| Line | Branch | Exec | Source |
|---|---|---|---|
| 1 | /* | ||
| 2 | * LPC utility code | ||
| 3 | * Copyright (c) 2006 Justin Ruggles <justin.ruggles@gmail.com> | ||
| 4 | * | ||
| 5 | * This file is part of FFmpeg. | ||
| 6 | * | ||
| 7 | * FFmpeg is free software; you can redistribute it and/or | ||
| 8 | * modify it under the terms of the GNU Lesser General Public | ||
| 9 | * License as published by the Free Software Foundation; either | ||
| 10 | * version 2.1 of the License, or (at your option) any later version. | ||
| 11 | * | ||
| 12 | * FFmpeg is distributed in the hope that it will be useful, | ||
| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU | ||
| 15 | * Lesser General Public License for more details. | ||
| 16 | * | ||
| 17 | * You should have received a copy of the GNU Lesser General Public | ||
| 18 | * License along with FFmpeg; if not, write to the Free Software | ||
| 19 | * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA | ||
| 20 | */ | ||
| 21 | |||
| 22 | #include "libavutil/common.h" | ||
| 23 | #include "libavutil/lls.h" | ||
| 24 | #include "libavutil/mem.h" | ||
| 25 | #include "libavutil/mem_internal.h" | ||
| 26 | |||
| 27 | #define LPC_USE_DOUBLE | ||
| 28 | #include "lpc.h" | ||
| 29 | #include "lpc_functions.h" | ||
| 30 | #include "libavutil/avassert.h" | ||
| 31 | |||
| 32 | /** | ||
| 33 | * Schur recursion. | ||
| 34 | * Produces reflection coefficients from autocorrelation data. | ||
| 35 | */ | ||
| 36 | 4117 | static inline void compute_ref_coefs(const LPC_TYPE *autoc, int max_order, | |
| 37 | LPC_TYPE *ref, LPC_TYPE *error) | ||
| 38 | { | ||
| 39 | LPC_TYPE err; | ||
| 40 | LPC_TYPE gen0[MAX_LPC_ORDER], gen1[MAX_LPC_ORDER]; | ||
| 41 | |||
| 42 |
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29584 | for (int i = 0; i < max_order; i++) |
| 43 | 25467 | gen0[i] = gen1[i] = autoc[i + 1]; | |
| 44 | |||
| 45 | 4117 | err = autoc[0]; | |
| 46 |
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4117 | ref[0] = -gen1[0] / ((LPC_USE_FIXED || err) ? err : 1); |
| 47 | 4117 | err += gen1[0] * ref[0]; | |
| 48 |
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4117 | if (error) |
| 49 | 3967 | error[0] = err; | |
| 50 |
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25467 | for (int i = 1; i < max_order; i++) { |
| 51 |
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88595 | for (int j = 0; j < max_order - i; j++) { |
| 52 | 67245 | gen1[j] = gen1[j + 1] + ref[i - 1] * gen0[j]; | |
| 53 | 67245 | gen0[j] = gen1[j + 1] * ref[i - 1] + gen0[j]; | |
| 54 | } | ||
| 55 |
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21350 | ref[i] = -gen1[0] / ((LPC_USE_FIXED || err) ? err : 1); |
| 56 | 21350 | err += gen1[0] * ref[i]; | |
| 57 |
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21350 | if (error) |
| 58 | 20000 | error[i] = err; | |
| 59 | } | ||
| 60 | 4117 | } | |
| 61 | |||
| 62 | |||
| 63 | /** | ||
| 64 | * Apply Welch window function to audio block | ||
| 65 | */ | ||
| 66 | 4867 | static void lpc_apply_welch_window_c(const int32_t *data, ptrdiff_t len, | |
| 67 | double *w_data) | ||
| 68 | { | ||
| 69 | int i, n2; | ||
| 70 | double w; | ||
| 71 | double c; | ||
| 72 | |||
| 73 |
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4867 | if (len == 1) { |
| 74 | ✗ | w_data[0] = 0.0; | |
| 75 | ✗ | return; | |
| 76 | } | ||
| 77 | |||
| 78 | 4867 | n2 = (len >> 1); | |
