Changeset e5f6a0b for src/filterbank.c
- Timestamp:
- Sep 16, 2007, 6:06:07 PM (17 years ago)
- Branches:
- feature/autosink, feature/cnn, feature/cnn_org, feature/constantq, feature/crepe, feature/crepe_org, feature/pitchshift, feature/pydocstrings, feature/timestretch, fix/ffmpeg5, master, pitchshift, sampler, timestretch, yinfft+
- Children:
- 177f09a
- Parents:
- 45134c5 (diff), bc4ba75 (diff)
Note: this is a merge changeset, the changes displayed below correspond to the merge itself.
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- 1 edited
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src/filterbank.c
r45134c5 re5f6a0b 19 19 */ 20 20 21 /* part of this mfcc implementation were inspired from LibXtract22 http://libxtract.sourceforge.net/23 */24 21 25 22 #include "aubio_priv.h" 26 23 #include "sample.h" 27 24 #include "filterbank.h" 25 26 #include "stdio.h" 28 27 29 28 #define USE_EQUAL_GAIN 1 … … 53 52 } 54 53 55 aubio_filterbank_t * new_aubio_filterbank_mfcc(uint_t n_filters, uint_t win_s, smpl_t samplerate, smpl_t freq_min, smpl_t freq_max){ 54 aubio_filterbank_t * new_aubio_filterbank_mfcc(uint_t n_filters, uint_t win_s, uint_t samplerate, smpl_t freq_min, smpl_t freq_max){ 55 56 56 smpl_t nyquist = samplerate/2.; 57 57 uint_t style = 1; … … 142 142 for(k = next_peak + 1; k < fb->win_s; k++) 143 143 fb->filters[n]->data[0][k]=0.f; 144 145 144 146 } 145 147 … … 149 151 free(fft_peak); 150 152 153 151 154 return fb; 152 155 153 156 } 154 157 158 /* 159 FB initialization based on Slaney's auditory toolbox 160 TODO: 161 *solve memory leak problems while 162 *solve quantization issues when constructing signal: 163 *bug for win_s=512 164 *corrections for win_s=1024 -> why even filters with smaller amplitude 165 166 */ 167 168 aubio_filterbank_t * new_aubio_filterbank_mfcc2(uint_t n_filters, uint_t win_s, uint_t samplerate, smpl_t freq_min, smpl_t freq_max){ 169 170 aubio_filterbank_t * fb = new_aubio_filterbank(n_filters, win_s); 171 172 173 //slaney params 174 smpl_t lowestFrequency = 133.3333; 175 smpl_t linearSpacing = 66.66666666; 176 smpl_t logSpacing = 1.0711703; 177 178 uint_t linearFilters = 13; 179 uint_t logFilters = 27; 180 uint_t allFilters = linearFilters + logFilters; 181 182 //buffers for computing filter frequencies 183 fvec_t * freqs=new_fvec(allFilters+2 , 1); 184 185 fvec_t * lower_freqs=new_fvec( allFilters, 1); 186 fvec_t * upper_freqs=new_fvec( allFilters, 1); 187 fvec_t * center_freqs=new_fvec( allFilters, 1); 188 189 190 fvec_t * triangle_heights=new_fvec( allFilters, 1); 191 //lookup table of each bin frequency in hz 192 fvec_t * fft_freqs=new_fvec(win_s, 1); 193 194 uint_t filter_cnt, bin_cnt; 195 196 //first step: filling all the linear filter frequencies 197 for(filter_cnt=0; filter_cnt<linearFilters; filter_cnt++){ 198 freqs->data[0][filter_cnt]=lowestFrequency+ filter_cnt*linearSpacing; 199 } 200 smpl_t lastlinearCF=freqs->data[0][filter_cnt-1]; 201 202 //second step: filling all the log filter frequencies 203 for(filter_cnt=0; filter_cnt<logFilters+2; filter_cnt++){ 204 freqs->data[0][filter_cnt+linearFilters]=lastlinearCF*(pow(logSpacing,filter_cnt+1)); 205 } 206 207 //Option 1. copying interesting values to lower_freqs, center_freqs and upper freqs arrays 208 //TODO: would be nicer to have a reference to freqs->data, anyway we do not care in this init step 209 210 for(filter_cnt=0; filter_cnt<allFilters; filter_cnt++){ 211 lower_freqs->data[0][filter_cnt]=freqs->data[0][filter_cnt]; 212 center_freqs->data[0][filter_cnt]=freqs->data[0][filter_cnt+1]; 213 upper_freqs->data[0][filter_cnt]=freqs->data[0][filter_cnt+2]; 214 } 215 216 217 //computing triangle heights so that each triangle has unit area 218 