/* * Copyright (c) 2013, 2018 lvqcl * * Permission to use, copy, modify, and distribute this software for any * purpose with or without fee is hereby granted, provided that the above * copyright notice and this permission notice appear in all copies. * * THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES * WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF * MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR * ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES * WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN * ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT OF * OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE. */ #include #include #include #include "lpc.h" static void apply_window(float *const data, const size_t data_len) { #if 0 if (0) // subtract the mean { double mean = 0; for(int i = 0; i < (int)data_len; i++) mean += data[i]; mean /= data_len; for(int i = 0; i < (int)data_len; i++) data[i] -= (float)mean; } #endif if(1) // Welch window { const float n2 = (data_len + 1) / 2.0f; for(int i = 0; i < (int)data_len; i++) { float k = (i + 1 - n2) / n2; data[data_len - 1 - i] *= 1.0f - k * k; } } } static float vorbis_lpc_from_data(float *data, float *lpci, int n, int m, double *aut, double *lpc) { double error; double epsilon; int i, j; /* autocorrelation, p+1 lag coefficients */ j = m + 1; while(j--) { double d = 0; /* double needed for accumulator depth */ for(i = j; i < n; i++) d += (double)data[i] * data[i - j]; aut[j] = d; } /* Generate lpc coefficients from autocorr values */ /* set our noise floor to about -100dB */ error = aut[0] * (1. + 1e-10); epsilon = 1e-9 * aut[0] + 1e-10; for(i = 0; i < m; i++) { double r = -aut[i + 1]; if(error < epsilon) { memset(lpc + i, 0, (m - i) * sizeof(*lpc)); goto done; } /* Sum up this iteration's reflection coefficient; note that in Vorbis we don't save it. If anyone wants to recycle this code and needs reflection coefficients, save the results of 'r' from each iteration. */ for(j = 0; j < i; j++) r -= lpc[j] * aut[i - j]; r /= error; /* Update LPC coefficients and total error */ lpc[i] = r; for(j = 0; j < i / 2; j++) { double tmp = lpc[j]; lpc[j] += r * lpc[i - 1 - j]; lpc[i - 1 - j] += r * tmp; } if(i & 1) lpc[j] += lpc[j] * r; error *= 1. - r * r; } done: /* slightly damp the filter */ { double g = .99; double damp = g; for(j = 0; j < m; j++) { lpc[j] *= damp; damp *= g; } } for(j = 0; j < m; j++) lpci[j] = (float)lpc[j]; /* we need the error value to know how big an impulse to hit the filter with later */ return error; } static void vorbis_lpc_predict(float *coeff, float *prime, int m, float *data, long n, float *work) { /* in: coeff[0...m-1] LPC coefficients prime[0...m-1] initial values (allocated size of n+m-1) out: data[0...n-1] data samples */ long i, j, o, p; float y; if(!prime) for(i = 0; i < m; i++) work[i] = 0.f; else for(i = 0; i < m; i++) work[i] = prime[i]; for(i = 0; i < n; i++) { y = 0; o = i; p = m; for(j = 0; j < m; j++) y -= work[o++] * coeff[--p]; data[i] = work[o] = y; } } void lpc_extrapolate2(float *const data, const size_t data_len, const int nch, const int lpc_order, const size_t extra_bkwd, const size_t extra_fwd, void **extrapolate_buffer, size_t *extrapolate_buffer_size) { const size_t tdata_size = sizeof(float) * (extra_bkwd + data_len + extra_fwd); const size_t aut_size = sizeof(double) * (lpc_order + 1); const size_t lpc_size = sizeof(double) * lpc_order; const size_t lpci_size = sizeof(float) * lpc_order; const size_t work_size = sizeof(float) * (extra_bkwd + lpc_order + extra_fwd); const size_t new_size = tdata_size + aut_size + lpc_size + lpci_size + work_size; if(new_size > *extrapolate_buffer_size) { *extrapolate_buffer = realloc(*extrapolate_buffer, new_size); *extrapolate_buffer_size = new_size; } float *tdata = (float *)(*extrapolate_buffer); // for 1 channel only double *aut = (double *)(*extrapolate_buffer + tdata_size); double *lpc = (double *)(*extrapolate_buffer + tdata_size + aut_size); float *lpci = (float *)(*extrapolate_buffer + tdata_size + aut_size + lpc_size); float *work = (float *)(*extrapolate_buffer + tdata_size + aut_size + lpc_size + lpci_size); for(int c = 0; c < nch; c++) { if(extra_bkwd) { for(int i = 0; i < (int)data_len; i++) tdata[data_len - 1 - i] = data[i * nch + c]; } else { for(int i = 0; i < (int)data_len; i++) tdata[i] = data[i * nch + c]; } apply_window(tdata, data_len); vorbis_lpc_from_data(tdata, lpci, (int)data_len, lpc_order, aut, lpc); // restore after apply_window if(extra_bkwd) { for(int i = 0; i < (int)data_len; i++) tdata[data_len - 1 - i] = data[i * nch + c]; } else { for(int i = 0; i < (int)data_len; i++) tdata[i] = data[i * nch + c]; } vorbis_lpc_predict(lpci, tdata + data_len - lpc_order, lpc_order, tdata + data_len, extra_fwd + extra_bkwd, work); if(extra_bkwd) { for(int i = 0; i < extra_bkwd; i++) data[(-i - 1) * nch + c] = tdata[data_len + i]; } else { for(int i = 0; i < extra_fwd; i++) data[(i + data_len) * nch + c] = tdata[data_len + i]; } } }