| 79 | 4867 | c = 2.0 / (len - 1.0); | |
| 80 | |||
| 81 |
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4867 | if (len & 1) { |
| 82 |
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15363 | for(i=0; i<n2; i++) { |
| 83 | 15355 | w = c - i - 1.0; | |
| 84 | 15355 | w = 1.0 - (w * w); | |
| 85 | 15355 | w_data[i] = data[i] * w; | |
| 86 | 15355 | w_data[len-1-i] = data[len-1-i] * w; | |
| 87 | } | ||
| 88 | 8 | w_data[n2] = 0.0; | |
| 89 | 8 | return; | |
| 90 | } | ||
| 91 | |||
| 92 | 4859 | w_data+=n2; | |
| 93 | 4859 | data+=n2; | |
| 94 |
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10489272 | for(i=0; i<n2; i++) { |
| 95 | 10484413 | w = c - n2 + i; | |
| 96 | 10484413 | w = 1.0 - (w * w); | |
| 97 | 10484413 | w_data[-i-1] = data[-i-1] * w; | |
| 98 | 10484413 | w_data[+i ] = data[+i ] * w; | |
| 99 | } | ||
| 100 | } | ||
| 101 | |||
| 102 | /** | ||
| 103 | * Calculate autocorrelation data from audio samples | ||
| 104 | * A Welch window function is applied before calculation. | ||
| 105 | */ | ||
| 106 | 8834 | static void lpc_compute_autocorr_c(const double *data, ptrdiff_t len, int lag, | |
| 107 | double *autoc) | ||
| 108 | { | ||
| 109 | int i, j; | ||
| 110 | |||
| 111 |
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52739 | for(j=0; j<lag; j+=2){ |
| 112 | 43905 | double sum0 = 1.0, sum1 = 1.0; | |
| 113 |
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141509961 | for(i=j; i<len; i++){ |
| 114 | 141466056 | sum0 += data[i] * data[i-j]; | |
| 115 | 141466056 | sum1 += data[i] * data[i-j-1]; | |
| 116 | } | ||
| 117 | 43905 | autoc[j ] = sum0; | |
| 118 | 43905 | autoc[j+1] = sum1; | |
| 119 | } | ||
| 120 | |||
| 121 |
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8834 | if(j==lag){ |
| 122 | 8669 | double sum = 1.0; | |
| 123 |
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21924252 | for(i=j-1; i<len; i++){ |
| 124 | 21915583 | sum += data[i] * data[i-j]; | |
| 125 | } | ||
| 126 | 8669 | autoc[j] = sum; | |
| 127 | } | ||
| 128 | 8834 | } | |
| 129 | |||
| 130 | /** | ||
| 131 | * Quantize LPC coefficients | ||
| 132 | */ | ||
| 133 | 12582 | static void quantize_lpc_coefs(double *lpc_in, int order, int precision, | |
| 134 | int32_t *lpc_out, int *shift, int min_shift, | ||
| 135 | int max_shift, int zero_shift) | ||
| 136 | { | ||
| 137 | int i; | ||
| 138 | double cmax, error; | ||
| 139 | int32_t qmax; | ||
| 140 | int sh; | ||
| 141 | |||
| 142 | /* define maximum levels */ | ||
| 143 | 12582 | qmax = (1 << (precision - 1)) - 1; | |
| 144 | |||
| 145 | /* find maximum coefficient value */ | ||
| 146 | 12582 | cmax = 0.0; | |
| 147 |
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76793 | for(i=0; i<order; i++) { |
| 148 |
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64211 | cmax= FFMAX(cmax, fabs(lpc_in[i])); |
| 149 | } | ||
| 150 | |||
| 151 | /* if maximum value quantizes to zero, return all zeros */ | ||
| 152 |
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12582 | if(cmax * (1 << max_shift) < 1.0) { |
| 153 | ✗ | *shift = zero_shift; | |
| 154 | ✗ | memset(lpc_out, 0, sizeof(int32_t) * order); | |
| 155 | ✗ | return; | |
| 156 | } | ||
| 157 | |||
| 158 | /* calculate level shift which scales max coeff to available bits */ | ||
| 159 | 12582 | sh = max_shift; | |
| 160 |
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35154 | while((cmax * (1 << sh) > qmax) && (sh > min_shift)) { |
