annotate xtract/libxtract.h @ 115:6c5ece9cba3a

- Added to pd example the ability to differentiate between different argv types (XTRACT_FLOAT, XTRACT_INT) and pass the correct data type to the xtract[]() function - Added xtract_flatness_db() details to descriptors.c - Fixes to tonality and xtract_subbands descriptors - Added Pd examples for 'subband mean' and tonality calculated using subbands
author Jamie Bullock <jamie@postlude.co.uk>
date Sat, 16 Feb 2008 20:13:05 +0000
parents f5040ed4e555
children efb1c1ae2ba8
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@115 71 #define XTRACT_FEATURES 60
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@114 133 XTRACT_SUBBANDS,
jamie@107 134 /* Helper functions */
jamie@107 135 XTRACT_WINDOWED
jamie@1 136 };
jamie@1 137
jamie@55 138 /** \brief Enumeration of feature initialisation functions */
jamie@56 139 enum xtract_feature_init_ {
jamie@56 140 XTRACT_INIT_MFCC = 100,
jamie@108 141 XTRACT_INIT_BARK,
jamie@108 142 XTRACT_INIT_WINDOWED
jamie@55 143 };
jamie@55 144
jamie@1 145 /** \brief Enumeration of feature types */
jamie@56 146 enum xtract_feature_types_ {
jamie@56 147 XTRACT_SCALAR,
jamie@56 148 XTRACT_VECTOR,
jamie@56 149 XTRACT_DELTA
jamie@1 150 };
jamie@1 151
jamie@1 152 /** \brief Enumeration of mfcc types */
jamie@56 153 enum xtract_mfcc_types_ {
jamie@56 154 XTRACT_EQUAL_GAIN,
jamie@56 155 XTRACT_EQUAL_AREA
jamie@1 156 };
jamie@1 157
jamie@106 158 enum xtract_lnorm_filter_types_ {
jamie@108 159 XTRACT_NO_LNORM_FILTER,
jamie@106 160 XTRACT_POSITIVE_SLOPE,
jamie@106 161 XTRACT_NEGATIVE_SLOPE
jamie@106 162 };
jamie@106 163
jamie@1 164 /** \brief Enumeration of return codes */
jamie@56 165 enum xtract_return_codes_ {
jamie@56 166 XTRACT_SUCCESS,
jamie@56 167 XTRACT_MALLOC_FAILED,
jamie@56 168 XTRACT_BAD_ARGV,
jamie@56 169 XTRACT_BAD_VECTOR_SIZE,
jamie@113 170 XTRACT_DENORMAL_FOUND,
jamie@113 171 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 */
jamie@56 172 XTRACT_FEATURE_NOT_IMPLEMENTED
jamie@1 173 };
jamie@1 174
jamie@54 175 /** \brief Enumeration of spectrum types */
jamie@56 176 enum xtract_spectrum_ {
jamie@56 177 XTRACT_MAGNITUDE_SPECTRUM,
jamie@56 178 XTRACT_LOG_MAGNITUDE_SPECTRUM,
jamie@56 179 XTRACT_POWER_SPECTRUM,
jamie@56 180 XTRACT_LOG_POWER_SPECTRUM
jamie@54 181 };
jamie@54 182
jamie@114 183 /** \brief Subband scales */
jamie@114 184 enum xtract_subband_scales_ {
jamie@114 185 XTRACT_OCTAVE_SUBBANDS,
jamie@114 186 XTRACT_LINEAR_SUBBANDS
jamie@114 187 };
jamie@114 188
jamie@50 189 /** \brief Enumeration of data types*/
jamie@50 190 typedef enum type_ {
jamie@56 191 XTRACT_FLOAT,
jamie@56 192 XTRACT_FLOATARRAY,
jamie@56 193 XTRACT_INT,
jamie@56 194 XTRACT_MEL_FILTER
jamie@56 195 } xtract_type_t;
jamie@50 196
jamie@50 197 /** \brief Enumeration of units*/
jamie@50 198 typedef enum unit_ {
jamie@55 199 /* NONE, ANY */
jamie@56 200 XTRACT_HERTZ = 2,
jamie@56 201 XTRACT_ANY_AMPLITUDE_HERTZ,
jamie@56 202 XTRACT_DBFS,
jamie@56 203 XTRACT_DBFS_HERTZ,
jamie@56 204 XTRACT_PERCENT,
jamie@115 205 XTRACT_BINS,
jamie@56 206 XTRACT_SONE
jamie@56 207 } xtract_unit_t;
jamie@50 208
jamie@50 209 /** \brief Boolean */
jamie@50 210 typedef enum {
jamie@56 211 XTRACT_FALSE,
jamie@56 212 XTRACT_TRUE
jamie@56 213 } xtract_bool_t;
jamie@50 214
jamie@107 215 /** \brief Window types */
jamie@107 216 enum xtract_window_types_ {
jamie@107 217 XTRACT_GAUSS,
jamie@107 218 XTRACT_HAMMING,
jamie@107 219 XTRACT_HANN,
jamie@107 220 XTRACT_BARTLETT,
jamie@107 221 XTRACT_TRIANGULAR,
jamie@107 222 XTRACT_BARTLETT_HANN,
jamie@107 223 XTRACT_BLACKMAN,
jamie@107 224 XTRACT_KAISER,
jamie@107 225 XTRACT_BLACKMAN_HARRIS
jamie@107 226 };
