1 /* libFLAC - Free Lossless Audio Codec library
2 * Copyright (C) 2000,2001,2002,2003,2004,2005,2006 Josh Coalson
4 * Redistribution and use in source and binary forms, with or without
5 * modification, are permitted provided that the following conditions
8 * - Redistributions of source code must retain the above copyright
9 * notice, this list of conditions and the following disclaimer.
11 * - Redistributions in binary form must reproduce the above copyright
12 * notice, this list of conditions and the following disclaimer in the
13 * documentation and/or other materials provided with the distribution.
15 * - Neither the name of the Xiph.org Foundation nor the names of its
16 * contributors may be used to endorse or promote products derived from
17 * this software without specific prior written permission.
19 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
20 * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
21 * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
22 * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION OR
23 * CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
24 * EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
25 * PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
26 * PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
27 * LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
28 * NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
29 * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
37 #include "FLAC/assert.h"
38 #include "FLAC/format.h"
39 #include "private/bitmath.h"
40 #include "private/lpc.h"
41 #if defined DEBUG || defined FLAC__OVERFLOW_DETECT || defined FLAC__OVERFLOW_DETECT_VERBOSE
45 #ifndef FLAC__INTEGER_ONLY_LIBRARY
48 /* math.h in VC++ doesn't seem to have this (how Microsoft is that?) */
49 #define M_LN2 0.69314718055994530942
52 void FLAC__lpc_window_data(const FLAC__real in[], const FLAC__real window[], FLAC__real out[], unsigned data_len)
55 for(i = 0; i < data_len; i++)
56 out[i] = in[i] * window[i];
59 void FLAC__lpc_compute_autocorrelation(const FLAC__real data[], unsigned data_len, unsigned lag, FLAC__real autoc[])
61 /* a readable, but slower, version */
66 FLAC__ASSERT(lag > 0);
67 FLAC__ASSERT(lag <= data_len);
70 * Technically we should subtract the mean first like so:
71 * for(i = 0; i < data_len; i++)
73 * but it appears not to make enough of a difference to matter, and
74 * most signals are already closely centered around zero
77 for(i = lag, d = 0.0; i < data_len; i++)
78 d += data[i] * data[i - lag];
84 * this version tends to run faster because of better data locality
85 * ('data_len' is usually much larger than 'lag')
88 unsigned sample, coeff;
89 const unsigned limit = data_len - lag;
91 FLAC__ASSERT(lag > 0);
92 FLAC__ASSERT(lag <= data_len);
94 for(coeff = 0; coeff < lag; coeff++)
96 for(sample = 0; sample <= limit; sample++) {
98 for(coeff = 0; coeff < lag; coeff++)
99 autoc[coeff] += d * data[sample+coeff];
101 for(; sample < data_len; sample++) {
103 for(coeff = 0; coeff < data_len - sample; coeff++)
104 autoc[coeff] += d * data[sample+coeff];
108 void FLAC__lpc_compute_lp_coefficients(const FLAC__real autoc[], unsigned *max_order, FLAC__real lp_coeff[][FLAC__MAX_LPC_ORDER], FLAC__double error[])
111 FLAC__double r, err, ref[FLAC__MAX_LPC_ORDER], lpc[FLAC__MAX_LPC_ORDER];
113 FLAC__ASSERT(0 != max_order);
114 FLAC__ASSERT(0 < *max_order);