| 161 | 22572 | sh--; | |
| 162 | } | ||
| 163 | |||
| 164 | /* since negative shift values are unsupported in decoder, scale down | ||
| 165 | coefficients instead */ | ||
| 166 |
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12582 | if(sh == 0 && cmax > qmax) { |
| 167 | ✗ | double scale = ((double)qmax) / cmax; | |
| 168 | ✗ | for(i=0; i<order; i++) { | |
| 169 | ✗ | lpc_in[i] *= scale; | |
| 170 | } | ||
| 171 | } | ||
| 172 | |||
| 173 | /* output quantized coefficients and level shift */ | ||
| 174 | 12582 | error=0; | |
| 175 |
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76793 | for(i=0; i<order; i++) { |
| 176 | 64211 | error -= lpc_in[i] * (1 << sh); | |
| 177 | 64211 | lpc_out[i] = av_clip(lrintf(error), -qmax, qmax); | |
| 178 | 64211 | error -= lpc_out[i]; | |
| 179 | } | ||
| 180 | 12582 | *shift = sh; | |
| 181 | } | ||
| 182 | |||
| 183 | 9750 | static int estimate_best_order(double *ref, int min_order, int max_order) | |
| 184 | { | ||
| 185 | int i, est; | ||
| 186 | |||
| 187 | 9750 | est = min_order; | |
| 188 |
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65603 | for(i=max_order-1; i>=min_order-1; i--) { |
| 189 |
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65429 | if(ref[i] > 0.10) { |
| 190 | 9576 | est = i+1; | |
| 191 | 9576 | break; | |
| 192 | } | ||
| 193 | } | ||
| 194 | 9750 | return est; | |
| 195 | } | ||
| 196 | |||
| 197 | 150 | int ff_lpc_calc_ref_coefs(LPCContext *s, | |
| 198 | const int32_t *samples, int order, double *ref) | ||
| 199 | { | ||
| 200 | double autoc[MAX_LPC_ORDER + 1]; | ||
| 201 | |||
| 202 | 150 | s->lpc_apply_welch_window(samples, s->blocksize, s->windowed_samples); | |
| 203 | 150 | s->lpc_compute_autocorr(s->windowed_samples, s->blocksize, order, autoc); | |
| 204 | 150 | compute_ref_coefs(autoc, order, ref, NULL); | |
| 205 | |||
| 206 | 150 | return order; | |
| 207 | } | ||
| 208 | |||
| 209 | 3967 | double ff_lpc_calc_ref_coefs_f(LPCContext *s, const float *samples, int len, | |
| 210 | int order, double *ref, int apply_window) | ||
| 211 | { | ||
| 212 | int i; | ||
| 213 | 3967 | double signal = 0.0f, avg_err = 0.0f; | |
| 214 | 3967 | double autoc[MAX_LPC_ORDER+1] = {0}, error[MAX_LPC_ORDER+1] = {0}; | |
| 215 | 3967 | const double a = 0.5f, b = 1.0f - a; | |
| 216 | |||
| 217 | /* Apply windowing. apply_window == 0 uses a rectangular (unity) window: a Hann | ||
| 218 | * taper zeros the edges, which over a very short region (e.g. a short-block TNS | ||
| 219 | * region of a few dozen lines) discards most of the data and wrecks the fit. */ | ||
| 220 |
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524562 | for (i = 0; i <= len / 2; i++) { |
| 221 |
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520595 | double weight = apply_window ? a - b*cos((2*M_PI*i)/(len - 1)) : 1.0; |
| 222 | 520595 | s->windowed_samples[i] = weight*samples[i]; | |
| 223 | 520595 | s->windowed_samples[len-1-i] = weight*samples[len-1-i]; | |
| 224 | } | ||
| 225 | |||
| 226 | 3967 | s->lpc_compute_autocorr(s->windowed_samples, len, order, autoc); | |
| 227 | 3967 | signal = autoc[0]; | |
| 228 | 3967 | compute_ref_coefs(autoc, order, ref, error); | |
| 229 |
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27934 | for (i = 0; i < order; i++) |
| 230 | 23967 | avg_err = (avg_err + error[i])/2.0f; | |
| 231 |