jamie@107 227
jamie@50 228 /** \brief Enumeration of vector format types*/
jamie@56 229 typedef enum xtract_vector_ {
jamie@54 230 /* N/2 magnitude/log-magnitude/power/log-power coeffs and N/2 frequencies */
jamie@56 231 XTRACT_SPECTRAL,
jamie@54 232 /* N spectral amplitudes */
jamie@56 233 XTRACT_SPECTRAL_MAGNITUDES,
jamie@54 234 /* N/2 magnitude/log-magnitude/power/log-power peak coeffs and N/2
jamie@54 235 * frequencies */
jamie@56 236 XTRACT_SPECTRAL_PEAKS,
jamie@54 237 /* N spectral peak amplitudes */
jamie@59 238 XTRACT_SPECTRAL_PEAKS_MAGNITUDES,
jamie@59 239 /* N spectral peak frequencies */
jamie@59 240 XTRACT_SPECTRAL_PEAKS_FREQUENCIES,
jamie@54 241 /* N/2 magnitude/log-magnitude/power/log-power harmonic peak coeffs and N/2
jamie@54 242 * frequencies */
jamie@56 243 XTRACT_SPECTRAL_HARMONICS,
jamie@54 244 /* N spectral harmonic amplitudes */
jamie@56 245 XTRACT_SPECTRAL_HARMONICS_MAGNITUDES,
jamie@54 246 /* N spectral harmonic frequencies */
jamie@56 247 XTRACT_SPECTRAL_HARMONICS_FREQUENCIES,
jamie@104 248 XTRACT_AUTOCORRELATION_COEFFS,
jamie@56 249 XTRACT_ARBITRARY_SERIES,
jamie@56 250 XTRACT_AUDIO_SAMPLES,
jamie@56 251 XTRACT_MEL_COEFFS,
jamie@104 252 XTRACT_LPC_COEFFS,
jamie@104 253 XTRACT_LPCC_COEFFS,
jamie@56 254 XTRACT_BARK_COEFFS,
jamie@108 255 XTRACT_SUBFRAMES,
jamie@56 256 XTRACT_NO_DATA
jamie@56 257 } xtract_vector_t;
jamie@50 258
jamie@50 259 /** \brief Data structure containing useful information about functions provided by LibXtract. */
jamie@56 260 typedef struct _xtract_function_descriptor {
jamie@50 261
jamie@110 262 int id;
jamie@110 263
jamie@50 264 struct {
jamie@56 265 char name[XTRACT_MAX_NAME_LENGTH];
jamie@56 266 char p_name[XTRACT_MAX_NAME_LENGTH]; /* pretty name */
jamie@56 267 char desc[XTRACT_MAX_DESC_LENGTH];
jamie@56 268 char p_desc[XTRACT_MAX_DESC_LENGTH]; /* pretty description */
jamie@56 269 char author[XTRACT_MAX_AUTHOR_LENGTH];
jamie@50 270 int year;
jamie@50 271 } algo;
jamie@50 272
jamie@50 273 struct {
jamie@56 274 xtract_vector_t format;
jamie@56 275 xtract_unit_t unit;
jamie@50 276 } data;
jamie@50 277
jamie@51 278 int argc;
jamie@50 279
jamie@50 280 struct {
jamie@56 281 xtract_type_t type; /* type of the array/value pointed to by argv */
jamie@56 282 float min[XTRACT_MAXARGS];
jamie@56 283 float max[XTRACT_MAXARGS];
jamie@56 284 float def[XTRACT_MAXARGS]; /* defaults */
jamie@56 285 xtract_unit_t unit[XTRACT_MAXARGS];
jamie@56 286 int donor[XTRACT_MAXARGS]; /* suggested donor functions for argv */
jamie@50 287 } argv;
jamie@50 288
jamie@56 289 xtract_bool_t is_scalar;
jamie@108 290 xtract_bool_t is_delta; /* features in xtract_delta.h can be scalar or vector */
jamie@50 291
jamie@55 292 /* The result.<> entries in descritors.c need to be checked */
jamie@50 293 union {
jamie@50 294
jamie@50 295 struct {
jamie@50 296 float min;
jamie@50 297 float max;
jamie@56 298 xtract_unit_t unit;
jamie@50 299 } scalar;
jamie@50 300
jamie@50 301 struct {
jamie@56 302 xtract_vector_t format;
jamie@56 303 xtract_unit_t unit;
jamie@50 304 } vector;
jamie@50 305
jamie@50 306 } result;
jamie@50 307
jamie@56 308 } xtract_function_descriptor_t;
jamie@50 309
jamie@1 310 /**
jamie@1 311 *
jamie@2 312 * \brief An array of pointers to functions that perform the extraction
jamie@1 313 *
jamie@2 314 * \param *data: a pointer to the start of the input data (usually the first element in an array)
jamie@1 315 *
jamie@2 316 * \param N: the number of elements to be processed
jamie@1 317 *
jamie@98 318 * \param *argv: an abitrary number of additional arguments, used to pass additional parameters to the function being called. All arguments are compulsary!