115 FLAC__ASSERT(*max_order <= FLAC__MAX_LPC_ORDER);
116 FLAC__ASSERT(autoc[0] != 0.0);
120 for(i = 0; i < *max_order; i++) {
121 /* Sum up this iteration's reflection coefficient. */
123 for(j = 0; j < i; j++)
124 r -= lpc[j] * autoc[i-j];
127 /* Update LPC coefficients and total error. */
129 for(j = 0; j < (i>>1); j++) {
130 FLAC__double tmp = lpc[j];
131 lpc[j] += r * lpc[i-1-j];
132 lpc[i-1-j] += r * tmp;
135 lpc[j] += lpc[j] * r;
137 err *= (1.0 - r * r);
139 /* save this order */
140 for(j = 0; j <= i; j++)
141 lp_coeff[i][j] = (FLAC__real)(-lpc[j]); /* negate FIR filter coeff to get predictor coeff */
144 /* see SF bug #1601812 http://sourceforge.net/tracker/index.php?func=detail&aid=1601812&group_id=13478&atid=113478 */
152 int FLAC__lpc_quantize_coefficients(const FLAC__real lp_coeff[], unsigned order, unsigned precision, FLAC__int32 qlp_coeff[], int *shift)
155 FLAC__double d, cmax = -1e32;
156 FLAC__int32 qmax, qmin;
157 const int max_shiftlimit = (1 << (FLAC__SUBFRAME_LPC_QLP_SHIFT_LEN-1)) - 1;
158 const int min_shiftlimit = -max_shiftlimit - 1;
160 FLAC__ASSERT(precision > 0);
161 FLAC__ASSERT(precision >= FLAC__MIN_QLP_COEFF_PRECISION);
163 /* drop one bit for the sign; from here on out we consider only |lp_coeff[i]| */
165 qmax = 1 << precision;
169 for(i = 0; i < order; i++) {
170 if(lp_coeff[i] == 0.0)
172 d = fabs(lp_coeff[i]);
178 /* => coefficients are all 0, which means our constant-detect didn't work */
184 (void)frexp(cmax, &log2cmax);
186 *shift = (int)precision - log2cmax - 1;
188 if(*shift < min_shiftlimit || *shift > max_shiftlimit) {
190 /*@@@ this does not seem to help at all, but was not extensively tested either: */
191 if(*shift > max_shiftlimit)
192 *shift = max_shiftlimit;
200 for(i = 0; i < order; i++) {
201 qlp_coeff[i] = (FLAC__int32)floor((FLAC__double)lp_coeff[i] * (FLAC__double)(1 << *shift));
203 /* double-check the result */
204 if(qlp_coeff[i] > qmax || qlp_coeff[i] < qmin) {
205 #ifdef FLAC__OVERFLOW_DETECT
206 fprintf(stderr,"FLAC__lpc_quantize_coefficients: compensating for overflow, qlp_coeff[%u]=%d, lp_coeff[%u]=%f, cmax=%f, precision=%u, shift=%d, q=%f, f(q)=%f\n", i, qlp_coeff[i], i, lp_coeff[i], cmax, precision, *shift, (FLAC__double)lp_coeff[i] * (FLAC__double)(1 << *shift), floor((FLAC__double)lp_coeff[i] * (FLAC__double)(1 << *shift)));
213 else { /* (*shift < 0) */
214 const int nshift = -(*shift);
216 fprintf(stderr,"FLAC__lpc_quantize_coefficients: negative shift = %d\n", *shift);
218 for(i = 0; i < order; i++) {
219 qlp_coeff[i] = (FLAC__int32)floor((FLAC__double)lp_coeff[i] / (FLAC__double)(1 << nshift));
221 /* double-check the result */
222 if(qlp_coeff[i] > qmax || qlp_coeff[i] < qmin) {
223 #ifdef FLAC__OVERFLOW_DETECT
224 fprintf(stderr,"FLAC__lpc_quantize_coefficients: compensating for overflow, qlp_coeff[%u]=%d, lp_coeff[%u]=%f, cmax=%f, precision=%u, shift=%d, q=%f, f(q)=%f\n", i, qlp_coeff[i], i, lp_coeff[i], cmax, precision, *shift, (FLAC__double)lp_coeff[i] / (FLAC__double)(1 << nshift), floor((FLAC__double)lp_coeff[i] / (FLAC__double)(1 << nshift)));
235 void FLAC__lpc_compute_residual_from_qlp_coefficients(const FLAC__int32 *data, unsigned data_len, const FLAC__int32 qlp_coeff[], unsigned order, int lp_quantization, FLAC__int32 residual[])
237 #ifdef FLAC__OVERFLOW_DETECT
242 const FLAC__int32 *history;
244 #ifdef FLAC__OVERFLOW_DETECT_VERBOSE