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3967 | return avg_err ? signal/avg_err : NAN; |
| 232 | } | ||
| 233 | |||
| 234 | /** | ||
| 235 | * Calculate LPC coefficients for multiple orders | ||
| 236 | * | ||
| 237 | * @param lpc_type LPC method for determining coefficients, | ||
| 238 | * see #FFLPCType for details | ||
| 239 | */ | ||
| 240 | 9986 | int ff_lpc_calc_coefs(LPCContext *s, | |
| 241 | const int32_t *samples, int blocksize, int min_order, | ||
| 242 | int max_order, int precision, | ||
| 243 | int32_t coefs[][MAX_LPC_ORDER], int *shift, | ||
| 244 | enum FFLPCType lpc_type, int lpc_passes, | ||
| 245 | int omethod, int min_shift, int max_shift, int zero_shift) | ||
| 246 | { | ||
| 247 | double autoc[MAX_LPC_ORDER+1]; | ||
| 248 | 9986 | double ref[MAX_LPC_ORDER] = { 0 }; | |
| 249 | double lpc[MAX_LPC_ORDER][MAX_LPC_ORDER]; | ||
| 250 | 9986 | int i, j, pass = 0; | |
| 251 | int opt_order; | ||
| 252 | |||
| 253 | av_assert2(max_order >= MIN_LPC_ORDER && max_order <= MAX_LPC_ORDER && | ||
| 254 | lpc_type > FF_LPC_TYPE_FIXED); | ||
| 255 |
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9986 | av_assert0(lpc_type == FF_LPC_TYPE_CHOLESKY || lpc_type == FF_LPC_TYPE_LEVINSON); |
| 256 | |||
| 257 | /* reinit LPC context if parameters have changed */ | ||
| 258 |
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9986 | if (blocksize != s->blocksize || max_order != s->max_order || |
| 259 |
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9969 | lpc_type != s->lpc_type) { |
| 260 | 18 | ff_lpc_end(s); | |
| 261 | 18 | ff_lpc_init(s, blocksize, max_order, lpc_type); | |
| 262 | } | ||
| 263 | |||
| 264 |
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9986 | if(lpc_passes <= 0) |
| 265 | 2589 | lpc_passes = 2; | |
| 266 | |||
| 267 |
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9986 | if (lpc_type == FF_LPC_TYPE_LEVINSON || (lpc_type == FF_LPC_TYPE_CHOLESKY && lpc_passes > 1)) { |
| 268 | 9986 | s->lpc_apply_welch_window(samples, blocksize, s->windowed_samples); | |
| 269 | |||
| 270 | 9986 | s->lpc_compute_autocorr(s->windowed_samples, blocksize, max_order, autoc); | |
| 271 | |||
| 272 | 9986 | compute_lpc_coefs(autoc, 0, max_order, &lpc[0][0], MAX_LPC_ORDER, 0, 1, NULL); | |
| 273 | |||
| 274 |
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114300 | for(i=0; i<max_order; i++) |
| 275 | 104314 | ref[i] = fabs(lpc[i][i]); | |
| 276 | |||
| 277 | 9986 | pass++; | |
| 278 | } | ||
| 279 | |||
| 280 |
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9986 | if (lpc_type == FF_LPC_TYPE_CHOLESKY) { |
| 281 | 206 | LLSModel *m = s->lls_models; | |
| 282 | 206 | LOCAL_ALIGNED(32, double, var, [FFALIGN(MAX_LPC_ORDER+1,4)]); | |
| 283 | 206 | double av_uninit(weight); | |
| 284 | 206 | memset(var, 0, FFALIGN(MAX_LPC_ORDER+1,4)*sizeof(*var)); | |
| 285 | |||
| 286 | /* Avoids initializing with an unused value when lpc_passes == 1 */ | ||
| 287 |
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206 | if (lpc_passes > 1) |
| 288 |
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1854 | for(j=0; j<max_order; j++) |
| 289 | 1648 | m[0].coeff[max_order-1][j] = -lpc[max_order-1][j]; | |
| 290 | |||
| 291 |
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412 | for(; pass<lpc_passes; pass++){ |
| 292 | 206 | avpriv_init_lls(&m[pass&1], max_order); | |
| 293 | |||
| 294 | 206 | weight=0; | |
| 295 |
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836458 | for(i=max_order; i<blocksize; i++){ |
