libsent/src/wav2mfcc/wav2mfcc-pipe.c

Go to the documentation of this file.

/*
 * Copyright (c) 1991-2007 Kawahara Lab., Kyoto University
 * Copyright (c) 2000-2005 Shikano Lab., Nara Institute of Science and Technology
 * Copyright (c) 2005-2007 Julius project team, Nagoya Institute of Technology
 * All rights reserved
 */

/* wav2mfcc-pipe.c --- split Wav2MFCC to perform per-frame-basis,
   and also realtime CMN for 1st-pass pipe-lining */

/************************************************************************/
/*    wav2mfcc.c   Convert Speech file to MFCC_E_D_(Z) file             */
/*----------------------------------------------------------------------*/
/*    Author    : Yuichiro Nakano                                       */
/*                                                                      */
/*    Copyright(C) Yuichiro Nakano 1996-1998                            */
/*----------------------------------------------------------------------*/
/************************************************************************/


#include <sent/stddefs.h>
#include <sent/mfcc.h>

/***********************************************************************/
DeltaBuf *
WMP_deltabuf_new(int veclen, int windowlen)
{
  int i;
  DeltaBuf *db;

  db = (DeltaBuf *)mymalloc(sizeof(DeltaBuf));
  db->veclen = veclen;
  db->win = windowlen;
  db->len = windowlen * 2 + 1;
  db->mfcc = (float **)mymalloc(sizeof(float *) * db->len);
  db->is_on = (boolean *) mymalloc(sizeof(boolean) * db->len);
  for (i=0;i<db->len;i++) {
    db->mfcc[i] = (float *)mymalloc(sizeof(float) * veclen * 2);
  }
  db->B = 0;
  for(i = 1; i <= windowlen; i++) db->B += i * i;
  db->B *= 2;

  return (db);
}

void
WMP_deltabuf_free(DeltaBuf *db)
{
  int i;

  for (i=0;i<db->len;i++) {
    free(db->mfcc[i]);
  }
  free(db->is_on);
  free(db->mfcc);
  free(db);
}

void
WMP_deltabuf_prepare(DeltaBuf *db)
{
  int i;
  db->store = 0;
  for (i=0;i<db->len;i++) {
    db->is_on[i] = FALSE;
  }
}

static void
WMP_deltabuf_calc(DeltaBuf *db, int cur)
{
  int n, theta, p;
  float A1, A2, sum;
  int last_valid_left, last_valid_right;
  
  for (n = 0; n < db->veclen; n++) {
    sum = 0.0;
    last_valid_left = last_valid_right = cur;
    for (theta = 1; theta <= db->win; theta++) {
      p = cur - theta;
      if (p < 0) p += db->len;
      if (db->is_on[p]) {
        A1 = db->mfcc[p][n];
        last_valid_left = p;
      } else {
        A1 = db->mfcc[last_valid_left][n];
      }
      p = cur + theta;
      if (p >= db->len) p -= db->len;
      if (db->is_on[p]) {
        A2 = db->mfcc[p][n];
        last_valid_right = p;
      } else {
        A2 = db->mfcc[last_valid_right][n];
      }
      sum += theta * (A2 - A1);
    }
    db->mfcc[cur][db->veclen + n] = sum / db->B;
  }
}

boolean
WMP_deltabuf_proceed(DeltaBuf *db, float *new_mfcc) 
{
  int cur;
  boolean ret;

  /* copy data to store point */
  memcpy(db->mfcc[db->store], new_mfcc, sizeof(float) * db->veclen);
  db->is_on[db->store] = TRUE;

  /* get current calculation point */
  cur = db->store - db->win;
  if (cur < 0) cur += db->len;

  /* if the current point is fulfilled, compute delta  */
  if (db->is_on[cur]) {
    WMP_deltabuf_calc(db, cur);
    db->vec = db->mfcc[cur];
    ret = TRUE;
  } else {
    ret = FALSE;
  }

  /* move store pointer to next */
  db->store++;
  if (db->store >= db->len) db->store -= db->len;

  /* return TRUE if delta computed for current, or -1 if not calculated yet */
  return (ret);
}

boolean
WMP_deltabuf_flush(DeltaBuf *db) 
{
  int cur;
  boolean ret;

  /* clear store point */
  db->is_on[db->store] = FALSE;

