie@108 140 XTRACT_INIT_BARK,
jamie@108 141 XTRACT_INIT_WINDOWED
jamie@55 142 };
jamie@55 143
jamie@1 144 /** \brief Enumeration of feature types */
jamie@56 145 enum xtract_feature_types_ {
jamie@56 146 XTRACT_SCALAR,
jamie@56 147 XTRACT_VECTOR,
jamie@56 148 XTRACT_DELTA
jamie@1 149 };
jamie@1 150
jamie@1 151 /** \brief Enumeration of mfcc types */
jamie@56 152 enum xtract_mfcc_types_ {
jamie@56 153 XTRACT_EQUAL_GAIN,
jamie@56 154 XTRACT_EQUAL_AREA
jamie@1 155 };
jamie@1 156
jamie@106 157 enum xtract_lnorm_filter_types_ {
jamie@108 158 XTRACT_NO_LNORM_FILTER,
jamie@106 159 XTRACT_POSITIVE_SLOPE,
jamie@106 160 XTRACT_NEGATIVE_SLOPE
jamie@106 161 };
jamie@106 162
jamie@1 163 /** \brief Enumeration of return codes */
jamie@56 164 enum xtract_return_codes_ {
jamie@56 165 XTRACT_SUCCESS,
jamie@56 166 XTRACT_MALLOC_FAILED,
jamie@56 167 XTRACT_BAD_ARGV,
jamie@56 168 XTRACT_BAD_VECTOR_SIZE,
jamie@113 169 XTRACT_DENORMAL_FOUND,
jamie@113 170 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 */
jamie@56 171 XTRACT_FEATURE_NOT_IMPLEMENTED
jamie@1 172 };
jamie@1 173
jamie@54 174 /** \brief Enumeration of spectrum types */
jamie@56 175 enum xtract_spectrum_ {
jamie@56 176 XTRACT_MAGNITUDE_SPECTRUM,
jamie@56 177 XTRACT_LOG_MAGNITUDE_SPECTRUM,
jamie@56 178 XTRACT_POWER_SPECTRUM,
jamie@56 179 XTRACT_LOG_POWER_SPECTRUM
jamie@54 180 };
jamie@54 181
jamie@50 182 /** \brief Enumeration of data types*/
jamie@50 183 typedef enum type_ {
jamie@56 184 XTRACT_FLOAT,
jamie@56 185 XTRACT_FLOATARRAY,
jamie@56 186 XTRACT_INT,
jamie@56 187 XTRACT_MEL_FILTER
jamie@56 188 } xtract_type_t;
jamie@50 189
jamie@50 190 /** \brief Enumeration of units*/
jamie@50 191 typedef enum unit_ {
jamie@55 192 /* NONE, ANY */
jamie@56 193 XTRACT_HERTZ = 2,
jamie@56 194 XTRACT_ANY_AMPLITUDE_HERTZ,
jamie@56 195 XTRACT_DBFS,
jamie@56 196 XTRACT_DBFS_HERTZ,
jamie@56 197 XTRACT_PERCENT,
jamie@56 198 XTRACT_SONE
jamie@56 199 } xtract_unit_t;
jamie@50 200
jamie@50 201 /** \brief Boolean */
jamie@50 202 typedef enum {
jamie@56 203 XTRACT_FALSE,
jamie@56 204 XTRACT_TRUE
jamie@56 205 } xtract_bool_t;
jamie@50 206
jamie@107 207 /** \brief Window types */
jamie@107 208 enum xtract_window_types_ {
jamie@107 209 XTRACT_GAUSS,
jamie@107 210 XTRACT_HAMMING,
jamie@107 211 XTRACT_HANN,
jamie@107 212 XTRACT_BARTLETT,
jamie@107 213 XTRACT_TRIANGULAR,
jamie@107 214 XTRACT_BARTLETT_HANN,
jamie@107 215 XTRACT_BLACKMAN,
jamie@107 216 XTRACT_KAISER,
jamie@107 217 XTRACT_BLACKMAN_HARRIS
jamie@107 218 };
jamie@107 219
jamie@50 220 /** \brief Enumeration of vector format types*/
jamie@56 221 typedef enum xtract_vector_ {
jamie@54 222 /* N/2 magnitude/log-magnitude/power/log-power coeffs and N/2 frequencies */
jamie@56 223 XTRACT_SPECTRAL,
jamie@54 224 /* N spectral amplitudes */
jamie@56 225 XTRACT_SPECTRAL_MAGNITUDES,
jamie@54 226 /* N/2 magnitude/log-magnitude/power/log-power peak coeffs and N/2
jamie@54 227 * frequencies */
jamie@56 228 XTRACT_SPECTRAL_PEAKS,
jamie@54 229 /* N spectral peak amplitudes */
jamie@59 230 XTRACT_SPECTRAL_PEAKS_MAGNITUDES,
jamie@59 231 /* N spectral peak frequencies */
jamie@59 232 XTRACT_SPECTRAL_PEAKS_FREQUENCIES,
jamie@54 233 /* N/2 magnitude/log-magnitude/power/log-power harmonic peak coeffs and N/2
