annotate xtract/libxtract.h @ 205:f6fcf3bec020

Add xtract_midicent() convenience function to convert from frequency to MIDI cent
author Jamie Bullock <jamie@jamiebullock.com>
date Tue, 11 Mar 2014 18:14:45 +0000
parents 302eab34dc88
children 44401945d850
rev   line source
jamie@141 1 /*
jamie@141 2 * Copyright (C) 2012 Jamie Bullock
jamie@1 3 *
jamie@141 4 * Permission is hereby granted, free of charge, to any person obtaining a copy
jamie@141 5 * of this software and associated documentation files (the "Software"), to
jamie@141 6 * deal in the Software without restriction, including without limitation the
jamie@141 7 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
jamie@141 8 * sell copies of the Software, and to permit persons to whom the Software is
jamie@141 9 * furnished to do so, subject to the following conditions:
jamie@1 10 *
jamie@141 11 * The above copyright notice and this permission notice shall be included in
jamie@141 12 * all copies or substantial portions of the Software.
jamie@1 13 *
jamie@141 14 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
jamie@141 15 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
jamie@141 16 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
jamie@141 17 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
jamie@141 18 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
jamie@141 19 * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
jamie@141 20 * IN THE SOFTWARE.
jamie@141 21 *
jamie@1 22 */
jamie@1 23
jamie@20 24 /** \mainpage
jamie@20 25 *
jamie@20 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.
jamie@20 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.
jamie@20 28 *
jamie@20 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.
jamie@20 30 *
jamie@105 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).
jamie@20 32 *
jamie@105 33 * All feature extraction functions follow the same prototype:
jamie@105 34 *
jamie@146 35 int xtract_function_name(const double *data, const int N, const void *argv, double *result){
jamie@105 36 *
jamie@146 37 * \param const double *data points to an array of doubles representing the input data
jamie@105 38 * \param const int N represents the number of elementes from *data to be considered in the calculation
jamie@105 39 * \param const void *argv represents an arbitrary list of arguments. Used to pass in values required by the feature calculation
jamie@146 40 * \param double *result points to an array of doubles, or a single double represnting the result of the calculation
jamie@105 41 *
jamie@105 42 *
jamie@105 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.
jamie@83 44 *
jamie@83 45 * LibXtract can be downloaded from http://www.sf.net/projects/libxtract
jamie@83 46 *
jamie@20 47 */
jamie@20 48
jamie@1 49 #ifndef XTRACT_H
jamie@1 50 #define XTRACT_H
jamie@1 51
jamie@1 52 #ifdef __cplusplus
jamie@1 53 extern "C" {
jamie@1 54 #endif
jamie@1 55
jamie@21 56 /**
jamie@21 57 * \file libxtract.h
jamie@21 58 * \brief main header file and API definition
jamie@1 59 */
jamie@1 60
jamie@1 61 #include "xtract_scalar.h"
jamie@1 62 #include "xtract_vector.h"
jamie@1 63 #include "xtract_delta.h"
jamie@1 64 #include "xtract_types.h"
jamie@1 65 #include "xtract_macros.h"
