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diff --git a/media/pocketsphinx/src/phone_loop_search.c b/media/pocketsphinx/src/phone_loop_search.c
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-/* -*- c-basic-offset: 4; indent-tabs-mode: nil -*- */
-/* ====================================================================
- * Copyright (c) 2008 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.
- *
- * ====================================================================
- *
- */
-
-/**
- * @file phone_loop_search.h Fast and rough context-independent phoneme loop search.
- */
-
-#include <sphinxbase/err.h>
-
-#include "phone_loop_search.h"
-
-static int phone_loop_search_start(ps_search_t *search);
-static int phone_loop_search_step(ps_search_t *search, int frame_idx);
-static int phone_loop_search_finish(ps_search_t *search);
-static int phone_loop_search_reinit(ps_search_t *search, dict_t *dict, dict2pid_t *d2p);
-static void phone_loop_search_free(ps_search_t *search);
-static char const *phone_loop_search_hyp(ps_search_t *search, int32 *out_score, int32 *out_is_final);
-static int32 phone_loop_search_prob(ps_search_t *search);
-static ps_seg_t *phone_loop_search_seg_iter(ps_search_t *search, int32 *out_score);
-
-static ps_searchfuncs_t phone_loop_search_funcs = {
- /* name: */ "phone_loop",
- /* start: */ phone_loop_search_start,
- /* step: */ phone_loop_search_step,
- /* finish: */ phone_loop_search_finish,
- /* reinit: */ phone_loop_search_reinit,
- /* free: */ phone_loop_search_free,
- /* lattice: */ NULL,
- /* hyp: */ phone_loop_search_hyp,
- /* prob: */ phone_loop_search_prob,
- /* seg_iter: */ phone_loop_search_seg_iter,
-};
-
-static int
-phone_loop_search_reinit(ps_search_t *search, dict_t *dict, dict2pid_t *d2p)
-{
- phone_loop_search_t *pls = (phone_loop_search_t *)search;
- cmd_ln_t *config = ps_search_config(search);
- acmod_t *acmod = ps_search_acmod(search);
- int i;
-
- /* Free old dict2pid, dict, if necessary. */
- ps_search_base_reinit(search, dict, d2p);
-
- /* Initialize HMM context. */
- if (pls->hmmctx)
- hmm_context_free(pls->hmmctx);
- pls->hmmctx = hmm_context_init(bin_mdef_n_emit_state(acmod->mdef),
- acmod->tmat->tp, NULL, acmod->mdef->sseq);
- if (pls->hmmctx == NULL)
- return -1;
-
- /* Initialize penalty storage */
- pls->n_phones = bin_mdef_n_ciphone(acmod->mdef);
- pls->window = cmd_ln_int32_r(config, "-pl_window");
- if (pls->penalties)
- ckd_free(pls->penalties);
- pls->penalties = (int32 *)ckd_calloc(pls->n_phones, sizeof(*pls->penalties));
- if (pls->pen_buf)
- ckd_free_2d(pls->pen_buf);
- pls->pen_buf = (int32 **)ckd_calloc_2d(pls->window, pls->n_phones, sizeof(**pls->pen_buf));
-
- /* Initialize phone HMMs. */
- if (pls->hmms) {
- for (i = 0; i < pls->n_phones; ++i)
- hmm_deinit((hmm_t *)&pls->hmms[i]);
- ckd_free(pls->hmms);
- }
- pls->hmms = (hmm_t *)ckd_calloc(pls->n_phones, sizeof(*pls->hmms));
- for (i = 0; i < pls->n_phones; ++i) {
- hmm_init(pls->hmmctx, (hmm_t *)&pls->hmms[i],
- FALSE,
- bin_mdef_pid2ssid(acmod->mdef, i),
- bin_mdef_pid2tmatid(acmod->mdef, i));
- }
- pls->penalty_weight = cmd_ln_float64_r(config, "-pl_weight");
- pls->beam = logmath_log(acmod->lmath, cmd_ln_float64_r(config, "-pl_beam")) >> SENSCR_SHIFT;