jamie@54 234 * frequencies */
jamie@56 235 XTRACT_SPECTRAL_HARMONICS,
jamie@54 236 /* N spectral harmonic amplitudes */
jamie@56 237 XTRACT_SPECTRAL_HARMONICS_MAGNITUDES,
jamie@54 238 /* N spectral harmonic frequencies */
jamie@56 239 XTRACT_SPECTRAL_HARMONICS_FREQUENCIES,
jamie@104 240 XTRACT_AUTOCORRELATION_COEFFS,
jamie@56 241 XTRACT_ARBITRARY_SERIES,
jamie@56 242 XTRACT_AUDIO_SAMPLES,
jamie@56 243 XTRACT_MEL_COEFFS,
jamie@104 244 XTRACT_LPC_COEFFS,
jamie@104 245 XTRACT_LPCC_COEFFS,
jamie@56 246 XTRACT_BARK_COEFFS,
jamie@108 247 XTRACT_SUBFRAMES,
jamie@56 248 XTRACT_NO_DATA
jamie@56 249 } xtract_vector_t;
jamie@50 250
jamie@50 251 /** \brief Data structure containing useful information about functions provided by LibXtract. */
jamie@56 252 typedef struct _xtract_function_descriptor {
jamie@50 253
jamie@110 254 int id;
jamie@110 255
jamie@50 256 struct {
jamie@56 257 char name[XTRACT_MAX_NAME_LENGTH];
jamie@56 258 char p_name[XTRACT_MAX_NAME_LENGTH]; /* pretty name */
jamie@56 259 char desc[XTRACT_MAX_DESC_LENGTH];
jamie@56 260 char p_desc[XTRACT_MAX_DESC_LENGTH]; /* pretty description */
jamie@56 261 char author[XTRACT_MAX_AUTHOR_LENGTH];
jamie@50 262 int year;
jamie@50 263 } algo;
jamie@50 264
jamie@50 265 struct {
jamie@56 266 xtract_vector_t format;
jamie@56 267 xtract_unit_t unit;
jamie@50 268 } data;
jamie@50 269
jamie@51 270 int argc;
jamie@50 271
jamie@50 272 struct {
jamie@56 273 xtract_type_t type; /* type of the array/value pointed to by argv */
jamie@56 274 float min[XTRACT_MAXARGS];
jamie@56 275 float max[XTRACT_MAXARGS];
jamie@56 276 float def[XTRACT_MAXARGS]; /* defaults */
jamie@56 277 xtract_unit_t unit[XTRACT_MAXARGS];
jamie@56 278 int donor[XTRACT_MAXARGS]; /* suggested donor functions for argv */
jamie@50 279 } argv;
jamie@50 280
jamie@56 281 xtract_bool_t is_scalar;
jamie@108 282 xtract_bool_t is_delta; /* features in xtract_delta.h can be scalar or vector */
jamie@50 283
jamie@55 284 /* The result.<> entries in descritors.c need to be checked */
jamie@50 285 union {
jamie@50 286
jamie@50 287 struct {
jamie@50 288 float min;
jamie@50 289 float max;
jamie@56 290 xtract_unit_t unit;
jamie@50 291 } scalar;
jamie@50 292
jamie@50 293 struct {
jamie@56 294 xtract_vector_t format;
jamie@56 295 xtract_unit_t unit;
jamie@50 296 } vector;
jamie@50 297
jamie@50 298 } result;
jamie@50 299
jamie@56 300 } xtract_function_descriptor_t;
jamie@50 301
jamie@1 302 /**
jamie@1 303 *
jamie@2 304 * \brief An array of pointers to functions that perform the extraction
jamie@1 305 *
jamie@2 306 * \param *data: a pointer to the start of the input data (usually the first element in an array)
jamie@1 307 *
jamie@2 308 * \param N: the number of elements to be processed
jamie@1 309 *
jamie@98 310 * \param *argv: an abitrary number of additional arguments, used to pass additional parameters to the function being called. All arguments are compulsary!
jamie@1 311 *
jamie@2 312 * \param *result: a pointer to the first element in the result
jamie@1 313 *
jamie@1 314 * Each function will iterate over N array elements, the first of which is
jamie@2 315 * 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.
