void
cmn(float32 *mfcc,
uint32 n_frame)
{
const char *type = cmd_ln_access("-cmn");
uint32 i;
if (strcmp(type, "current") == 0) {
norm_mean(mfcc, n_frame, veclen);
}
else if (strcmp(type, "prior") == 0) {
for (i = 0; i < n_frame; i++) {
mean_norm_acc_sub(&mfcc[i*veclen]);
}
mean_norm_update();
}
else if (strcmp(type, "none") == 0) {
}
else {
E_FATAL("Unsupported CMN type %s\n", type);
}
}
/*
* Find Viterbi alignment.
*/
static void align_utt (char *sent, /* In: Reference transcript */
float32 **mfc, /* In: MFC cepstra for input utterance */
int32 nfr, /* In: #frames of input */
char *ctlspec, /* In: Utt specifiction from control file */
char *uttid) /* In: Utterance id, for logging and other use */
{
static float32 **feat = NULL;
static int32 w;
static int32 topn;
static gauden_dist_t ***dist;
static int32 *senscr;
static s3senid_t *sen_active;
static int8 *mgau_active;
static char *s2stsegdir;
static char *stsegdir;
static char *phsegdir;
static char *wdsegdir;
int32 i, s, sid, gid, n_sen_active, best;
char *arg;
align_stseg_t *stseg;
align_phseg_t *phseg;
align_wdseg_t *wdseg;
if (! feat) {
/* One-time allocation of necessary intermediate variables */
/* Allocate space for a feature vector */
feat = (float32 **) ckd_calloc (n_feat, sizeof(float32 *));
for (i = 0; i < n_feat; i++)
feat[i] = (float32 *) ckd_calloc (featlen[i], sizeof(float32));
/* Allocate space for top-N codeword density values in a codebook */
w = feat_window_size (); /* #MFC vectors needed on either side of current
frame to compute one feature vector */
topn = *((int32 *) cmd_ln_access("-topn"));
if (topn > g->n_density) {
E_ERROR("-topn argument (%d) > #density codewords (%d); set to latter\n",
topn, g->n_density);
topn = g->n_density;
}
dist = (gauden_dist_t ***) ckd_calloc_3d (g->n_mgau, n_feat, topn,
sizeof(gauden_dist_t));
/* Space for one frame of senone scores, and per frame active flags */
senscr = (int32 *) ckd_calloc (sen->n_sen, sizeof(int32));
sen_active = (s3senid_t *) ckd_calloc (sen->n_sen, sizeof(s3senid_t));
mgau_active = (int8 *) ckd_calloc (g->n_mgau, sizeof(int8));
/* Note various output directories */
s2stsegdir = NULL;
stsegdir = NULL;
phsegdir = NULL;
wdsegdir = NULL;
if ((arg = (char *) cmd_ln_access ("-s2stsegdir")) != NULL)
s2stsegdir = (char *) ckd_salloc (arg);
if ((arg = (char *) cmd_ln_access ("-stsegdir")) != NULL)
stsegdir = (char *) ckd_salloc (arg);
if ((arg = (char *) cmd_ln_access ("-phsegdir")) != NULL)
phsegdir = (char *) ckd_salloc (arg);
if ((arg = (char *) cmd_ln_access ("-wdsegdir")) != NULL)
wdsegdir = (char *) ckd_salloc (arg);
}
/* HACK HACKA HACK BHIKSHA
if (nfr <= (w<<1)) {
E_ERROR("Utterance %s < %d frames (%d); ignored\n", uttid, (w<<1)+1, nfr);
return;
}
END HACK HACKA HACK */
cyctimer_reset_all ();
counter_reset_all ();
timing_reset (tm_utt);
timing_start (tm_utt);
cyctimer_resume (tmr_utt);
/* AGC and CMN */
arg = (char *) cmd_ln_access ("-cmn");
if (strcmp (arg, "current") == 0)
norm_mean (mfc-4, nfr+8, cepsize); /* -4 HACKA HACK */
arg = (char *) cmd_ln_access ("-agc");
if (strcmp (arg, "max") == 0)
agc_max (mfc, nfr);
if (align_build_sent_hmm (sent) != 0) {
align_destroy_sent_hmm ();
cyctimer_pause (tmr_utt);
E_ERROR("No sentence HMM; no alignment for %s\n", uttid);
return;
}
align_start_utt (uttid);
/*
* A feature vector for frame f depends on input MFC vectors [f-w..f+w]. Hence
* the feature vector corresponding to the first w and last w input frames is
* undefined. We define them by simply replicating the first and last true
* feature vectors (presumably silence regions).
