source: src/spectral/specdesc.c @ 6e5dd2b

feature/autosinkfeature/cnnfeature/cnn_orgfeature/constantqfeature/crepefeature/crepe_orgfeature/pitchshiftfeature/pydocstringsfeature/timestretchfix/ffmpeg5pitchshiftsamplertimestretchyinfft+
Last change on this file since 6e5dd2b was bf1c0e43, checked in by Paul Brossier <piem@piem.org>, 8 years ago

src/spectral/specdesc.c: remove trailing spaces

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1/*
2  Copyright (C) 2003-2009 Paul Brossier <piem@aubio.org>
3
4  This file is part of aubio.
5
6  aubio is free software: you can redistribute it and/or modify
7  it under the terms of the GNU General Public License as published by
8  the Free Software Foundation, either version 3 of the License, or
9  (at your option) any later version.
10
11  aubio is distributed in the hope that it will be useful,
12  but WITHOUT ANY WARRANTY; without even the implied warranty of
13  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
14  GNU General Public License for more details.
15
16  You should have received a copy of the GNU General Public License
17  along with aubio.  If not, see <http://www.gnu.org/licenses/>.
18
19*/
20
21#include "aubio_priv.h"
22#include "fvec.h"
23#include "cvec.h"
24#include "spectral/fft.h"
25#include "spectral/specdesc.h"
26#include "mathutils.h"
27#include "utils/hist.h"
28
29void aubio_specdesc_energy(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset);
30void aubio_specdesc_hfc(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset);
31void aubio_specdesc_complex(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset);
32void aubio_specdesc_phase(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset);
33void aubio_specdesc_specdiff(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset);
34void aubio_specdesc_kl(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset);
35void aubio_specdesc_mkl(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset);
36void aubio_specdesc_specflux(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset);
37
38extern void aubio_specdesc_centroid (aubio_specdesc_t * o, const cvec_t * spec,
39    fvec_t * desc);
40extern void aubio_specdesc_spread (aubio_specdesc_t * o, const cvec_t * spec,
41    fvec_t * desc);
42extern void aubio_specdesc_skewness (aubio_specdesc_t * o, const cvec_t * spec,
43    fvec_t * desc);
44extern void aubio_specdesc_kurtosis (aubio_specdesc_t * o, const cvec_t * spec,
45    fvec_t * desc);
46extern void aubio_specdesc_slope (aubio_specdesc_t * o, const cvec_t * spec,
47    fvec_t * desc);
48extern void aubio_specdesc_decrease (aubio_specdesc_t * o, const cvec_t * spec,
49    fvec_t * desc);
50extern void aubio_specdesc_rolloff (aubio_specdesc_t * o, const cvec_t * spec,
51    fvec_t * desc);
52
53/** onsetdetection types */
54typedef enum {
55        aubio_onset_energy,         /**< energy based */         
56        aubio_onset_specdiff,       /**< spectral diff */         
57        aubio_onset_hfc,            /**< high frequency content */
58        aubio_onset_complex,        /**< complex domain */       
59        aubio_onset_phase,          /**< phase fast */           
60        aubio_onset_kl,             /**< Kullback Liebler */
61        aubio_onset_mkl,            /**< modified Kullback Liebler */
62        aubio_onset_specflux,       /**< spectral flux */
63        aubio_specmethod_centroid,  /**< spectral centroid */
64        aubio_specmethod_spread,    /**< spectral spread */
65        aubio_specmethod_skewness,  /**< spectral skewness */
66        aubio_specmethod_kurtosis,  /**< spectral kurtosis */
67        aubio_specmethod_slope,     /**< spectral kurtosis */
68        aubio_specmethod_decrease,  /**< spectral decrease */
69        aubio_specmethod_rolloff,   /**< spectral rolloff */
70        aubio_onset_default = aubio_onset_hfc, /**< default mode, set to hfc */
