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-/* -*- c-basic-offset: 4; indent-tabs-mode: nil -*- */
-/* ====================================================================
- * Copyright (c) 1999-2004 Carnegie Mellon University. All rights
- * reserved.
- *
- * Redistribution and use in source and binary forms, with or without
- * modification, are permitted provided that the following conditions
- * are met:
- *
- * 1. Redistributions of source code must retain the above copyright
- * notice, this list of conditions and the following disclaimer.
- *
- * 2. Redistributions in binary form must reproduce the above copyright
- * notice, this list of conditions and the following disclaimer in
- * the documentation and/or other materials provided with the
- * distribution.
- *
- * This work was supported in part by funding from the Defense Advanced
- * Research Projects Agency and the National Science Foundation of the
- * United States of America, and the CMU Sphinx Speech Consortium.
- *
- * THIS SOFTWARE IS PROVIDED BY CARNEGIE MELLON UNIVERSITY ``AS IS'' AND
- * ANY EXPRESSED OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,
- * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
- * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL CARNEGIE MELLON UNIVERSITY
- * NOR ITS EMPLOYEES BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
- * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
- * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
- * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
- * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
- * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
- * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
- *
- * ====================================================================
- *
- */
-
-#ifndef _LIBFBS_GAUDEN_H_
-#define _LIBFBS_GAUDEN_H_
-
-/** \file ms_gauden.h
- * \brief (Sphinx 3.0 specific) Gaussian density module.
- *
- * Gaussian density distribution implementation. There are two major
- * difference bettwen ms_gauden and cont_mgau. One is the fact that
- * ms_gauden only take cares of the Gaussian computation part where
- * cont_mgau actually take care of senone computation as well. The
- * other is the fact that ms_gauden is a multi-stream implementation
- * of GMM computation.
- *
- */
-
-/* SphinxBase headers. */
-#include <sphinxbase/feat.h>
-#include <sphinxbase/logmath.h>
-#include <sphinxbase/cmd_ln.h>
-
-/* Local headers. */
-#include "vector.h"
-#include "pocketsphinx_internal.h"
-#include "hmm.h"
-
-#ifdef __cplusplus
-extern "C" {
-#endif
-
-/**
- * \struct gauden_dist_t
- * \brief Structure to store distance (density) values for a given input observation wrt density values in some given codebook.
- */
-typedef struct {
- int32 id; /**< Index of codeword (gaussian density) */
- mfcc_t dist; /**< Density value for input observation wrt above codeword;
- NOTE: result in logs3 domain, but var_t used for speed */
-
-} gauden_dist_t;
-
-/**
- * \struct gauden_t
- * \brief Multivariate gaussian mixture density parameters
- */
-typedef struct {
- mfcc_t ****mean; /**< mean[codebook][feature][codeword] vector */
- mfcc_t ****var; /**< like mean; diagonal covariance vector only */
- mfcc_t ***det; /**< log(determinant) for each variance vector;
- actually, log(sqrt(2*pi*det)) */
- logmath_t *lmath; /**< log math computation */
- int32 n_mgau; /**< Number codebooks */
- int32 n_feat; /**< Number feature streams in each codebook */
- int32 n_density; /**< Number gaussian densities in each codebook-feature stream */
- int32 *featlen; /**< feature length for each feature */
-} gauden_t;
-
-
-/**
- * Read mixture gaussian codebooks from the given files. Allocate memory space needed
- * for them. Apply the specified variance floor value.
- * Return value: ptr to the model created; NULL if error.
- * (See Sphinx3 model file-format documentation.)
- */
-gauden_t *
-gauden_init (char const *meanfile,/**< Input: File containing means of mixture gaussians */
- char const *varfile,/**< Input: File containing variances of mixture gaussians */
- float32 varfloor, /**< Input: Floor value to be applied to variances */
- logmath_t *lmath
- );
-
-/** Release memory allocated by gauden_init. */
-void gauden_free(gauden_t *g); /**< In: The gauden_t to free */
-
-/** Transform Gaussians according to an MLLR matrix (or, eventually, more). */
-int32 gauden_mllr_transform(gauden_t *s, ps_mllr_t *mllr, cmd_ln_t *config);
-
-/**
- * Compute gaussian density values for the given input observation vector wrt the
- * specified mixture gaussian codebook (which may consist of several feature streams).
- * Density values are left UNnormalized.
- * @return 0 if successful, -1 otherwise.
- */
-int32
-gauden_dist (gauden_t *g, /**< In: handle to entire ensemble of codebooks */
- int mgau, /**< In: codebook for which density values to be evaluated
- (g->{mean,var}[mgau]) */
- int n_top, /**< In: Number top densities to be evaluated */
- mfcc_t **obs, /**< In: Observation vector; obs[f] = for feature f */
- gauden_dist_t **out_dist
- /**< Out: n_top best codewords and density values,
- in worsening order, for each feature stream.
- out_dist[f][i] = i-th best density for feature f.
- Caller must allocate memory for this output */
- );
-
-/**
- Dump the definitionn of Gaussian distribution.
-*/
-void gauden_dump (const gauden_t *g /**< In: Gaussian distribution g*/
- );
-
-/**
- Dump the definition of Gaussian distribution of a particular index to the standard output stream
-*/
-void gauden_dump_ind (const gauden_t *g, /**< In: Gaussian distribution g*/
- int senidx /**< In: The senone index of the Gaussian */
- );
-
-#ifdef __cplusplus
-}
-#endif
-
-#endif /* GAUDEN_H */