for(filter_cnt=0; filter_cnt<allFilters; filter_cnt++){ 219 triangle_heights->data[0][filter_cnt]=2./(upper_freqs->data[0][filter_cnt]-lower_freqs->data[0][filter_cnt]); 220 } 221 222 223 //AUBIO_DBG 224 AUBIO_DBG("filter tables frequencies\n"); 225 for(filter_cnt=0; filter_cnt<allFilters; filter_cnt++) 226 AUBIO_DBG("filter n. %d %f %f %f %f\n",filter_cnt, lower_freqs->data[0][filter_cnt], center_freqs->data[0][filter_cnt], upper_freqs->data[0][filter_cnt], triangle_heights->data[0][filter_cnt]); 227 228 //filling the fft_freqs lookup table, which assigns the frequency in hz to each bin 229 for(bin_cnt=0; bin_cnt<win_s; bin_cnt++){ 230 //TODO: check the formula! 231 fft_freqs->data[0][bin_cnt]= (smpl_t)samplerate* (smpl_t)bin_cnt/ (smpl_t)win_s; 232 } 233 234 //building each filter table 235 for(filter_cnt=0; filter_cnt<allFilters; filter_cnt++){ 236 237 //TODO:check special case : lower freq =0 238 //calculating rise increment in mag/Hz 239 smpl_t riseInc= triangle_heights->data[0][filter_cnt]/(center_freqs->data[0][filter_cnt]-lower_freqs->data[0][filter_cnt]); 240 241 242 AUBIO_DBG("\nfilter %d",filter_cnt); 243 //zeroing begining of filter 244 AUBIO_DBG("\nzero begin\n"); 245 for(bin_cnt=0; bin_cnt<win_s-1; bin_cnt++){ 246 //zeroing beigining of array 247 fb->filters[filter_cnt]->data[0][bin_cnt]=0.f; 248 AUBIO_DBG("."); 249 //AUBIO_DBG("%f %f %f\n", fft_freqs->data[0][bin_cnt], fft_freqs->data[0][bin_cnt+1], lower_freqs->data[0][filter_cnt]); 250 if(fft_freqs->data[0][bin_cnt]<= lower_freqs->data[0][filter_cnt] && fft_freqs->data[0][bin_cnt+1]> lower_freqs->data[0][filter_cnt]){ 251 break; 252 } 253 } 254 bin_cnt++; 255 256 AUBIO_DBG("\npos slope\n"); 257 //positive slope 258 for(; bin_cnt<win_s-1; bin_cnt++){ 259 AUBIO_DBG("."); 260 fb->filters[filter_cnt]->data[0][bin_cnt]=(fft_freqs->data[0][bin_cnt]-lower_freqs->data[0][filter_cnt])*riseInc; 261 //if(fft_freqs->data[0][bin_cnt]<= center_freqs->data[0][filter_cnt] && fft_freqs->data[0][bin_cnt+1]> center_freqs->data[0][filter_cnt]) 262 if(fft_freqs->data[0][bin_cnt+1]> center_freqs->data[0][filter_cnt]) 263 break; 264 } 265 //bin_cnt++; 266 267 268 //negative slope 269 AUBIO_DBG("\nneg slope\n"); 270 for(; bin_cnt<win_s-1; bin_cnt++){ 271 //AUBIO_DBG("."); 272 273 //checking whether last value is less than 0... 274 smpl_t val=triangle_heights->data[0][filter_cnt]-(fft_freqs->data[0][bin_cnt]-center_freqs->data[0][filter_cnt])*riseInc; 275 if(val>=0) 276 fb->filters[filter_cnt]->data[0][bin_cnt]=val; 277 else fb->filters[filter_cnt]->data[0][bin_cnt]=0.f; 278 279 //if(fft_freqs->data[0][bin_cnt]<= upper_freqs->data[0][bin_cnt] && fft_freqs->data[0][bin_cnt+1]> upper_freqs->data[0][filter_cnt]) 280 //TODO: CHECK whether bugfix correct 281 if(fft_freqs->data[0][bin_cnt+1]> upper_freqs->data[0][filter_cnt]) 282 break; 283 } 284 //bin_cnt++; 285 286 AUBIO_DBG("\nzero end\n"); 287 //zeroing tail 288 for(; bin_cnt<win_s; bin_cnt++) 289 //AUBIO_DBG("."); 290 fb->filters[filter_cnt]->data[0][bin_cnt]=0.f; 291 292 } 293 294 295 296 del_fvec(freqs); 297 del_fvec(lower_freqs); 298 del_fvec(upper_freqs); 299 del_fvec(center_freqs); 300 301 del_fvec(triangle_heights); 302 del_fvec(fft_freqs); 303 304 return fb; 305 306 } 307 308 void aubio_dump_filterbank(aubio_filterbank_t * fb){ 309 310 FILE * mlog; 311 mlog=fopen("filterbank.txt","w"); 312 313 int k,n; 314 //dumping filter values 315 //smpl_t area_tmp=0.f; 316 for(n = 0; n < fb->n_filters; n++){ 317 for(k = 0; k < fb->win_s; k++){ 318 fprintf(mlog,"%f ",fb->filters[n]->data[0][k]); 319 } 320 fprintf(mlog,"\n"); 321 } 322 323 if(mlog) fclose(mlog); 324 } 155 325 156 326 void del_aubio_filterbank(aubio_filterbank_t * fb){
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