71} aubio_specdesc_type;
72
73/** structure to store object state */
74struct _aubio_specdesc_t {
75  aubio_specdesc_type onset_type; /**< onset detection type */
76  /** Pointer to aubio_specdesc_<type> function */
77  void (*funcpointer)(aubio_specdesc_t *o,
78      const cvec_t * fftgrain, fvec_t * onset);
79  smpl_t threshold;      /**< minimum norm threshold for phase and specdiff */
80  fvec_t *oldmag;        /**< previous norm vector */
81  fvec_t *dev1 ;         /**< current onset detection measure vector */
82  fvec_t *theta1;        /**< previous phase vector, one frame behind */
83  fvec_t *theta2;        /**< previous phase vector, two frames behind */
84  aubio_hist_t * histog; /**< histogram */
85};
86
87
88/* Energy based onset detection function */
89void aubio_specdesc_energy  (aubio_specdesc_t *o UNUSED,
90    const cvec_t * fftgrain, fvec_t * onset) {
91  uint_t j;
92  onset->data[0] = 0.;
93  for (j=0;j<fftgrain->length;j++) {
94    onset->data[0] += SQR(fftgrain->norm[j]);
95  }
96}
97
98/* High Frequency Content onset detection function */
99void aubio_specdesc_hfc(aubio_specdesc_t *o UNUSED,
100    const cvec_t * fftgrain, fvec_t * onset){
101  uint_t j;
102  onset->data[0] = 0.;
103  for (j=0;j<fftgrain->length;j++) {
104    onset->data[0] += (j+1)*fftgrain->norm[j];
105  }
106}
107
108
109/* Complex Domain Method onset detection function */
110void aubio_specdesc_complex (aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset) {
111  uint_t j;
112  uint_t nbins = fftgrain->length;
113  onset->data[0] = 0.;
114  for (j=0;j<nbins; j++)  {
115    // compute the predicted phase
116    o->dev1->data[j] = 2. * o->theta1->data[j] - o->theta2->data[j];
117    // compute the euclidean distance in the complex domain
118    // sqrt ( r_1^2 + r_2^2 - 2 * r_1 * r_2 * \cos ( \phi_1 - \phi_2 ) )
119    onset->data[0] +=
120      SQRT (ABS (SQR (o->oldmag->data[j]) + SQR (fftgrain->norm[j])
121            - 2 * o->oldmag->data[j] * fftgrain->norm[j]
122            * COS (o->dev1->data[j] - fftgrain->phas[j])));
123    /* swap old phase data (need to remember 2 frames behind)*/
124    o->theta2->data[j] = o->theta1->data[j];
125    o->theta1->data[j] = fftgrain->phas[j];
126    /* swap old magnitude data (1 frame is enough) */
127    o->oldmag->data[j] = fftgrain->norm[j];
128  }
129}
130
131
132/* Phase Based Method onset detection function */
133void aubio_specdesc_phase(aubio_specdesc_t *o, 
134    const cvec_t * fftgrain, fvec_t * onset){
135  uint_t j;
136  uint_t nbins = fftgrain->length;
137  onset->data[0] = 0.0;
138  o->dev1->data[0]=0.;
139  for ( j=0;j<nbins; j++ )  {
140    o->dev1->data[j] = 
141      aubio_unwrap2pi(
142          fftgrain->phas[j]
143          -2.0*o->theta1->data[j]
144          +o->theta2->data[j]);
145    if ( o->threshold < fftgrain->norm[j] )
146      o->dev1->data[j] = ABS(o->dev1->data[j]);
147    else 
148      o->dev1->data[j] = 0.0;
149    /* keep a track of the past frames */
150    o->theta2->data[j] = o->theta1->data[j];
151    o->theta1->data[j] = fftgrain->phas[j];
152  }
153  /* apply o->histogram */
154  aubio_hist_dyn_notnull(o->histog,o->dev1);
155  /* weight it */
156  aubio_hist_weight(o->histog);
157  /* its mean is the result */
158  onset->data[0] = aubio_hist_mean(o->histog); 
159  //onset->data[0] = fvec_mean(o->dev1);
160}
161
162/* Spectral difference method onset detection function */
163void aubio_specdesc_specdiff(aubio_specdesc_t *o,
164    const cvec_t * fftgrain, fvec_t * onset){
165  uint_t j;
166  uint_t nbins = fftgrain->length;
167    onset->data[0] = 0.0;
168    for (j=0;j<nbins; j++)  {
169      o->dev1->data[j] = SQRT(
170          ABS(SQR( fftgrain->norm[j])
171            - SQR(o->oldmag->data[j])));
172      if (o->threshold < fftgrain->norm[j] )
173        o->dev1->data[j] = ABS(o->dev1->data[j]);
174      else 