jamie@107 66 #include "xtract_helper.h"
jamie@1 67
jamie@20 68 /** \defgroup libxtract API
jamie@20 69 *
jamie@20 70 * Defines a very simple API that provides access to the functions in the library
jamie@20 71 * @{
jamie@20 72 */
jamie@20 73
jamie@205 74 #define XTRACT_FEATURES 61
jamie@30 75
jamie@1 76 /** \brief Enumeration of features, elements are used as indixes to an array of pointers to feature extracton functions */
jamie@56 77 enum xtract_features_ {
jamie@56 78 XTRACT_MEAN,
jamie@56 79 XTRACT_VARIANCE,
jamie@56 80 XTRACT_STANDARD_DEVIATION,
jamie@56 81 XTRACT_AVERAGE_DEVIATION,
jamie@56 82 XTRACT_SKEWNESS,
jamie@56 83 XTRACT_KURTOSIS,
jamie@56 84 XTRACT_SPECTRAL_MEAN,
jamie@56 85 XTRACT_SPECTRAL_VARIANCE,
jamie@56 86 XTRACT_SPECTRAL_STANDARD_DEVIATION,
jamie@123 87 /*XTRACT_SPECTRAL_AVERAGE_DEVIATION, */
jamie@56 88 XTRACT_SPECTRAL_SKEWNESS,
jamie@56 89 XTRACT_SPECTRAL_KURTOSIS,
jamie@56 90 XTRACT_SPECTRAL_CENTROID,
jamie@56 91 XTRACT_IRREGULARITY_K,
jamie@56 92 XTRACT_IRREGULARITY_J,
jamie@56 93 XTRACT_TRISTIMULUS_1,
jamie@56 94 XTRACT_TRISTIMULUS_2,
jamie@56 95 XTRACT_TRISTIMULUS_3,
jamie@56 96 XTRACT_SMOOTHNESS,
jamie@56 97 XTRACT_SPREAD,
jamie@56 98 XTRACT_ZCR,
jamie@56 99 XTRACT_ROLLOFF,
jamie@56 100 XTRACT_LOUDNESS,
jamie@56 101 XTRACT_FLATNESS,
jamie@113 102 XTRACT_FLATNESS_DB,
jamie@56 103 XTRACT_TONALITY,
jamie@56 104 XTRACT_CREST,
jamie@56 105 XTRACT_NOISINESS,
jamie@56 106 XTRACT_RMS_AMPLITUDE,
jamie@56 107 XTRACT_SPECTRAL_INHARMONICITY,
jamie@56 108 XTRACT_POWER,
jamie@56 109 XTRACT_ODD_EVEN_RATIO,
jamie@56 110 XTRACT_SHARPNESS,
jamie@56 111 XTRACT_SPECTRAL_SLOPE,
jamie@56 112 XTRACT_LOWEST_VALUE,
jamie@56 113 XTRACT_HIGHEST_VALUE,
jamie@56 114 XTRACT_SUM,
jamie@59 115 XTRACT_NONZERO_COUNT,
jamie@56 116 XTRACT_HPS,
jamie@56 117 XTRACT_F0,
jamie@56 118 XTRACT_FAILSAFE_F0,
jamie@161 119 XTRACT_WAVELET_F0,
jamie@205 120 XTRACT_MIDICENT,
jamie@106 121 XTRACT_LNORM,
jamie@56 122 XTRACT_FLUX,
jamie@56 123 XTRACT_ATTACK_TIME,
jamie@56 124 XTRACT_DECAY_TIME,
jamie@106 125 XTRACT_DIFFERENCE_VECTOR,
jamie@56 126 XTRACT_AUTOCORRELATION,
jamie@56 127 XTRACT_AMDF,
jamie@56 128 XTRACT_ASDF,
jamie@56 129 XTRACT_BARK_COEFFICIENTS,
jamie@56 130 XTRACT_PEAK_SPECTRUM,
jamie@56 131 XTRACT_SPECTRUM,
jamie@56 132 XTRACT_AUTOCORRELATION_FFT,
jamie@56 133 XTRACT_MFCC,
jamie@56 134 XTRACT_DCT,
jamie@104 135 XTRACT_HARMONIC_SPECTRUM,
jamie@104 136 XTRACT_LPC,
jamie@107 137 XTRACT_LPCC,
jamie@114 138 XTRACT_SUBBANDS,
jamie@107 139 /* Helper functions */
jamie@107 140 XTRACT_WINDOWED
jamie@1 141 };
jamie@1 142
jamie@55 143 /** \brief Enumeration of feature initialisation functions */
jamie@56 144 enum xtract_feature_init_ {
jamie@56 145 XTRACT_INIT_MFCC = 100,
jamie@108 146 XTRACT_INIT_BARK,
jamie@108 147 XTRACT_INIT_WINDOWED
jamie@55 148 };
jamie@55 149
jamie@1 150 /** \brief Enumeration of feature types */
jamie@56 151 enum xtract_feature_types_ {
jamie@56 152 XTRACT_SCALAR,
jamie@56 153 XTRACT_VECTOR,
jamie@56 154 XTRACT_DELTA
jamie@1 155 };
jamie@1 156
jamie@1 157 /** \brief Enumeration of mfcc types */
jamie@56 158 enum xtract_mfcc_types_ {
jamie@56 159 XTRACT_EQUAL_GAIN,
jamie@56 160 XTRACT_EQUAL_AREA
jamie@1 161 };
jamie@1 162
jamie@106 163 enum xtract_lnorm_filter_types_ {
