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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.
- *
- * ====================================================================
- *
- */
-/*
- * ms_mgau.c -- Essentially a wrapper that wrap up gauden and
- * senone. It supports multi-stream.
- *
- *
- * **********************************************
- * CMU ARPA Speech Project
- *
- * Copyright (c) 1997 Carnegie Mellon University.
- * ALL RIGHTS RESERVED.
- * **********************************************
- * HISTORY
- * $Log$
- * Revision 1.2 2006/02/22 16:56:01 arthchan2003
- * Merged from SPHINX3_5_2_RCI_IRII_BRANCH: Added ms_mgau.[ch] into the trunk. It is a wrapper of ms_gauden and ms_senone
- *
- * Revision 1.1.2.4 2005/09/25 18:55:19 arthchan2003
- * Added a flag to turn on and off precomputation.
- *
- * Revision 1.1.2.3 2005/08/03 18:53:44 dhdfu
- * Add memory deallocation functions. Also move all the initialization
- * of ms_mgau_model_t into ms_mgau_init (duh!), which entails removing it
- * from decode_anytopo and friends.
- *
- * Revision 1.1.2.2 2005/08/02 21:05:38 arthchan2003
- * 1, Added dist and mgau_active as intermediate variable for computation. 2, Added ms_cont_mgau_frame_eval, which is a multi stream version of GMM computation mainly s3.0 family of tools. 3, Fixed dox-doc.
- *
- * Revision 1.1.2.1 2005/07/20 19:37:09 arthchan2003
- * Added a multi-stream cont_mgau (ms_mgau) which is a wrapper of both gauden and senone. Add ms_mgau_init and model_set_mllr. This allow eliminating 600 lines of code in decode_anytopo/align/allphone.
- *
- *
- *
- */
-
-/* Local headers. */
-#include "ms_mgau.h"
-
-static ps_mgaufuncs_t ms_mgau_funcs = {
- "ms",
- ms_cont_mgau_frame_eval, /* frame_eval */
- ms_mgau_mllr_transform, /* transform */
- ms_mgau_free /* free */
-};
-
-ps_mgau_t *
-ms_mgau_init(acmod_t *acmod, logmath_t *lmath, bin_mdef_t *mdef)
-{
- /* Codebooks */
- ms_mgau_model_t *msg;
- ps_mgau_t *mg;
- gauden_t *g;
- senone_t *s;
- cmd_ln_t *config;
- int i;
-
- config = acmod->config;
-
- msg = (ms_mgau_model_t *) ckd_calloc(1, sizeof(ms_mgau_model_t));
- msg->config = config;
- msg->g = NULL;
- msg->s = NULL;
-
- g = msg->g = gauden_init(cmd_ln_str_r(config, "-mean"),
- cmd_ln_str_r(config, "-var"),
- cmd_ln_float32_r(config, "-varfloor"),
- lmath);
-
- /* Verify n_feat and veclen, against acmod. */
- if (g->n_feat != feat_dimension1(acmod->fcb)) {
- E_ERROR("Number of streams does not match: %d != %d\n",
- g->n_feat, feat_dimension1(acmod->fcb));
- goto error_out;
- }
- for (i = 0; i < g->n_feat; ++i) {
- if (g->featlen[i] != feat_dimension2(acmod->fcb, i)) {
- E_ERROR("Dimension of stream %d does not match: %d != %d\n", i,
- g->featlen[i], feat_dimension2(acmod->fcb, i));
- goto error_out;
- }
- }
-
- s = msg->s = senone_init(msg->g,
- cmd_ln_str_r(config, "-mixw"),
- cmd_ln_str_r(config, "-senmgau"),
- cmd_ln_float32_r(config, "-mixwfloor"),
- lmath, mdef);
-
- s->aw = cmd_ln_int32_r(config, "-aw");
-
- /* Verify senone parameters against gauden parameters */
- if (s->n_feat != g->n_feat)
- E_FATAL("#Feature mismatch: gauden= %d, senone= %d\n", g->n_feat,
- s->n_feat);
- if (s->n_cw != g->n_density)
- E_FATAL("#Densities mismatch: gauden= %d, senone= %d\n",
- g->n_density, s->n_cw);