245 fprintf(stderr,"FLAC__lpc_compute_residual_from_qlp_coefficients: data_len=%d, order=%u, lpq=%d",data_len,order,lp_quantization);
247 fprintf(stderr,", q[%u]=%d",i,qlp_coeff[i]);
248 fprintf(stderr,"\n");
250 FLAC__ASSERT(order > 0);
252 for(i = 0; i < data_len; i++) {
253 #ifdef FLAC__OVERFLOW_DETECT
258 for(j = 0; j < order; j++) {
259 sum += qlp_coeff[j] * (*(--history));
260 #ifdef FLAC__OVERFLOW_DETECT
261 sumo += (FLAC__int64)qlp_coeff[j] * (FLAC__int64)(*history);
263 if(sumo > 2147483647I64 || sumo < -2147483648I64)
264 fprintf(stderr,"FLAC__lpc_compute_residual_from_qlp_coefficients: OVERFLOW, i=%u, j=%u, c=%d, d=%d, sumo=%I64d\n",i,j,qlp_coeff[j],*history,sumo);
266 if(sumo > 2147483647ll || sumo < -2147483648ll)
267 fprintf(stderr,"FLAC__lpc_compute_residual_from_qlp_coefficients: OVERFLOW, i=%u, j=%u, c=%d, d=%d, sumo=%lld\n",i,j,qlp_coeff[j],*history,(long long)sumo);
271 *(residual++) = *(data++) - (sum >> lp_quantization);
274 /* Here's a slower but clearer version:
275 for(i = 0; i < data_len; i++) {
277 for(j = 0; j < order; j++)
278 sum += qlp_coeff[j] * data[i-j-1];
279 residual[i] = data[i] - (sum >> lp_quantization);
284 void FLAC__lpc_compute_residual_from_qlp_coefficients_wide(const FLAC__int32 *data, unsigned data_len, const FLAC__int32 qlp_coeff[], unsigned order, int lp_quantization, FLAC__int32 residual[])
288 const FLAC__int32 *history;
290 #ifdef FLAC__OVERFLOW_DETECT_VERBOSE
291 fprintf(stderr,"FLAC__lpc_compute_residual_from_qlp_coefficients_wide: data_len=%d, order=%u, lpq=%d",data_len,order,lp_quantization);
293 fprintf(stderr,", q[%u]=%d",i,qlp_coeff[i]);
294 fprintf(stderr,"\n");
296 FLAC__ASSERT(order > 0);
298 for(i = 0; i < data_len; i++) {
301 for(j = 0; j < order; j++)
302 sum += (FLAC__int64)qlp_coeff[j] * (FLAC__int64)(*(--history));
303 #ifdef FLAC__OVERFLOW_DETECT
304 if(FLAC__bitmath_silog2_wide(sum >> lp_quantization) > 32) {
305 fprintf(stderr,"FLAC__lpc_compute_residual_from_qlp_coefficients_wide: OVERFLOW, i=%u, sum=%lld\n", i, (long long)(sum >> lp_quantization));
308 if(FLAC__bitmath_silog2_wide((FLAC__int64)(*data) - (sum >> lp_quantization)) > 32) {
309 fprintf(stderr,"FLAC__lpc_compute_residual_from_qlp_coefficients_wide: OVERFLOW, i=%u, data=%d, sum=%lld, residual=%lld\n", i, *data, (long long)(sum >> lp_quantization), (long long)((FLAC__int64)(*data) - (sum >> lp_quantization)));
313 *(residual++) = *(data++) - (FLAC__int32)(sum >> lp_quantization);
317 #endif /* !defined FLAC__INTEGER_ONLY_LIBRARY */
319 void FLAC__lpc_restore_signal(const FLAC__int32 residual[], unsigned data_len, const FLAC__int32 qlp_coeff[], unsigned order, int lp_quantization, FLAC__int32 data[])
321 #ifdef FLAC__OVERFLOW_DETECT
326 const FLAC__int32 *r = residual, *history;
328 #ifdef FLAC__OVERFLOW_DETECT_VERBOSE
329 fprintf(stderr,"FLAC__lpc_restore_signal: data_len=%d, order=%u, lpq=%d",data_len,order,lp_quantization);
331 fprintf(stderr,", q[%u]=%d",i,qlp_coeff[i]);
332 fprintf(stderr,"\n");
334 FLAC__ASSERT(order > 0);
336 for(i = 0; i < data_len; i++) {
337 #ifdef FLAC__OVERFLOW_DETECT
342 for(j = 0; j < order; j++) {
343 sum += qlp_coeff[j] * (*(--history));
344 #ifdef FLAC__OVERFLOW_DETECT
345 sumo += (FLAC__int64)qlp_coeff[j] * (FLAC__int64)(*history);
347 if(sumo > 2147483647I64 || sumo < -2147483648I64)
348 fprintf(stderr,"FLAC__lpc_restore_signal: OVERFLOW, i=%u, j=%u, c=%d, d=%d, sumo=%I64d\n",i,j,qlp_coeff[j],*history,sumo);