jamie@108 164 XTRACT_NO_LNORM_FILTER,
jamie@106 165 XTRACT_POSITIVE_SLOPE,
jamie@106 166 XTRACT_NEGATIVE_SLOPE
jamie@106 167 };
jamie@106 168
jamie@1 169 /** \brief Enumeration of return codes */
jamie@56 170 enum xtract_return_codes_ {
jamie@56 171 XTRACT_SUCCESS,
jamie@56 172 XTRACT_MALLOC_FAILED,
jamie@56 173 XTRACT_BAD_ARGV,
jamie@56 174 XTRACT_BAD_VECTOR_SIZE,
jamie@113 175 XTRACT_DENORMAL_FOUND,
jamie@113 176 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@203 177 XTRACT_FEATURE_NOT_IMPLEMENTED,
jamie@203 178 XTRACT_ARGUMENT_ERROR
jamie@1 179 };
jamie@1 180
jamie@54 181 /** \brief Enumeration of spectrum types */
jamie@56 182 enum xtract_spectrum_ {
jamie@56 183 XTRACT_MAGNITUDE_SPECTRUM,
jamie@56 184 XTRACT_LOG_MAGNITUDE_SPECTRUM,
jamie@56 185 XTRACT_POWER_SPECTRUM,
jamie@56 186 XTRACT_LOG_POWER_SPECTRUM
jamie@54 187 };
jamie@54 188
jamie@114 189 /** \brief Subband scales */
jamie@114 190 enum xtract_subband_scales_ {
jamie@114 191 XTRACT_OCTAVE_SUBBANDS,
jamie@114 192 XTRACT_LINEAR_SUBBANDS
jamie@114 193 };
jamie@114 194
jamie@50 195 /** \brief Enumeration of data types*/
jamie@50 196 typedef enum type_ {
jamie@56 197 XTRACT_FLOAT,
jamie@56 198 XTRACT_FLOATARRAY,
jamie@56 199 XTRACT_INT,
jamie@56 200 XTRACT_MEL_FILTER
jamie@56 201 } xtract_type_t;
jamie@50 202
jamie@50 203 /** \brief Enumeration of units*/
jamie@50 204 typedef enum unit_ {
jamie@55 205 /* NONE, ANY */
jamie@56 206 XTRACT_HERTZ = 2,
jamie@56 207 XTRACT_ANY_AMPLITUDE_HERTZ,
jamie@56 208 XTRACT_DBFS,
jamie@56 209 XTRACT_DBFS_HERTZ,
jamie@56 210 XTRACT_PERCENT,
jamie@115 211 XTRACT_BINS,
jamie@205 212 XTRACT_SONE,
jamie@205 213 XTRACT_MIDI_CENT
jamie@56 214 } xtract_unit_t;
jamie@50 215
jamie@50 216 /** \brief Boolean */
jamie@50 217 typedef enum {
jamie@56 218 XTRACT_FALSE,
jamie@56 219 XTRACT_TRUE
jamie@56 220 } xtract_bool_t;
jamie@50 221
jamie@107 222 /** \brief Window types */
jamie@107 223 enum xtract_window_types_ {
jamie@107 224 XTRACT_GAUSS,
jamie@107 225 XTRACT_HAMMING,
jamie@107 226 XTRACT_HANN,
jamie@107 227 XTRACT_BARTLETT,
jamie@107 228 XTRACT_TRIANGULAR,
jamie@107 229 XTRACT_BARTLETT_HANN,
jamie@107 230 XTRACT_BLACKMAN,
jamie@107 231 XTRACT_KAISER,
jamie@107 232 XTRACT_BLACKMAN_HARRIS
jamie@107 233 };
jamie@107 234
jamie@50 235 /** \brief Enumeration of vector format types*/
jamie@56 236 typedef enum xtract_vector_ {
jamie@54 237 /* N/2 magnitude/log-magnitude/power/log-power coeffs and N/2 frequencies */
jamie@56 238 XTRACT_SPECTRAL,
jamie@54 239 /* N spectral amplitudes */
jamie@56 240 XTRACT_SPECTRAL_MAGNITUDES,
jamie@54 241 /* N/2 magnitude/log-magnitude/power/log-power peak coeffs and N/2
jamie@54 242 * frequencies */
jamie@56 243 XTRACT_SPECTRAL_PEAKS,
jamie@54 244 /* N spectral peak amplitudes */
jamie@59 245 XTRACT_SPECTRAL_PEAKS_MAGNITUDES,
jamie@59 246 /* N spectral peak frequencies */
jamie@59 247 XTRACT_SPECTRAL_PEAKS_FREQUENCIES,
jamie@54 248 /* N/2 magnitude/log-magnitude/power/log-power harmonic peak coeffs and N/2
jamie@54 249 * frequencies */
jamie@56 250 XTRACT_SPECTRAL_HARMONICS,
jamie@54 251 /* N spectral harmonic amplitudes */
jamie@56 252 XTRACT_SPECTRAL_HARMONICS_MAGNITUDES,
jamie@54 253 /* N spectral harmonic frequencies */