175        o->dev1->data[j] = 0.0;
176      o->oldmag->data[j] = fftgrain->norm[j];
177    }
178
179    /* apply o->histogram (act somewhat as a low pass on the
180     * overall function)*/
181    aubio_hist_dyn_notnull(o->histog,o->dev1);
182    /* weight it */
183    aubio_hist_weight(o->histog);
184    /* its mean is the result */
185    onset->data[0] = aubio_hist_mean(o->histog); 
186}
187
188/* Kullback Liebler onset detection function
189 * note we use ln(1+Xn/(Xn-1+0.0001)) to avoid
190 * negative (1.+) and infinite values (+1.e-10) */
191void aubio_specdesc_kl(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset){
192  uint_t j;
193    onset->data[0] = 0.;
194    for (j=0;j<fftgrain->length;j++) {
195      onset->data[0] += fftgrain->norm[j]
196        *LOG(1.+fftgrain->norm[j]/(o->oldmag->data[j]+1.e-1));
197      o->oldmag->data[j] = fftgrain->norm[j];
198    }
199    if (isnan(onset->data[0])) onset->data[0] = 0.;
200}
201
202/* Modified Kullback Liebler onset detection function
203 * note we use ln(1+Xn/(Xn-1+0.0001)) to avoid
204 * negative (1.+) and infinite values (+1.e-10) */
205void aubio_specdesc_mkl(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset){
206  uint_t j;
207    onset->data[0] = 0.;
208    for (j=0;j<fftgrain->length;j++) {
209      onset->data[0] += LOG(1.+fftgrain->norm[j]/(o->oldmag->data[j]+1.e-1));
210      o->oldmag->data[j] = fftgrain->norm[j];
211    }
212    if (isnan(onset->data[0])) onset->data[0] = 0.;
213}
214
215/* Spectral flux */
216void aubio_specdesc_specflux(aubio_specdesc_t *o, const cvec_t * fftgrain, fvec_t * onset){ 
217  uint_t j;
218  onset->data[0] = 0.;
219  for (j=0;j<fftgrain->length;j++) {
220    if (fftgrain->norm[j] > o->oldmag->data[j])
221      onset->data[0] += fftgrain->norm[j] - o->oldmag->data[j];
222    o->oldmag->data[j] = fftgrain->norm[j];
223  }
224}
225
226/* Generic function pointing to the choosen one */
227void 
228aubio_specdesc_do (aubio_specdesc_t *o, const cvec_t * fftgrain, 
229    fvec_t * onset) {
230  o->funcpointer(o,fftgrain,onset);
231}
232
233/* Allocate memory for an onset detection
234 * depending on the choosen type, allocate memory as needed
235 */
236aubio_specdesc_t * 
237new_aubio_specdesc (const char_t * onset_mode, uint_t size){
238  aubio_specdesc_t * o = AUBIO_NEW(aubio_specdesc_t);
239  uint_t rsize = size/2+1;
240  aubio_specdesc_type onset_type;
241  if (strcmp (onset_mode, "energy") == 0)
242      onset_type = aubio_onset_energy;
243  else if (strcmp (onset_mode, "specdiff") == 0)
244      onset_type = aubio_onset_specdiff;
245  else if (strcmp (onset_mode, "hfc") == 0)
246      onset_type = aubio_onset_hfc;
247  else if (strcmp (onset_mode, "complexdomain") == 0)
248      onset_type = aubio_onset_complex;
249  else if (strcmp (onset_mode, "complex") == 0)
250      onset_type = aubio_onset_complex;
251  else if (strcmp (onset_mode, "phase") == 0)
252      onset_type = aubio_onset_phase;
253  else if (strcmp (onset_mode, "mkl") == 0)
254      onset_type = aubio_onset_mkl;
255  else if (strcmp (onset_mode, "kl") == 0)
256      onset_type = aubio_onset_kl;
257  else if (strcmp (onset_mode, "specflux") == 0)
258      onset_type = aubio_onset_specflux;
259  else if (strcmp (onset_mode, "centroid") == 0)
260      onset_type = aubio_specmethod_centroid;
261  else if (strcmp (onset_mode, "spread") == 0)
262      onset_type = aubio_specmethod_spread;
263  else if (strcmp (onset_mode, "skewness") == 0)
264      onset_type = aubio_specmethod_skewness;
265  else if (strcmp (onset_mode, "kurtosis") == 0)
266      onset_type = aubio_specmethod_kurtosis;
267  else if (strcmp (onset_mode, "slope") == 0)
268      onset_type = aubio_specmethod_slope;
269  else if (strcmp (onset_mode, "decrease") == 0)
270      onset_type = aubio_specmethod_decrease;
271  else if (strcmp (onset_mode, "rolloff") == 0)