350 if(sumo > 2147483647ll || sumo < -2147483648ll)
351 fprintf(stderr,"FLAC__lpc_restore_signal: OVERFLOW, i=%u, j=%u, c=%d, d=%d, sumo=%lld\n",i,j,qlp_coeff[j],*history,(long long)sumo);
355 *(data++) = *(r++) + (sum >> lp_quantization);
358 /* Here's a slower but clearer version:
359 for(i = 0; i < data_len; i++) {
361 for(j = 0; j < order; j++)
362 sum += qlp_coeff[j] * data[i-j-1];
363 data[i] = residual[i] + (sum >> lp_quantization);
368 void FLAC__lpc_restore_signal_wide(const FLAC__int32 residual[], unsigned data_len, const FLAC__int32 qlp_coeff[], unsigned order, int lp_quantization, FLAC__int32 data[])
372 const FLAC__int32 *r = residual, *history;
374 #ifdef FLAC__OVERFLOW_DETECT_VERBOSE
375 fprintf(stderr,"FLAC__lpc_restore_signal_wide: data_len=%d, order=%u, lpq=%d",data_len,order,lp_quantization);
377 fprintf(stderr,", q[%u]=%d",i,qlp_coeff[i]);
378 fprintf(stderr,"\n");
380 FLAC__ASSERT(order > 0);
382 for(i = 0; i < data_len; i++) {
385 for(j = 0; j < order; j++)
386 sum += (FLAC__int64)qlp_coeff[j] * (FLAC__int64)(*(--history));
387 #ifdef FLAC__OVERFLOW_DETECT
388 if(FLAC__bitmath_silog2_wide(sum >> lp_quantization) > 32) {
389 fprintf(stderr,"FLAC__lpc_restore_signal_wide: OVERFLOW, i=%u, sum=%lld\n", i, (long long)(sum >> lp_quantization));
392 if(FLAC__bitmath_silog2_wide((FLAC__int64)(*r) + (sum >> lp_quantization)) > 32) {
393 fprintf(stderr,"FLAC__lpc_restore_signal_wide: OVERFLOW, i=%u, residual=%d, sum=%lld, data=%lld\n", i, *r, (long long)(sum >> lp_quantization), (long long)((FLAC__int64)(*r) + (sum >> lp_quantization)));
397 *(data++) = *(r++) + (FLAC__int32)(sum >> lp_quantization);
401 #ifndef FLAC__INTEGER_ONLY_LIBRARY
403 FLAC__double FLAC__lpc_compute_expected_bits_per_residual_sample(FLAC__double lpc_error, unsigned total_samples)
405 FLAC__double error_scale;
407 FLAC__ASSERT(total_samples > 0);
409 error_scale = 0.5 * M_LN2 * M_LN2 / (FLAC__double)total_samples;
411 return FLAC__lpc_compute_expected_bits_per_residual_sample_with_error_scale(lpc_error, error_scale);
414 FLAC__double FLAC__lpc_compute_expected_bits_per_residual_sample_with_error_scale(FLAC__double lpc_error, FLAC__double error_scale)
416 if(lpc_error > 0.0) {
417 FLAC__double bps = (FLAC__double)0.5 * log(error_scale * lpc_error) / M_LN2;
423 else if(lpc_error < 0.0) { /* error should not be negative but can happen due to inadequate floating-point resolution */
431 unsigned FLAC__lpc_compute_best_order(const FLAC__double lpc_error[], unsigned max_order, unsigned total_samples, unsigned overhead_bits_per_order)
433 unsigned order, index, best_index; /* 'index' the index into lpc_error; index==order-1 since lpc_error[0] is for order==1, lpc_error[1] is for order==2, etc */
434 FLAC__double bits, best_bits, error_scale;
436 FLAC__ASSERT(max_order > 0);
437 FLAC__ASSERT(total_samples > 0);
439 error_scale = 0.5 * M_LN2 * M_LN2 / (FLAC__double)total_samples;
442 best_bits = (unsigned)(-1);
444 for(index = 0, order = 1; index < max_order; index++, order++) {
445 bits = FLAC__lpc_compute_expected_bits_per_residual_sample_with_error_scale(lpc_error[index], error_scale) * (FLAC__double)(total_samples - order) + (FLAC__double)(order * overhead_bits_per_order);
446 if(bits < best_bits) {
452 return best_index+1; /* +1 since index of lpc_error[] is order-1 */
455 #endif /* !defined FLAC__INTEGER_ONLY_LIBRARY */