/* | |
* linear least squares model | |
* | |
* Copyright (c) 2006 Michael Niedermayer <[email protected]> | |
* | |
* 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 | |
*/ | |
//FIXME avoid direct access to LLSModel from outside | |
/** | |
* Linear least squares model. | |
*/ | |
typedef struct LLSModel { | |
DECLARE_ALIGNED(32, double, covariance[MAX_VARS_ALIGN][MAX_VARS_ALIGN]); | |
DECLARE_ALIGNED(32, double, coeff[MAX_VARS][MAX_VARS]); | |
double variance[MAX_VARS]; | |
int indep_count; | |
/** | |
* Take the outer-product of var[] with itself, and add to the covariance matrix. | |
* @param m this context | |
* @param var training samples, starting with the value to be predicted | |
* 32-byte aligned, and any padding elements must be initialized | |
* (i.e not denormal/nan). | |
*/ | |
void (*update_lls)(struct LLSModel *m, const double *var); | |
/** | |
* Inner product of var[] and the LPC coefs. | |
* @param m this context | |
* @param var training samples, excluding the value to be predicted. unaligned. | |
* @param order lpc order | |
*/ | |
double (*evaluate_lls)(struct LLSModel *m, const double *var, int order); | |
} LLSModel; | |
void avpriv_init_lls(LLSModel *m, int indep_count); | |
void ff_init_lls_x86(LLSModel *m); | |
void avpriv_solve_lls(LLSModel *m, double threshold, unsigned short min_order); | |