- pls->pbeam = logmath_log(acmod->lmath, cmd_ln_float64_r(config, "-pl_pbeam")) >> SENSCR_SHIFT;
- pls->pip = logmath_log(acmod->lmath, cmd_ln_float32_r(config, "-pl_pip")) >> SENSCR_SHIFT;
- E_INFO("State beam %d Phone exit beam %d Insertion penalty %d\n",
- pls->beam, pls->pbeam, pls->pip);
-
- return 0;
-}
-
-ps_search_t *
-phone_loop_search_init(cmd_ln_t *config,
- acmod_t *acmod,
- dict_t *dict)
-{
- phone_loop_search_t *pls;
-
- /* Allocate and initialize. */
- pls = (phone_loop_search_t *)ckd_calloc(1, sizeof(*pls));
- ps_search_init(ps_search_base(pls), &phone_loop_search_funcs,
- config, acmod, dict, NULL);
- phone_loop_search_reinit(ps_search_base(pls), ps_search_dict(pls),
- ps_search_dict2pid(pls));
-
- return ps_search_base(pls);
-}
-
-static void
-phone_loop_search_free_renorm(phone_loop_search_t *pls)
-{
- gnode_t *gn;
- for (gn = pls->renorm; gn; gn = gnode_next(gn))
- ckd_free(gnode_ptr(gn));
- glist_free(pls->renorm);
- pls->renorm = NULL;
-}
-
-static void
-phone_loop_search_free(ps_search_t *search)
-{
- phone_loop_search_t *pls = (phone_loop_search_t *)search;
- int i;
-
- ps_search_deinit(search);
- for (i = 0; i < pls->n_phones; ++i)
- hmm_deinit((hmm_t *)&pls->hmms[i]);
- phone_loop_search_free_renorm(pls);
- ckd_free_2d(pls->pen_buf);
- ckd_free(pls->hmms);
- ckd_free(pls->penalties);
- hmm_context_free(pls->hmmctx);
- ckd_free(pls);
-}
-
-static int
-phone_loop_search_start(ps_search_t *search)
-{
- phone_loop_search_t *pls = (phone_loop_search_t *)search;
- int i;
-
- /* Reset and enter all phone HMMs. */
- for (i = 0; i < pls->n_phones; ++i) {
- hmm_t *hmm = (hmm_t *)&pls->hmms[i];
- hmm_clear(hmm);
- hmm_enter(hmm, 0, -1, 0);
- }
- memset(pls->penalties, 0, pls->n_phones * sizeof(*pls->penalties));
- for (i = 0; i < pls->window; i++)
- memset(pls->pen_buf[i], 0, pls->n_phones * sizeof(*pls->pen_buf[i]));
- phone_loop_search_free_renorm(pls);
- pls->best_score = 0;
- pls->pen_buf_ptr = 0;
-
- return 0;
-}
-
-static void
-renormalize_hmms(phone_loop_search_t *pls, int frame_idx, int32 norm)
-{
- phone_loop_renorm_t *rn = (phone_loop_renorm_t *)ckd_calloc(1, sizeof(*rn));
- int i;
-
- pls->renorm = glist_add_ptr(pls->renorm, rn);
- rn->frame_idx = frame_idx;
- rn->norm = norm;
-
- for (i = 0; i < pls->n_phones; ++i) {
- hmm_normalize((hmm_t *)&pls->hmms[i], norm);
- }
-}
-
-static void
-evaluate_hmms(phone_loop_search_t *pls, int16 const *senscr, int frame_idx)
-{
- int32 bs = WORST_SCORE;
- int i;
-
- hmm_context_set_senscore(pls->hmmctx, senscr);
-
- for (i = 0; i < pls->n_phones; ++i) {
- hmm_t *hmm = (hmm_t *)&pls->hmms[i];
- int32 score;
-
- if (hmm_frame(hmm) < frame_idx)
- continue;
- score = hmm_vit_eval(hmm);
- if (score BETTER_THAN bs) {
- bs = score;
- }
- }
- pls->best_score = bs;
-}
-
-static void
-store_scores(phone_loop_search_t *pls, int frame_idx)
-{
- int i, j, itr;
-
- for (i = 0; i < pls->n_phones; ++i) {
- hmm_t *hmm = (hmm_t *)&pls->hmms[i];
- pls->pen_buf[pls->pen_buf_ptr][i] = (hmm_bestscore(hmm) - pls->best_score) * pls->penalty_weight;
- }
- pls->pen_buf_ptr++;
- pls->pen_buf_ptr = pls->pen_buf_ptr % pls->window;
-
- //update penalties
- for (i = 0; i < pls->n_phones; ++i) {
- pls->penalties[i] = WORST_SCORE;
- for (j = 0, itr = pls->pen_buf_ptr + 1; j < pls->window; j++, itr++) {