- if (s->n_gauden > g->n_mgau)
- E_FATAL("Senones need more codebooks (%d) than present (%d)\n",
- s->n_gauden, g->n_mgau);
- if (s->n_gauden < g->n_mgau)
- E_ERROR("Senones use fewer codebooks (%d) than present (%d)\n",
- s->n_gauden, g->n_mgau);
-
- msg->topn = cmd_ln_int32_r(config, "-topn");
- E_INFO("The value of topn: %d\n", msg->topn);
- if (msg->topn == 0 || msg->topn > msg->g->n_density) {
- E_WARN
- ("-topn argument (%d) invalid or > #density codewords (%d); set to latter\n",
- msg->topn, msg->g->n_density);
- msg->topn = msg->g->n_density;
- }
-
- msg->dist = (gauden_dist_t ***)
- ckd_calloc_3d(g->n_mgau, g->n_feat, msg->topn,
- sizeof(gauden_dist_t));
- msg->mgau_active = ckd_calloc(g->n_mgau, sizeof(int8));
-
- mg = (ps_mgau_t *)msg;
- mg->vt = &ms_mgau_funcs;
- return mg;
-error_out:
- ms_mgau_free(ps_mgau_base(msg));
- return NULL;
-}
-
-void
-ms_mgau_free(ps_mgau_t * mg)
-{
- ms_mgau_model_t *msg = (ms_mgau_model_t *)mg;
- if (msg == NULL)
- return;
-
- if (msg->g)
- gauden_free(msg->g);
- if (msg->s)
- senone_free(msg->s);
- if (msg->dist)
- ckd_free_3d((void *) msg->dist);
- if (msg->mgau_active)
- ckd_free(msg->mgau_active);
-
- ckd_free(msg);
-}
-
-int
-ms_mgau_mllr_transform(ps_mgau_t *s,
- ps_mllr_t *mllr)
-{
- ms_mgau_model_t *msg = (ms_mgau_model_t *)s;
- return gauden_mllr_transform(msg->g, mllr, msg->config);
-}
-
-int32
-ms_cont_mgau_frame_eval(ps_mgau_t * mg,
- int16 *senscr,
- uint8 *senone_active,
- int32 n_senone_active,
- mfcc_t ** feat,
- int32 frame,
- int32 compallsen)
-{
- ms_mgau_model_t *msg = (ms_mgau_model_t *)mg;
- int32 gid;
- int32 topn;
- int32 best;
- gauden_t *g;
- senone_t *sen;
-
- topn = ms_mgau_topn(msg);
- g = ms_mgau_gauden(msg);
- sen = ms_mgau_senone(msg);
-
- if (compallsen) {
- int32 s;
-
- for (gid = 0; gid < g->n_mgau; gid++)
- gauden_dist(g, gid, topn, feat, msg->dist[gid]);
-
- best = (int32) 0x7fffffff;
- for (s = 0; s < sen->n_sen; s++) {
- senscr[s] = senone_eval(sen, s, msg->dist[sen->mgau[s]], topn);
- if (best > senscr[s]) {
- best = senscr[s];
- }
- }
-
- /* Normalize senone scores */
- for (s = 0; s < sen->n_sen; s++) {
- int32 bs = senscr[s] - best;
- if (bs > 32767)
- bs = 32767;
- if (bs < -32768)
- bs = -32768;
- senscr[s] = bs;
- }
- }
- else {
- int32 i, n;
- /* Flag all active mixture-gaussian codebooks */
- for (gid = 0; gid < g->n_mgau; gid++)
- msg->mgau_active[gid] = 0;
-
- n = 0;
- for (i = 0; i < n_senone_active; i++) {
- /* senone_active consists of deltas. */
- int32 s = senone_active[i] + n;
- msg->mgau_active[sen->mgau[s]] = 1;
- n = s;
- }
-
- /* Compute topn gaussian density values (for active codebooks) */
- for (gid = 0; gid < g->n_mgau; gid++) {
- if (msg->mgau_active[gid])
- gauden_dist(g, gid, topn, feat, msg->dist[gid]);
- }
-
- best = (int32) 0x7fffffff;
- n = 0;
- for (i = 0; i < n_senone_active; i++) {
- int32 s = senone_active[i] + n;
- senscr[s] = senone_eval(sen, s, msg->dist[sen->mgau[s]], topn);
- if (best > senscr[s]) {
- best = senscr[s];
- }
- n = s;
- }
-
- /* Normalize senone scores */
- n = 0;
- for (i = 0; i < n_senone_active; i++) {
- int32 s = senone_active[i] + n;
- int32 bs = senscr[s] - best;
- if (bs > 32767)
- bs = 32767;
- if (bs < -32768)
- bs = -32768;
- senscr[s] = bs;
- n = s;
- }
- }
-
- return 0;
-}