jamie@1 319 *
jamie@2 320 * \param *result: a pointer to the first element in the result
jamie@1 321 *
jamie@1 322 * Each function will iterate over N array elements, the first of which is
jamie@2 323 * 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.
jamie@1 324 *
jamie@1 325 * For scalar and delta features, *result will point to a single value.
jamie@1 326 *
jamie@1 327 * For vector features it will point to the first element in an array.
jamie@1 328 *
jamie@1 329 * Memory for this array must be allocated and freed by the calling
jamie@1 330 * function.
jamie@1 331 *
jamie@21 332 * All functions return an integer error code as descibed in the enumeration
jamie@21 333 * return_codes_
jamie@2 334 *
jamie@21 335 * The preprocessor macro: XTRACT must be defined before this can be used
jamie@9 336 *
jamie@2 337 * example:<br>
jamie@21 338 * \verbatim
jamie@21 339 #include <stdio.h>
jamie@21 340 #define XTRACT
jamie@21 341 #include "libxtract.h"
jamie@21 342
jamie@21 343 main () {
jamie@21 344 float values[] = {1.0, 2.0, 3.0, 4.0, 5.0};
jamie@21 345 int N = 5;
jamie@21 346 float mean;
jamie@21 347
jamie@21 348 xtract[MEAN]((void *)values, N, NULL, &mean);
jamie@21 349
jamie@21 350 printf("Mean = %.2f\n", mean);
jamie@21 351 }
jamie@21 352 \endverbatim
jamie@9 353 * The calling function may additionally make some tests against the value returned by xtract
jamie@9 354 *
jamie@2 355 */
jamie@56 356 #ifdef XTRACT_H
jamie@43 357 extern int(*xtract[XTRACT_FEATURES])(const float *data, const int N, const void *argv, float *result);
jamie@1 358
jamie@28 359 #endif
jamie@26 360
jamie@2 361 /** \brief A structure to store a set of n_filters Mel filters */
jamie@1 362 typedef struct xtract_mel_filter_ {
jamie@1 363 int n_filters;
jamie@1 364 float **filters;
jamie@1 365 } xtract_mel_filter;
jamie@1 366
jamie@2 367 /** \brief A function to initialise a mel filter bank
jamie@2 368 *
jamie@2 369 * 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
jamie@2 370 */
jamie@56 371 int xtract_init_mfcc(int N, float nyquist, int style, float freq_min, float freq_max, int freq_bands, float **fft_tables);
jamie@1 372
jamie@2 373 /** \brief A function to initialise bark filter bounds
jamie@2 374 *
jamie@2 375 * 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
jamie@59 376 *
jamie@59 377 * \param N: the audio block size
jamie@59 378 * \param sr: The sample audio sample rate
jamie@59 379 * \param *band_limits: a pointer to an array of BARK_BANDS ints
jamie@2 380 */
jamie@59 381 int xtract_init_bark(int N, float sr, int *band_limits);
jamie@1 382
jamie@98 383 /** \brief An initialisation function for functions using FFT
jamie@98 384 *
jamie@98 385 * 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.
jamie@98 386 *
jamie@98 387 * \param N: the size of the FFT
jamie@98 388 * \param feature_name: the name of the feature the FFT is being used for,
jamie@98 389 * e.g. XTRACT_DCT
jamie@98 390 *
jamie@98 391 */
jamie@98 392 int xtract_init_fft(int N, int feature_name);
jamie@98 393
jamie@110 394 /** \brief Free memory used for fft plans
jamie@110 395 *
jamie@110 396 * 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.
jamie@110 397 * */
jamie@110 398 void xtract_free_fft(void);
jamie@110 399
jamie@107 400 /** \brief Make a window of a given type and return a pointer to it
jamie@107 401 *
jamie@107 402 * \param N: the size of the window
jamie@107 403 * \param type: the type of the window as given in the enumeration window_types_
jamie@107 404 *
jamie@107 405 */
jamie@107 406 float *xtract_init_window(const int N, const int type);
jamie@107 407
jamie@107 408 /** \brief Free a window as allocated by xtract_make_window()
jamie@107 409 *
jamie@107 410 * \param *window: a pointer to an array of floats as allocated by xtract_make_window()
jamie@107 411 *
jamie@107 412 */
jamie@107 413 void xtract_free_window(float *window);
jamie@107 414
jamie@50 415 /* \brief A function to build an array of function descriptors */
jamie@110 416 xtract_function_descriptor_t *xtract_make_descriptors();
jamie@1 417
jamie@50 418 /* \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