| 296 |
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8362520 | for(j=0; j<=max_order; j++) |
| 297 | 7526268 | var[j]= samples[i-j]; | |
| 298 | |||
| 299 |
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836252 | if(pass){ |
| 300 | double eval, inv, rinv; | ||
| 301 | 836252 | eval= m[pass&1].evaluate_lls(&m[(pass-1)&1], var+1, max_order-1); | |
| 302 | 836252 | eval= (512>>pass) + fabs(eval - var[0]); | |
| 303 | 836252 | inv = 1/eval; | |
| 304 | 836252 | rinv = sqrt(inv); | |
| 305 |
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8362520 | for(j=0; j<=max_order; j++) |
| 306 | 7526268 | var[j] *= rinv; | |
| 307 | 836252 | weight += inv; | |
| 308 | }else | ||
| 309 | ✗ | weight++; | |
| 310 | |||
| 311 | 836252 | m[pass&1].update_lls(&m[pass&1], var); | |
| 312 | } | ||
| 313 | 206 | avpriv_solve_lls(&m[pass&1], 0.001, 0); | |
| 314 | } | ||
| 315 | |||
| 316 |
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1854 | for(i=0; i<max_order; i++){ |
| 317 |
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14832 | for(j=0; j<max_order; j++) |
| 318 | 13184 | lpc[i][j]=-m[(pass-1)&1].coeff[i][j]; | |
| 319 | 1648 | ref[i]= sqrt(m[(pass-1)&1].variance[i] / weight) * (blocksize - max_order) / 4000; | |
| 320 | } | ||
| 321 |
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1648 | for(i=max_order-1; i>0; i--) |
| 322 | 1442 | ref[i] = ref[i-1] - ref[i]; | |
| 323 | } | ||
| 324 | |||
| 325 | 9986 | opt_order = max_order; | |
| 326 | |||
| 327 |
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9986 | if(omethod == ORDER_METHOD_EST) { |
| 328 | 9750 | opt_order = estimate_best_order(ref, min_order, max_order); | |
| 329 | 9750 | i = opt_order-1; | |
| 330 | 9750 | quantize_lpc_coefs(lpc[i], i+1, precision, coefs[i], &shift[i], | |
| 331 | min_shift, max_shift, zero_shift); | ||
| 332 | } else { | ||
| 333 |
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3068 | for(i=min_order-1; i<max_order; i++) { |
| 334 | 2832 | quantize_lpc_coefs(lpc[i], i+1, precision, coefs[i], &shift[i], | |
| 335 | min_shift, max_shift, zero_shift); | ||
| 336 | } | ||
| 337 | } | ||
| 338 | |||
| 339 | 9986 | return opt_order; | |
| 340 | } | ||
| 341 | |||
| 342 | 181 | av_cold int ff_lpc_init(LPCContext *s, int blocksize, int max_order, | |
| 343 | enum FFLPCType lpc_type) | ||
| 344 | { | ||
| 345 | 181 | s->blocksize = blocksize; | |
| 346 | 181 | s->max_order = max_order; | |
| 347 | 181 | s->lpc_type = lpc_type; | |
| 348 | |||
| 349 | 181 | s->windowed_buffer = av_mallocz((blocksize + 2 + FFALIGN(max_order, 4)) * | |
| 350 | sizeof(*s->windowed_samples)); | ||
| 351 |
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181 | if (!s->windowed_buffer) |
| 352 | ✗ | return AVERROR(ENOMEM); | |
| 353 | 181 | s->windowed_samples = s->windowed_buffer + FFALIGN(max_order, 4); | |
| 354 | |||
| 355 | 181 | s->lpc_apply_welch_window = lpc_apply_welch_window_c; | |
| 356 | 181 | s->lpc_compute_autocorr = lpc_compute_autocorr_c; | |
| 357 | |||
| 358 | #if ARCH_RISCV | ||
| 359 | ff_lpc_init_riscv(s); | ||
| 360 | #elif ARCH_X86 | ||
| 361 | 181 | ff_lpc_init_x86(s); | |
| 362 | #endif | ||
| 363 | |||
| 364 | 181 | return 0; | |
| 365 | } | ||
| 366 | |||
| 367 | 181 | av_cold void ff_lpc_end(LPCContext *s) | |
| 368 | { | ||
| 369 | 181 | av_freep(&s->windowed_buffer); | |
| 370 | 181 | } | |
| 371 |