*/
for (i = 0; i < nfr; i++) {
cyctimer_resume (tmr_utt);
/* Compute feature vector for current frame from input speech cepstra */
/* HACK HACKA HACK BHIKSHA
if (i < w)
feat_cep2feat (mfc+w, feat);
else if (i >= nfr-w)
feat_cep2feat (mfc+(nfr-w-1), feat);
else
END HACK HACKA HACK */
feat_cep2feat (mfc+i, feat);
/*
* Evaluate gaussian density codebooks and senone scores for input codeword.
* Evaluate only active codebooks and senones.
*/
/* Obtain active senone flags */
cyctimer_resume (tmr_senone);
align_sen_active (sen_active, sen->n_sen);
/* Flag all CI senones to active if interpolating */
if (interp) {
for (s = 0; s < mdef->n_ci_sen; s++)
sen_active[s] = 1;
}
/* Turn active flags into list (for faster access) */
n_sen_active = 0;
for (s = 0; s < mdef->n_sen; s++) {
if (sen_active[s])
sen_active[n_sen_active++] = s;
}
cyctimer_pause (tmr_senone);
/* Flag all active mixture-gaussian codebooks */
cyctimer_resume (tmr_gauden);
for (gid = 0; gid < g->n_mgau; gid++)
mgau_active[gid] = 0;
for (s = 0; s < n_sen_active; s++) {
sid = sen_active[s];
mgau_active[sen->mgau[sid]] = 1;
}
/* Compute topn gaussian density values (for active codebooks) */
for (gid = 0; gid < g->n_mgau; gid++)
if (mgau_active[gid])
gauden_dist (g, gid, topn, feat, dist[gid]);
cyctimer_pause (tmr_gauden);
/* Evaluate active senones */
cyctimer_resume (tmr_senone);
best = (int32) 0x80000000;
for (s = 0; s < n_sen_active; s++) {
sid = sen_active[s];
senscr[sid] = senone_eval (sen, sid, dist[sen->mgau[sid]], topn);
if (best < senscr[sid])
best = senscr[sid];
}
if (interp) {
for (s = 0; s < n_sen_active; s++) {
if ((sid = sen_active[s]) >= mdef->n_ci_sen)
interp_cd_ci (interp, senscr, sid, mdef->cd2cisen[sid]);
}
}
/* Normalize senone scores (interpolation above can only lower best score) */
for (s = 0; s < n_sen_active; s++) {
sid = sen_active[s];
senscr[sid] -= best;
}
senscale[i] = best;
cyctimer_pause (tmr_senone);
/* Step alignment one frame forward */
cyctimer_resume (tmr_align);
align_frame (senscr);
cyctimer_pause (tmr_align);
cyctimer_pause (tmr_utt);
}
timing_stop (tm_utt);
printf ("\n");
/* Wind up alignment for this utterance */
if (align_end_utt (&stseg, &phseg, &wdseg) < 0)
E_ERROR("Final state not reached; no alignment for %s\n\n", uttid);
else {
if (s2stsegdir)
write_s2stseg (s2stsegdir, stseg, uttid, ctlspec);
if (stsegdir)
write_stseg (stsegdir, stseg, uttid, ctlspec);
if (phsegdir)
write_phseg (phsegdir, phseg, uttid, ctlspec);
if (wdsegdir)
write_wdseg (wdsegdir, wdseg, uttid, ctlspec);
if (outsentfp)
write_outsent (outsentfp, wdseg, uttid);
}
align_destroy_sent_hmm ();
cyctimer_print_all_norm (stdout, nfr*0.01, tmr_utt);
counter_print_all (stdout);
printf("EXECTIME: %5d frames, %7.2f sec CPU, %6.2f xRT; %7.2f sec elapsed, %6.2f xRT\n",
nfr,
tm_utt->t_cpu, tm_utt->t_cpu * 100.0 / nfr,
tm_utt->t_elapsed, tm_utt->t_elapsed * 100.0 / nfr);
tot_nfr += nfr;
}