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- /*
- * LPC utility code
- * Copyright (c) 2006 Justin Ruggles <justin.ruggles@gmail.com>
- *
- * This file is part of FFmpeg.
- *
- * FFmpeg is free software; you can redistribute it and/or
- * modify it under the terms of the GNU Lesser General Public
- * License as published by the Free Software Foundation; either
- * version 2.1 of the License, or (at your option) any later version.
- *
- * FFmpeg is distributed in the hope that it will be useful,
- * but WITHOUT ANY WARRANTY; without even the implied warranty of
- * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
- * Lesser General Public License for more details.
- *
- * You should have received a copy of the GNU Lesser General Public
- * License along with FFmpeg; if not, write to the Free Software
- * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
- */
- #include "libavutil/common.h"
- #include "libavutil/lls.h"
- #define LPC_USE_DOUBLE
- #include "lpc.h"
- #include "libavutil/avassert.h"
- /**
- * Apply Welch window function to audio block
- */
- static void lpc_apply_welch_window_c(const int32_t *data, int len,
- double *w_data)
- {
- int i, n2;
- double w;
- double c;
- n2 = (len >> 1);
- c = 2.0 / (len - 1.0);
- if (len & 1) {
- for(i=0; i<n2; i++) {
- w = c - i - 1.0;
- w = 1.0 - (w * w);
- w_data[i] = data[i] * w;
- w_data[len-1-i] = data[len-1-i] * w;
- }
- return;
- }
- w_data+=n2;
- data+=n2;
- for(i=0; i<n2; i++) {
- w = c - n2 + i;
- w = 1.0 - (w * w);
- w_data[-i-1] = data[-i-1] * w;
- w_data[+i ] = data[+i ] * w;
- }
- }
- /**
- * Calculate autocorrelation data from audio samples
- * A Welch window function is applied before calculation.
- */
- static void lpc_compute_autocorr_c(const double *data, int len, int lag,
- double *autoc)
- {
- int i, j;
- for(j=0; j<lag; j+=2){
- double sum0 = 1.0, sum1 = 1.0;
- for(i=j; i<len; i++){
- sum0 += data[i] * data[i-j];
- sum1 += data[i] * data[i-j-1];
- }
- autoc[j ] = sum0;
- autoc[j+1] = sum1;
- }
- if(j==lag){
- double sum = 1.0;
- for(i=j-1; i<len; i+=2){
- sum += data[i ] * data[i-j ]
- + data[i+1] * data[i-j+1];
- }
- autoc[j] = sum;
- }
- }
- /**
- * Quantize LPC coefficients
- */
- static void quantize_lpc_coefs(double *lpc_in, int order, int precision,
- int32_t *lpc_out, int *shift, int min_shift,
- int max_shift, int zero_shift)
- {
- int i;
- double cmax, error;
- int32_t qmax;
- int sh;
- /* define maximum levels */
- qmax = (1 << (precision - 1)) - 1;
- /* find maximum coefficient value */
- cmax = 0.0;
- for(i=0; i<order; i++) {
- cmax= FFMAX(cmax, fabs(lpc_in[i]));
- }
- /* if maximum value quantizes to zero, return all zeros */
- if(cmax * (1 << max_shift) < 1.0) {
- *shift = zero_shift;
- memset(lpc_out, 0, sizeof(int32_t) * order);
- return;
- }
- /* calculate level shift which scales max coeff to available bits */
- sh = max_shift;
- while((cmax * (1 << sh) > qmax) && (sh > min_shift)) {
- sh--;
- }
- /* since negative shift values are unsupported in decoder, scale down
- coefficients instead */
- if(sh == 0 && cmax > qmax) {
- double scale = ((double)qmax) / cmax;
- for(i=0; i<order; i++) {
- lpc_in[i] *= scale;
- }
- }
- /* output quantized coefficients and level shift */
- error=0;
- for(i=0; i<order; i++) {
- error -= lpc_in[i] * (1 << sh);
- lpc_out[i] = av_clip(lrintf(error), -qmax, qmax);
- error -= lpc_out[i];
- }
- *shift = sh;
- }
- static int estimate_best_order(double *ref, int min_order, int max_order)
- {
- int i, est;
- est = min_order;
- for(i=max_order-1; i>=min_order-1; i--) {
- if(ref[i] > 0.10) {
- est = i+1;
- break;
- }
- }
- return est;
- }
- int ff_lpc_calc_ref_coefs(LPCContext *s,
- const int32_t *samples, int order, double *ref)
- {
- double autoc[MAX_LPC_ORDER + 1];
- s->lpc_apply_welch_window(samples, s->blocksize, s->windowed_samples);
- s->lpc_compute_autocorr(s->windowed_samples, s->blocksize, order, autoc);
- compute_ref_coefs(autoc, order, ref, NULL);
- return order;
- }
- double ff_lpc_calc_ref_coefs_f(LPCContext *s, const float *samples, int len,
- int order, double *ref)
- {
- int i;
- double signal = 0.0f, avg_err = 0.0f;
- double autoc[MAX_LPC_ORDER+1] = {0}, error[MAX_LPC_ORDER+1] = {0};
