libsent/src/wav2mfcc/wav2mfcc-pipe.c

説明を見る。

/*
 * Copyright (c) 1991-2011 Kawahara Lab., Kyoto University
 * Copyright (c) 2000-2005 Shikano Lab., Nara Institute of Science and Technology
 * Copyright (c) 2005-2011 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>
#include <sent/htk_param.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(Value *para, float weight)
{
  int i;

  CMNWork *c;

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

  c->cweight = weight;
  c->mfcc_dim = para->mfcc_dim; // + (para->c0 ? 1 : 0);
  c->veclen = para->veclen;
  c->mean = para->cmn ? TRUE : FALSE;
  c->var = para->cvn ? TRUE : FALSE;
  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->veclen);
    if (c->var) c->clist[i].mfcc_var = (float *)mymalloc(sizeof(float)*c->veclen);
    c->clist[i].framenum = 0;
  }
  c->now.mfcc_sum = (float *)mymalloc(sizeof(float) * c->veclen);
  if (c->var) c->now.mfcc_var = (float *)mymalloc(sizeof(float) * c->veclen);

  c->cmean_init = (float *)mymalloc(sizeof(float) * c->veclen);
  if (c->var) c->cvar_init = (float *)mymalloc(sizeof(float) * c->veclen);
  c->cmean_init_set = FALSE;

  return c;
}

void
CMN_realtime_free(CMNWork *c)
{
  int i;

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

void
CMN_realtime_prepare(CMNWork *c)
{
  int d;
  
  for(d=0;d<c->veclen;d++) c->now.mfcc_sum[d] = 0.0;
  if (c->var) {
    for(d=0;d<c->veclen;d++) c->now.mfcc_var[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) {
    /* initial data exists */
    for(d=0;d<c->veclen;d++) {
      /* accumulate current MFCC to sum */
      c->now.mfcc_sum[d] += mfcc[d];
      /* calculate map-mean */
      x = c->now.mfcc_sum[d] + c->cweight * c->cmean_init[d];
      y = (double)c->now.framenum + c->cweight;
      x /= y;
      if (c->var) {
        /* calculate map-var */
        c->now.mfcc_var[d] += (mfcc[d] - x) * (mfcc[d] - x);
      }
      if (c->mean && d < c->mfcc_dim) {
        /* mean normalization */
        mfcc[d] -= x;
      }
      if (c->var) {
        /* variance normalization */
        x = c->now.mfcc_var[d] + c->cweight * c->cvar_init[d];
        y = (double)c->now.framenum + c->cweight;
        mfcc[d] /= sqrt(x / y);
      }
    }
  } else {
    /* no initial data */
    for(d=0;d<c->veclen;d++) {
      /* accumulate current MFCC to sum */
      c->now.mfcc_sum[d] += mfcc[d];
      /* calculate current mean */
      x = c->now.mfcc_sum[d] / c->now.framenum;
      if (c->var) {
        /* calculate current variance */
        c->now.mfcc_var[d] += (mfcc[d] - x) * (mfcc[d] - x);
      }
      if (c->mean && d < c->mfcc_dim) {
        /* mean normalization */
        mfcc[d] -= x;
      }
#if 0      /* not perform variance normalization on no initial data */
      if (c->var) {
        /* variance normalization */
        mfcc[d] /= sqrt(c->now.mfcc_var[d] / c->now.framenum);
      }
#endif
    }
  }
}

void
CMN_realtime_update(CMNWork *c, HTK_Param *param)
{
  float *tmp, *tmp2;
  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;

  /* re-calculate variance based on the final mean at the given param */
  if (c->var && param != NULL) {
    float m, x;
    if (param->samplenum != c->now.framenum) {
      jlog("InternalError: CMN_realtime_update: param->samplenum != c->now.framenum\n");
    } else if (param->veclen != c->veclen) {
      jlog("InternalError: CMN_realtime_update: param->veclen != c->veclen\n");
    } else {
      for(d=0;d<c->veclen;d++) {
        m = c->now.mfcc_sum[d] / (float) c->now.framenum;
        x = 0;
        for(i=0;i<param->samplenum;i++) {
          x += (param->parvec[i][d] - m) * (param->parvec[i][d] - m);
        }
        c->now.mfcc_var[d] = x;
      }
    }
  }