272      onset_type = aubio_specmethod_rolloff;
273  else if (strcmp (onset_mode, "default") == 0)
274      onset_type = aubio_onset_default;
275  else {
276      AUBIO_ERR("unknown spectral descriptor type %s, using default.\n", onset_mode);
277      onset_type = aubio_onset_default;
278  }
279  switch(onset_type) {
280    /* for both energy and hfc, only fftgrain->norm is required */
281    case aubio_onset_energy:
282      break;
283    case aubio_onset_hfc:
284      break;
285      /* the other approaches will need some more memory spaces */
286    case aubio_onset_complex:
287      o->oldmag = new_fvec(rsize);
288      o->dev1   = new_fvec(rsize);
289      o->theta1 = new_fvec(rsize);
290      o->theta2 = new_fvec(rsize);
291      break;
292    case aubio_onset_phase:
293      o->dev1   = new_fvec(rsize);
294      o->theta1 = new_fvec(rsize);
295      o->theta2 = new_fvec(rsize);
296      o->histog = new_aubio_hist(0.0, PI, 10);
297      o->threshold = 0.1;
298      break;
299    case aubio_onset_specdiff:
300      o->oldmag = new_fvec(rsize);
301      o->dev1   = new_fvec(rsize);
302      o->histog = new_aubio_hist(0.0, PI, 10);
303      o->threshold = 0.1;
304      break;
305    case aubio_onset_kl:
306    case aubio_onset_mkl:
307    case aubio_onset_specflux:
308      o->oldmag = new_fvec(rsize);
309      break;
310    default:
311      break;
312  }
313
314  switch(onset_type) {
315    case aubio_onset_energy:
316      o->funcpointer = aubio_specdesc_energy;
317      break;
318    case aubio_onset_hfc:
319      o->funcpointer = aubio_specdesc_hfc;
320      break;
321    case aubio_onset_complex:
322      o->funcpointer = aubio_specdesc_complex;
323      break;
324    case aubio_onset_phase:
325      o->funcpointer = aubio_specdesc_phase;
326      break;
327    case aubio_onset_specdiff:
328      o->funcpointer = aubio_specdesc_specdiff;
329      break;
330    case aubio_onset_kl:
331      o->funcpointer = aubio_specdesc_kl;
332      break;
333    case aubio_onset_mkl:
334      o->funcpointer = aubio_specdesc_mkl;
335      break;
336    case aubio_onset_specflux:
337      o->funcpointer = aubio_specdesc_specflux;
338      break;
339    case aubio_specmethod_centroid:
340      o->funcpointer = aubio_specdesc_centroid;
341      break;
342    case aubio_specmethod_spread:
343      o->funcpointer = aubio_specdesc_spread;
344      break;
345    case aubio_specmethod_skewness:
346      o->funcpointer = aubio_specdesc_skewness;
347      break;
348    case aubio_specmethod_kurtosis:
349      o->funcpointer = aubio_specdesc_kurtosis;
350      break;
351    case aubio_specmethod_slope:
352      o->funcpointer = aubio_specdesc_slope;
353      break;
354    case aubio_specmethod_decrease:
355      o->funcpointer = aubio_specdesc_decrease;
356      break;
357    case aubio_specmethod_rolloff:
358      o->funcpointer = aubio_specdesc_rolloff;
359      break;
360    default:
361      break;
362  }
363  o->onset_type = onset_type;
364  return o;
365}
366
367void del_aubio_specdesc (aubio_specdesc_t *o){
368  switch(o->onset_type) {
369    case aubio_onset_energy:
370      break;
371    case aubio_onset_hfc:
372      break;
373    case aubio_onset_complex:
374      del_fvec(o->oldmag);
375      del_fvec(o->dev1);
376      del_fvec(o->theta1);
377      del_fvec(o->theta2);
378      break;
379    case aubio_onset_phase:
380      del_fvec(o->dev1);
381      del_fvec(o->theta1);
382      del_fvec(o->theta2);
383      del_aubio_hist(o->histog);
384      break;
385    case aubio_onset_specdiff:
386      del_fvec(o->oldmag);
387      del_fvec(o->dev1);
388      del_aubio_hist(o->histog);
389      break;
390    case aubio_onset_kl:
391    case aubio_onset_mkl:
392    case aubio_onset_specflux:
393      del_fvec(o->oldmag);
394      break;
395    default:
396      break;
397  }
398  AUBIO_FREE(o);
399}
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