- const double a = 0.5f, b = 1.0f - a;
- /* Apply windowing */
- for (i = 0; i <= len / 2; i++) {
- double weight = a - b*cos((2*M_PI*i)/(len - 1));
- s->windowed_samples[i] = weight*samples[i];
- s->windowed_samples[len-1-i] = weight*samples[len-1-i];
- }
- s->lpc_compute_autocorr(s->windowed_samples, len, order, autoc);
- signal = autoc[0];
- compute_ref_coefs(autoc, order, ref, error);
- for (i = 0; i < order; i++)
- avg_err = (avg_err + error[i])/2.0f;
- return signal/avg_err;
- }
- /**
- * Calculate LPC coefficients for multiple orders
- *
- * @param lpc_type LPC method for determining coefficients,
- * see #FFLPCType for details
- */
- int ff_lpc_calc_coefs(LPCContext *s,
- const int32_t *samples, int blocksize, int min_order,
- int max_order, int precision,
- int32_t coefs[][MAX_LPC_ORDER], int *shift,
- enum FFLPCType lpc_type, int lpc_passes,
- int omethod, int min_shift, int max_shift, int zero_shift)
- {
- double autoc[MAX_LPC_ORDER+1];
- double ref[MAX_LPC_ORDER] = { 0 };
- double lpc[MAX_LPC_ORDER][MAX_LPC_ORDER];
- int i, j, pass = 0;
- int opt_order;
- av_assert2(max_order >= MIN_LPC_ORDER && max_order <= MAX_LPC_ORDER &&
- lpc_type > FF_LPC_TYPE_FIXED);
- av_assert0(lpc_type == FF_LPC_TYPE_CHOLESKY || lpc_type == FF_LPC_TYPE_LEVINSON);
- /* reinit LPC context if parameters have changed */
- if (blocksize != s->blocksize || max_order != s->max_order ||
- lpc_type != s->lpc_type) {
- ff_lpc_end(s);
- ff_lpc_init(s, blocksize, max_order, lpc_type);
- }
- if(lpc_passes <= 0)
- lpc_passes = 2;
- if (lpc_type == FF_LPC_TYPE_LEVINSON || (lpc_type == FF_LPC_TYPE_CHOLESKY && lpc_passes > 1)) {
- s->lpc_apply_welch_window(samples, blocksize, s->windowed_samples);
- s->lpc_compute_autocorr(s->windowed_samples, blocksize, max_order, autoc);
- compute_lpc_coefs(autoc, max_order, &lpc[0][0], MAX_LPC_ORDER, 0, 1);
- for(i=0; i<max_order; i++)
- ref[i] = fabs(lpc[i][i]);
- pass++;
- }
- if (lpc_type == FF_LPC_TYPE_CHOLESKY) {
- LLSModel *m = s->lls_models;
- LOCAL_ALIGNED(32, double, var, [FFALIGN(MAX_LPC_ORDER+1,4)]);
- double av_uninit(weight);
- memset(var, 0, FFALIGN(MAX_LPC_ORDER+1,4)*sizeof(*var));
- for(j=0; j<max_order; j++)
- m[0].coeff[max_order-1][j] = -lpc[max_order-1][j];
- for(; pass<lpc_passes; pass++){
- avpriv_init_lls(&m[pass&1], max_order);
- weight=0;
- for(i=max_order; i<blocksize; i++){
- for(j=0; j<=max_order; j++)
- var[j]= samples[i-j];
- if(pass){
- double eval, inv, rinv;
- eval= m[pass&1].evaluate_lls(&m[(pass-1)&1], var+1, max_order-1);
- eval= (512>>pass) + fabs(eval - var[0]);
- inv = 1/eval;
- rinv = sqrt(inv);
- for(j=0; j<=max_order; j++)
- var[j] *= rinv;
- weight += inv;
- }else
- weight++;
- m[pass&1].update_lls(&m[pass&1], var);
- }
- avpriv_solve_lls(&m[pass&1], 0.001, 0);
- }
- for(i=0; i<max_order; i++){
- for(j=0; j<max_order; j++)
- lpc[i][j]=-m[(pass-1)&1].coeff[i][j];
- ref[i]= sqrt(m[(pass-1)&1].variance[i] / weight) * (blocksize - max_order) / 4000;
- }
- for(i=max_order-1; i>0; i--)
- ref[i] = ref[i-1] - ref[i];
- }
- opt_order = max_order;
- if(omethod == ORDER_METHOD_EST) {
- opt_order = estimate_best_order(ref, min_order, max_order);
- i = opt_order-1;
- quantize_lpc_coefs(lpc[i], i+1, precision, coefs[i], &shift[i],
- min_shift, max_shift, zero_shift);
- } else {
- for(i=min_order-1; i<max_order; i++) {
- quantize_lpc_coefs(lpc[i], i+1, precision, coefs[i], &shift[i],
- min_shift, max_shift, zero_shift);
- }
- }
- return opt_order;
- }
- av_cold int ff_lpc_init(LPCContext *s, int blocksize, int max_order,
- enum FFLPCType lpc_type)
- {
- s->blocksize = blocksize;
- s->max_order = max_order;
- s->lpc_type = lpc_type;
- s->windowed_buffer = av_mallocz((blocksize + 2 + FFALIGN(max_order, 4)) *
- sizeof(*s->windowed_samples));
- if (!s->windowed_buffer)
- return AVERROR(ENOMEM);
- s->windowed_samples = s->windowed_buffer + FFALIGN(max_order, 4);
- s->lpc_apply_welch_window = lpc_apply_welch_window_c;
- s->lpc_compute_autocorr = lpc_compute_autocorr_c;
- if (ARCH_X86)
- ff_lpc_init_x86(s);
- return 0;
- }
- av_cold void ff_lpc_end(LPCContext *s)
- {
- av_freep(&s->windowed_buffer);
- }
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