jamie@56 254 XTRACT_SPECTRAL_HARMONICS_FREQUENCIES,
jamie@104 255 XTRACT_AUTOCORRELATION_COEFFS,
jamie@56 256 XTRACT_ARBITRARY_SERIES,
jamie@56 257 XTRACT_AUDIO_SAMPLES,
jamie@56 258 XTRACT_MEL_COEFFS,
jamie@104 259 XTRACT_LPC_COEFFS,
jamie@104 260 XTRACT_LPCC_COEFFS,
jamie@56 261 XTRACT_BARK_COEFFS,
jamie@108 262 XTRACT_SUBFRAMES,
jamie@56 263 XTRACT_NO_DATA
jamie@56 264 } xtract_vector_t;
jamie@50 265
jamie@50 266 /** \brief Data structure containing useful information about functions provided by LibXtract. */
jamie@56 267 typedef struct _xtract_function_descriptor {
jamie@50 268
jamie@110 269 int id;
jamie@110 270
jamie@50 271 struct {
jamie@56 272 char name[XTRACT_MAX_NAME_LENGTH];
jamie@56 273 char p_name[XTRACT_MAX_NAME_LENGTH]; /* pretty name */
jamie@56 274 char desc[XTRACT_MAX_DESC_LENGTH];
jamie@56 275 char p_desc[XTRACT_MAX_DESC_LENGTH]; /* pretty description */
jamie@56 276 char author[XTRACT_MAX_AUTHOR_LENGTH];
jamie@50 277 int year;
jamie@50 278 } algo;
jamie@50 279
jamie@50 280 struct {
jamie@56 281 xtract_vector_t format;
jamie@56 282 xtract_unit_t unit;
jamie@50 283 } data;
jamie@50 284
jamie@51 285 int argc;
jamie@50 286
jamie@50 287 struct {
jamie@56 288 xtract_type_t type; /* type of the array/value pointed to by argv */
jamie@146 289 double min[XTRACT_MAXARGS];
jamie@146 290 double max[XTRACT_MAXARGS];
jamie@146 291 double def[XTRACT_MAXARGS]; /* defaults */
jamie@56 292 xtract_unit_t unit[XTRACT_MAXARGS];
jamie@56 293 int donor[XTRACT_MAXARGS]; /* suggested donor functions for argv */
jamie@50 294 } argv;
jamie@50 295
jamie@56 296 xtract_bool_t is_scalar;
jamie@108 297 xtract_bool_t is_delta; /* features in xtract_delta.h can be scalar or vector */
jamie@50 298
jamie@55 299 /* The result.<> entries in descritors.c need to be checked */
jamie@50 300 union {
jamie@50 301
jamie@50 302 struct {
jamie@146 303 double min;
jamie@146 304 double max;
jamie@56 305 xtract_unit_t unit;
jamie@50 306 } scalar;
jamie@50 307
jamie@50 308 struct {
jamie@56 309 xtract_vector_t format;
jamie@56 310 xtract_unit_t unit;
jamie@50 311 } vector;
jamie@50 312
jamie@50 313 } result;
jamie@50 314
jamie@56 315 } xtract_function_descriptor_t;
jamie@50 316
jamie@1 317 /**
jamie@1 318 *
jamie@2 319 * \brief An array of pointers to functions that perform the extraction
jamie@1 320 *
jamie@2 321 * \param *data: a pointer to the start of the input data (usually the first element in an array)
jamie@1 322 *
jamie@2 323 * \param N: the number of elements to be processed
jamie@1 324 *
jamie@98 325 * \param *argv: an abitrary number of additional arguments, used to pass additional parameters to the function being called. All arguments are compulsary!
jamie@1 326 *
jamie@2 327 * \param *result: a pointer to the first element in the result
jamie@1 328 *
jamie@1 329 * Each function will iterate over N array elements, the first of which is
jamie@2 330 * 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@1 331 *
jamie@1 332 * For scalar and delta features, *result will point to a single value.
jamie@1 333 *
jamie@1 334 * For vector features it will point to the first element in an array.
jamie@1 335 *
jamie@1 336 * Memory for this array must be allocated and freed by the calling
jamie@1 337 * function.