jamie@1 316 *
jamie@1 317 * For scalar and delta features, *result will point to a single value.
jamie@1 318 *
jamie@1 319 * For vector features it will point to the first element in an array.
jamie@1 320 *
jamie@1 321 * Memory for this array must be allocated and freed by the calling
jamie@1 322 * function.
jamie@1 323 *
jamie@21 324 * All functions return an integer error code as descibed in the enumeration
jamie@21 325 * return_codes_
jamie@2 326 *
jamie@21 327 * The preprocessor macro: XTRACT must be defined before this can be used
jamie@9 328 *
jamie@2 329 * example:<br>
jamie@21 330 * \verbatim
jamie@21 331 #include <stdio.h>
jamie@21 332 #define XTRACT
jamie@21 333 #include "libxtract.h"
jamie@21 334
jamie@21 335 main () {
jamie@21 336 float values[] = {1.0, 2.0, 3.0, 4.0, 5.0};
jamie@21 337 int N = 5;
jamie@21 338 float mean;
jamie@21 339
jamie@21 340 xtract[MEAN]((void *)values, N, NULL, &mean);
jamie@21 341
jamie@21 342 printf("Mean = %.2f\n", mean);
jamie@21 343 }
jamie@21 344 \endverbatim
jamie@9 345 * The calling function may additionally make some tests against the value returned by xtract
jamie@9 346 *
jamie@2 347 */
jamie@56 348 #ifdef XTRACT_H
jamie@43 349 extern int(*xtract[XTRACT_FEATURES])(const float *data, const int N, const void *argv, float *result);
jamie@1 350
jamie@28 351 #endif
jamie@26 352
jamie@2 353 /** \brief A structure to store a set of n_filters Mel filters */
jamie@1 354 typedef struct xtract_mel_filter_ {
jamie@1 355 int n_filters;
jamie@1 356 float **filters;
jamie@1 357 } xtract_mel_filter;
jamie@1 358
jamie@2 359 /** \brief A function to initialise a mel filter bank
jamie@2 360 *
jamie@2 361 * 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
jamie@2 362 */
jamie@56 363 int xtract_init_mfcc(int N, float nyquist, int style, float freq_min, float freq_max, int freq_bands, float **fft_tables);
jamie@1 364
jamie@2 365 /** \brief A function to initialise bark filter bounds
jamie@2 366 *
jamie@2 367 * 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
jamie@59 368 *
jamie@59 369 * \param N: the audio block size
jamie@59 370 * \param sr: The sample audio sample rate
jamie@59 371 * \param *band_limits: a pointer to an array of BARK_BANDS ints
jamie@2 372 */
jamie@59 373 int xtract_init_bark(int N, float sr, int *band_limits);
jamie@1 374
jamie@98 375 /** \brief An initialisation function for functions using FFT
jamie@98 376 *
jamie@98 377 * 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.
jamie@98 378 *
jamie@98 379 * \param N: the size of the FFT
jamie@98 380 * \param feature_name: the name of the feature the FFT is being used for,
jamie@98 381 * e.g. XTRACT_DCT
jamie@98 382 *
jamie@98 383 */
jamie@98 384 int xtract_init_fft(int N, int feature_name);
jamie@98 385
jamie@110 386 /** \brief Free memory used for fft plans
jamie@110 387 *
jamie@110 388 * 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@110 389 * */
jamie@110 390 void xtract_free_fft(void);
jamie@110 391
jamie@107 392 /** \brief Make a window of a given type and return a pointer to it
jamie@107 393 *
jamie@107 394 * \param N: the size of the window
jamie@107 395 * \param type: the type of the window as given in the enumeration window_types_
jamie@107 396 *
jamie@107 397 */
jamie@107 398 float *xtract_init_window(const int N, const int type);
jamie@107 399
jamie@107 400 /** \brief Free a window as allocated by xtract_make_window()
jamie@107 401 *
jamie@107 402 * \param *window: a pointer to an array of floats as allocated by xtract_make_window()
jamie@107 403 *
jamie@107 404 */
jamie@107 405 void xtract_free_window(float *window);
jamie@107 406
jamie@50 407 /* \brief A function to build an array of function descriptors */
jamie@110 408 xtract_function_descriptor_t *xtract_make_descriptors();
jamie@1 409
jamie@50 410 /* \brief A function to free an array of function descriptors */
jamie@110 411 int xtract_free_descriptors(xtract_function_descriptor_t *fd);
jamie@1 412 /* Free functions */
jamie@1 413
jamie@20 414 /** @} */
jamie@20 415
jamie@1 416 #ifdef __cplusplus
jamie@1 417 }
jamie@1 418 #endif
jamie@1 419
jamie@1 420 #endif