  /* get current calculation point */
  cur = db->store - db->win;
  if (cur < 0) cur += db->len;

  /* if the current point if fulfilled, compute delta  */
  if (db->is_on[cur]) {
    WMP_deltabuf_calc(db, cur);
    db->vec = db->mfcc[cur];
    ret = TRUE;
  } else {
    ret = FALSE;
  }

  /* move store pointer to next */
  db->store++;
  if (db->store >= db->len) db->store -= db->len;

  /* return TRUE if delta computed for current, or -1 if not calculated yet */
  return (ret);
}

/***********************************************************************/
/* MAP-CMN */
/***********************************************************************/

CMNWork *
CMN_realtime_new(int dimension, float weight)
{
  int i;

  CMNWork *c;

  c = (CMNWork *)mymalloc(sizeof(CMNWork));

  c->dim = dimension;
  c->cweight = weight;

  c->clist_max = CPSTEP;
  c->clist_num = 0;
  c->clist = (CMEAN *)mymalloc(sizeof(CMEAN) * c->clist_max);
  for(i=0;i<c->clist_max;i++) {
    c->clist[i].mfcc_sum = (float *)mymalloc(sizeof(float)*c->dim);
    c->clist[i].framenum = 0;
  }
  c->now.mfcc_sum = (float *)mymalloc(sizeof(float) * c->dim);

  c->cmean_init = (float *)mymalloc(sizeof(float) * c->dim);
  c->cmean_init_set = FALSE;

  return c;
}

void
CMN_realtime_free(CMNWork *c)
{
  int i;

  free(c->cmean_init);
  free(c->now.mfcc_sum);
  for(i=0;i<c->clist_max;i++) {
    free(c->clist[i].mfcc_sum);
  }
  free(c->clist);
  free(c);
}

void
CMN_realtime_prepare(CMNWork *c)
{
  int d;
  
  for(d=0;d<c->dim;d++) c->now.mfcc_sum[d] = 0.0;
  c->now.framenum = 0;
}

void
CMN_realtime(CMNWork *c, float *mfcc)
{
  int d;
  double x, y;

  c->now.framenum++;
  if (c->cmean_init_set) {
    for(d=0;d<c->dim;d++) {
      /* accumulate value of given MFCC to sum */
      c->now.mfcc_sum[d] += mfcc[d];
      /* calculate map-cmn and perform subtraction to the given vector */
      x = c->now.mfcc_sum[d] + c->cweight * c->cmean_init[d];
      y = (double)c->now.framenum + c->cweight;
      mfcc[d] -= x / y;
    }
  } else {
    for(d=0;d<c->dim;d++) {
      c->now.mfcc_sum[d] += mfcc[d];
      mfcc[d] -= c->now.mfcc_sum[d] / c->now.framenum;
    }
  }
}

void
CMN_realtime_update(CMNWork *c)
{
  float *tmp;
  int i, d;
  int frames;

  /* if CMN_realtime was never called before this, return immediately */
  /* this may occur by pausing just after startup */
  if (c->now.framenum == 0) return;

  /* compute cepstral mean from now and previous sums up to CPMAX frames */
  for(d=0;d<c->dim;d++) c->cmean_init[d] = c->now.mfcc_sum[d];
  frames = c->now.framenum;
  for(i=0;i<c->clist_num;i++) {
    for(d=0;d<c->dim;d++) c->cmean_init[d] += c->clist[i].mfcc_sum[d];
    frames += c->clist[i].framenum;
    if (frames >= CPMAX) break;
  }
  for(d=0;d<c->dim;d++) c->cmean_init[d] /= (float) frames;
  c->cmean_init_set = TRUE;

  /* expand clist if neccessary */
  if (c->clist_num == c->clist_max && frames < CPMAX) {
    c->clist_max += CPSTEP;
    c->clist = (CMEAN *)myrealloc(c->clist, sizeof(CMEAN) * c->clist_max);
    for(i=c->clist_num;i<c->clist_max;i++) {
      c->clist[i].mfcc_sum = (float *)mymalloc(sizeof(float)*c->dim);
      c->clist[i].framenum = 0;
    }
  }
  