jamie@1 338 *
jamie@21 339 * All functions return an integer error code as descibed in the enumeration
jamie@21 340 * return_codes_
jamie@2 341 *
jamie@21 342 * The preprocessor macro: XTRACT must be defined before this can be used
jamie@9 343 *
jamie@2 344 * example:<br>
jamie@21 345 * \verbatim
jamie@21 346 #include <stdio.h>
jamie@21 347 #define XTRACT
jamie@21 348 #include "libxtract.h"
jamie@21 349
jamie@21 350 main () {
jamie@146 351 double values[] = {1.0, 2.0, 3.0, 4.0, 5.0};
jamie@21 352 int N = 5;
jamie@146 353 double mean;
jamie@21 354
jamie@21 355 xtract[MEAN]((void *)values, N, NULL, &mean);
jamie@21 356
jamie@21 357 printf("Mean = %.2f\n", mean);
jamie@21 358 }
jamie@21 359 \endverbatim
jamie@9 360 * The calling function may additionally make some tests against the value returned by xtract
jamie@9 361 *
jamie@2 362 */
jamie@56 363 #ifdef XTRACT_H
jamie@146 364 extern int(*xtract[XTRACT_FEATURES])(const double *data, const int N, const void *argv, double *result);
jamie@1 365
jamie@28 366 #endif
jamie@26 367
jamie@161 368 /** \brief A function to initialise wavelet f0 detector state */
jamie@161 369 int xtract_init_wavelet_f0_state(void);
jamie@161 370
jamie@2 371 /** \brief A structure to store a set of n_filters Mel filters */
jamie@1 372 typedef struct xtract_mel_filter_ {
jamie@1 373 int n_filters;
jamie@146 374 double **filters;
jamie@1 375 } xtract_mel_filter;
jamie@1 376
jamie@2 377 /** \brief A function to initialise a mel filter bank
jamie@2 378 *
jamie@2 379 * 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@2 380 */
jamie@146 381 int xtract_init_mfcc(int N, double nyquist, int style, double freq_min, double freq_max, int freq_bands, double **fft_tables);
jamie@1 382
jamie@2 383 /** \brief A function to initialise bark filter bounds
jamie@2 384 *
jamie@2 385 * 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@59 386 *
jamie@59 387 * \param N: the audio block size
jamie@59 388 * \param sr: The sample audio sample rate
jamie@59 389 * \param *band_limits: a pointer to an array of BARK_BANDS ints
jamie@2 390 */
jamie@146 391 int xtract_init_bark(int N, double sr, int *band_limits);
jamie@1 392
jamie@98 393 /** \brief An initialisation function for functions using FFT
jamie@98 394 *
jamie@98 395 * 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@98 396 *
jamie@98 397 * \param N: the size of the FFT
jamie@98 398 * \param feature_name: the name of the feature the FFT is being used for,
jamie@98 399 * e.g. XTRACT_DCT
jamie@98 400 *
jamie@98 401 */
jamie@98 402 int xtract_init_fft(int N, int feature_name);
jamie@98 403
jamie@110 404 /** \brief Free memory used for fft plans
jamie@110 405 *
jamie@110 406 * 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@110 407 * */
jamie@110 408 void xtract_free_fft(void);
jamie@110 409
jamie@107 410 /** \brief Make a window of a given type and return a pointer to it
jamie@107 411 *
jamie@107 412 * \param N: the size of the window
jamie@107 413 * \param type: the type of the window as given in the enumeration window_types_
jamie@107 414 *
jamie@107 415 */
jamie@146 416 double *xtract_init_window(const int N, const int type);
jamie@107 417
jamie@107 418 /** \brief Free a window as allocated by xtract_make_window()
jamie@107 419 *
jamie@146 420 * \param *window: a pointer to an array of doubles as allocated by xtract_make_window()
jamie@107 421 *
jamie@107 422 */
jamie@146 423 void xtract_free_window(double *window);
jamie@107 424
jamie@50 425 /* \brief A function to build an array of function descriptors */
jamie@110 426 xtract_function_descriptor_t *xtract_make_descriptors();
jamie@1 427
jamie@50 428 /* \brief A function to free an array of function descriptors */
jamie@110 429 int xtract_free_descriptors(xtract_function_descriptor_t *fd);
jamie@1 430 /* Free functions */
jamie@1 431
jamie@20 432 /** @} */
jamie@20 433
jamie@1 434 #ifdef __cplusplus
jamie@1 435 }
jamie@1 436 #endif
jamie@1 437
jamie@1 438 #endif