  /* compute cepstral mean from now and previous sums up to CPMAX frames */
  for(d=0;d<c->veclen;d++) c->cmean_init[d] = c->now.mfcc_sum[d];
  if (c->var) {
    for(d=0;d<c->veclen;d++) c->cvar_init[d] = c->now.mfcc_var[d];
  }
  frames = c->now.framenum;
  for(i=0;i<c->clist_num;i++) {
    for(d=0;d<c->veclen;d++) c->cmean_init[d] += c->clist[i].mfcc_sum[d];
    if (c->var) {
      for(d=0;d<c->veclen;d++) c->cvar_init[d] += c->clist[i].mfcc_var[d];
    }
    frames += c->clist[i].framenum;
    if (frames >= CPMAX) break;
  }
  for(d=0;d<c->veclen;d++) c->cmean_init[d] /= (float) frames;
  if (c->var) {
    for(d=0;d<c->veclen;d++) c->cvar_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->veclen);
      if (c->var) c->clist[i].mfcc_var = (float *)mymalloc(sizeof(float)*c->veclen);
      c->clist[i].framenum = 0;
    }
  }
  
  /* shift clist */
  tmp = c->clist[c->clist_max-1].mfcc_sum;
  if (c->var) tmp2 = c->clist[c->clist_max-1].mfcc_var;
  memmove(&(c->clist[1]), &(c->clist[0]), sizeof(CMEAN) * (c->clist_max - 1));
  c->clist[0].mfcc_sum = tmp;
  if (c->var) c->clist[0].mfcc_var = tmp2;
  /* copy now to clist[0] */
  memcpy(c->clist[0].mfcc_sum, c->now.mfcc_sum, sizeof(float) * c->veclen);
  if (c->var) memcpy(c->clist[0].mfcc_var, c->now.mfcc_var, sizeof(float) * c->veclen);
  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->veclen) {
    jlog("Error: wav2mfcc-pipe: cepstral dimension mismatch\n");
    jlog("Error: wav2mfcc-pipe: process = %d, file = %d\n", c->veclen, veclen);
    fclose_readfile(fp);
    return(FALSE);
  }
  /* read body */
  if (myread(c->cmean_init, sizeof(float), c->veclen, fp) == FALSE) {
    jlog("Error: wav2mfcc-pipe: failed to read mean for CMN\n");
    fclose_readfile(fp);
    return(FALSE);
  }
  if (c->var) {
    if (myread(c->cvar_init, sizeof(float), c->veclen, fp) == FALSE) {
      jlog("Error: wav2mfcc-pipe: failed to read variance for CVN\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 cepstral data to file \"%s\"\n", filename);

  if ((fd = open(filename, O_CREAT | O_RDWR
#ifdef O_BINARY
                 | O_BINARY
#endif
                 , 0644)) == -1) {
    jlog("Error: wav2mfcc-pipe: failed to open \"%s\" to write current cepstral data\n", filename);
    return(FALSE);
  }
  /* write header */
  if (mywrite(&(c->veclen), sizeof(int), 1, fd) == FALSE) {
    jlog("Error: wav2mfcc-pipe: cannot write header to \"%s\" as current cepstral data\n", filename);
    close(fd);
    return(FALSE);
  }
  /* write body */
  if (mywrite(c->cmean_init, sizeof(float), c->veclen, fd) == FALSE) {
    jlog("Error: wav2mfcc-pipe: cannot write mean to \"%s\" as current cepstral data\n", filename);
    close(fd);
    return(FALSE);
  }
  if (c->var) {
    if (mywrite(c->cvar_init, sizeof(float), c->veclen, fd) == FALSE) {
      jlog("Error: wav2mfcc-pipe: cannot write variance to \"%s\" as current cepstrum\n", filename);
      close(fd);
      return(FALSE);
    }
  }

  close(fd);

  jlog("Stat: wav2mfcc-pipe: current cepstral data written to \"%s\"\n", filename);
  
  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);
}