  /* shift clist */
  tmp = c->clist[c->clist_max-1].mfcc_sum;
  memmove(&(c->clist[1]), &(c->clist[0]), sizeof(CMEAN) * (c->clist_max - 1));
  c->clist[0].mfcc_sum = tmp;
  /* copy now to clist[0] */
  memcpy(c->clist[0].mfcc_sum, c->now.mfcc_sum, sizeof(float) * c->dim);
  c->clist[0].framenum = c->now.framenum;

  if (c->clist_num < c->clist_max) c->clist_num++;

}

static boolean
myread(void *buf, size_t unitbyte, int unitnum, FILE *fp)
{
  if (myfread(buf, unitbyte, unitnum, fp) < (size_t)unitnum) {
    return(FALSE);
  }
#ifndef WORDS_BIGENDIAN
  swap_bytes(buf, unitbyte, unitnum);
#endif
  return(TRUE);
}

static boolean
mywrite(void *buf, size_t unitbyte, size_t unitnum, int fd)
{
#ifndef WORDS_BIGENDIAN
  swap_bytes(buf, unitbyte, unitnum);
#endif
  if (write(fd, buf, unitbyte * unitnum) < unitbyte * unitnum) {
    return(FALSE);
  }
#ifndef WORDS_BIGENDIAN
  swap_bytes(buf, unitbyte, unitnum);
#endif
  return(TRUE);
}

boolean
CMN_load_from_file(CMNWork *c, char *filename)
{
  FILE *fp;
  int veclen;

  jlog("Stat: wav2mfcc-pipe: reading initial CMN from file \"%s\"\n", filename);
  if ((fp = fopen_readfile(filename)) == NULL) {
    jlog("Error: wav2mfcc-pipe: failed to open\n");
    return(FALSE);
  }
  /* read header */
  if (myread(&veclen, sizeof(int), 1, fp) == FALSE) {
    jlog("Error: wav2mfcc-pipe: failed to read header\n");
    fclose_readfile(fp);
    return(FALSE);
  }
  /* check length */
  if (veclen != c->dim) {
    jlog("Error: wav2mfcc-pipe: vector dimension mismatch\n");
    fclose_readfile(fp);
    return(FALSE);
  }
  /* read body */
  if (myread(c->cmean_init, sizeof(float), c->dim, fp) == FALSE) {
    jlog("Error: wav2mfcc-pipe: failed to read\n");
    fclose_readfile(fp);
    return(FALSE);
  }
  if (fclose_readfile(fp) == -1) {
    jlog("Error: wav2mfcc-pipe: failed to close\n");
    return(FALSE);
  }

  c->cmean_init_set = TRUE;
  jlog("Stat: wav2mfcc-pipe: read CMN parameter\n");

  return(TRUE);
}

boolean
CMN_save_to_file(CMNWork *c, char *filename)
{
  int fd;

  jlog("Stat: wav2mfcc-pipe: writing current CM to file \"%s\"\n", filename);

  if ((fd = creat(filename, 0644)) == -1) {
    jlog("Error: wav2mfcc-pipe: failed to open\n");
    return(FALSE);
  }
  /* write header */
  if (mywrite(&(c->dim), sizeof(int), 1, fd) == FALSE) {
    jlog("Error: wav2mfcc-pipe: failed to write header\n");
    close(fd);
    return(FALSE);
  }
  /* write body */
  if (mywrite(c->cmean_init, sizeof(float), c->dim, fd) == FALSE) {
    jlog("Error: wav2mfcc-pipe: failed to write header\n");
    close(fd);
    return(FALSE);
  }
  close(fd);

  jlog("Stat: wav2mfcc-pipe: wrote current CM\n");
  
  return(TRUE);
}


/***********************************************************************/
/* energy normalization and scaling on live input */
/***********************************************************************/

void
energy_max_init(ENERGYWork *energy)
{
  energy->max = 5.0;
}

void
energy_max_prepare(ENERGYWork *energy, Value *para)
{
  energy->max_last = energy->max;
  energy->min_last = energy->max - (para->silFloor * LOG_TEN) / 10.0;
  energy->max = 0.0;
}

LOGPROB
energy_max_normalize(ENERGYWork *energy, LOGPROB f, Value *para)
{
  if (energy->max < f) energy->max = f;
  if (f < energy->min_last) f = energy->min_last;
  return(1.0 - (energy->max_last - f) * para->escale);
}

---