- itr = itr % pls->window;
- if (pls->pen_buf[itr][i] > pls->penalties[i])
- pls->penalties[i] = pls->pen_buf[itr][i];
- }
- }
-}
-
-static void
-prune_hmms(phone_loop_search_t *pls, int frame_idx)
-{
- int32 thresh = pls->best_score + pls->beam;
- int nf = frame_idx + 1;
- int i;
-
- /* Check all phones to see if they remain active in the next frame. */
- for (i = 0; i < pls->n_phones; ++i) {
- hmm_t *hmm = (hmm_t *)&pls->hmms[i];
-
- if (hmm_frame(hmm) < frame_idx)
- continue;
- /* Retain if score better than threshold. */
- if (hmm_bestscore(hmm) BETTER_THAN thresh) {
- hmm_frame(hmm) = nf;
- }
- else
- hmm_clear_scores(hmm);
- }
-}
-
-static void
-phone_transition(phone_loop_search_t *pls, int frame_idx)
-{
- int32 thresh = pls->best_score + pls->pbeam;
- int nf = frame_idx + 1;
- int i;
-
- /* Now transition out of phones whose last states are inside the
- * phone transition beam. */
- for (i = 0; i < pls->n_phones; ++i) {
- hmm_t *hmm = (hmm_t *)&pls->hmms[i];
- int32 newphone_score;
- int j;
-
- if (hmm_frame(hmm) != nf)
- continue;
-
- newphone_score = hmm_out_score(hmm) + pls->pip;
- if (newphone_score BETTER_THAN thresh) {
- /* Transition into all phones using the usual Viterbi rule. */
- for (j = 0; j < pls->n_phones; ++j) {
- hmm_t *nhmm = (hmm_t *)&pls->hmms[j];
-
- if (hmm_frame(nhmm) < frame_idx
- || newphone_score BETTER_THAN hmm_in_score(nhmm)) {
- hmm_enter(nhmm, newphone_score, hmm_out_history(hmm), nf);
- }
- }
- }
- }
-}
-
-static int
-phone_loop_search_step(ps_search_t *search, int frame_idx)
-{
- phone_loop_search_t *pls = (phone_loop_search_t *)search;
- acmod_t *acmod = ps_search_acmod(search);
- int16 const *senscr;
- int i;
-
- /* All CI senones are active all the time. */
- if (!ps_search_acmod(pls)->compallsen) {
- acmod_clear_active(ps_search_acmod(pls));
- for (i = 0; i < pls->n_phones; ++i)
- acmod_activate_hmm(acmod, (hmm_t *)&pls->hmms[i]);
- }
-
- /* Calculate senone scores for current frame. */
- senscr = acmod_score(acmod, &frame_idx);
-
- /* Renormalize, if necessary. */
- if (pls->best_score + (2 * pls->beam) WORSE_THAN WORST_SCORE) {
- E_INFO("Renormalizing Scores at frame %d, best score %d\n",
- frame_idx, pls->best_score);
- renormalize_hmms(pls, frame_idx, pls->best_score);
- }
-
- /* Evaluate phone HMMs for current frame. */
- evaluate_hmms(pls, senscr, frame_idx);
-
- /* Store hmm scores for senone penaly calculation */
- store_scores(pls, frame_idx);
-
- /* Prune phone HMMs. */
- prune_hmms(pls, frame_idx);
-
- /* Do phone transitions. */
- phone_transition(pls, frame_idx);
-
- return 0;
-}
-
-static int
-phone_loop_search_finish(ps_search_t *search)
-{
- /* Actually nothing to do here really. */
- return 0;
-}
-
-static char const *
-phone_loop_search_hyp(ps_search_t *search, int32 *out_score, int32 *out_is_final)
-{
- E_WARN("Hypotheses are not returned from phone loop search");
- return NULL;
-}
-
-static int32
-phone_loop_search_prob(ps_search_t *search)
-{
- /* FIXME: Actually... they ought to be. */
- E_WARN("Posterior probabilities are not returned from phone loop search");
- return 0;
-}
-
-static ps_seg_t *
-phone_loop_search_seg_iter(ps_search_t *search, int32 *out_score)
-{
- E_WARN("Hypotheses are not returned from phone loop search");
- return NULL;
-}