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-rw-r--r--media/pocketsphinx/src/ms_senone.c415
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diff --git a/media/pocketsphinx/src/ms_senone.c b/media/pocketsphinx/src/ms_senone.c
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--- a/media/pocketsphinx/src/ms_senone.c
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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.
- *
- * ====================================================================
- *
- */
-
-/* System headers. */
-#include <string.h>
-#include <stdio.h>
-#include <assert.h>
-
-/* SphinxBase headers. */
-#include <sphinxbase/bio.h>
-
-/* Local headers. */
-#include "ms_senone.h"
-
-#define MIXW_PARAM_VERSION "1.0"
-#define SPDEF_PARAM_VERSION "1.2"
-
-static int32
-senone_mgau_map_read(senone_t * s, char const *file_name)
-{
- FILE *fp;
- int32 byteswap, chksum_present, n_gauden_present;
- uint32 chksum;
- int32 i;
- char eofchk;
- char **argname, **argval;
- void *ptr;
- float32 v;
-
- E_INFO("Reading senone gauden-codebook map file: %s\n", file_name);
-
- if ((fp = fopen(file_name, "rb")) == NULL)
- E_FATAL_SYSTEM("Failed to open map file '%s' for reading", file_name);
-
- /* Read header, including argument-value info and 32-bit byteorder magic */
- if (bio_readhdr(fp, &argname, &argval, &byteswap) < 0)
- E_FATAL("Failed to read header from file '%s'\n", file_name);
-
- /* Parse argument-value list */
- chksum_present = 0;
- n_gauden_present = 0;
- for (i = 0; argname[i]; i++) {
- if (strcmp(argname[i], "version") == 0) {
- if (strcmp(argval[i], SPDEF_PARAM_VERSION) != 0) {
- E_WARN("Version mismatch(%s): %s, expecting %s\n",
- file_name, argval[i], SPDEF_PARAM_VERSION);
- }
-
- /* HACK!! Convert version# to float32 and take appropriate action */
- if (sscanf(argval[i], "%f", &v) != 1)
- E_FATAL("%s: Bad version no. string: %s\n", file_name,
- argval[i]);
-
- n_gauden_present = (v > 1.1) ? 1 : 0;
- }
- else if (strcmp(argname[i], "chksum0") == 0) {
- chksum_present = 1; /* Ignore the associated value */
- }
- }
- bio_hdrarg_free(argname, argval);
- argname = argval = NULL;
-
- chksum = 0;
-
- /* Read #gauden (if version matches) */
- if (n_gauden_present) {
- E_INFO("Reading number of codebooks from %s\n", file_name);
- if (bio_fread
- (&(s->n_gauden), sizeof(int32), 1, fp, byteswap, &chksum) != 1)
- E_FATAL("fread(%s) (#gauden) failed\n", file_name);
- }
-
- /* Read 1d array data */
- if (bio_fread_1d(&ptr, sizeof(uint32), &(s->n_sen), fp,
- byteswap, &chksum) < 0) {
- E_FATAL("bio_fread_1d(%s) failed\n", file_name);
- }
- s->mgau = ptr;
- E_INFO("Mapping %d senones to %d codebooks\n", s->n_sen, s->n_gauden);
-
- /* Infer n_gauden if not present in this version */
- if (!n_gauden_present) {
- s->n_gauden = 1;
- for (i = 0; i < s->n_sen; i++)
- if (s->mgau[i] >= s->n_gauden)
- s->n_gauden = s->mgau[i] + 1;
- }
-
- if (chksum_present)
- bio_verify_chksum(fp, byteswap, chksum);
-
- if (fread(&eofchk, 1, 1, fp) == 1)
- E_FATAL("More data than expected in %s: %d\n", file_name, eofchk);
-
- fclose(fp);
-
- E_INFO("Read %d->%d senone-codebook mappings\n", s->n_sen,
- s->n_gauden);
-
- return 1;
-}
-
-
-static int32
-senone_mixw_read(senone_t * s, char const *file_name, logmath_t *lmath)
-{
- char eofchk;
- FILE *fp;
- int32 byteswap, chksum_present;
- uint32 chksum;
- float32 *pdf;
- int32 i, f, c, p, n_err;
- char **argname, **argval;
-
- E_INFO("Reading senone mixture weights: %s\n", file_name);
-
- if ((fp = fopen(file_name, "rb")) == NULL)
- E_FATAL_SYSTEM("Failed to open mixture weights file '%s' for reading", file_name);
-
- /* Read header, including argument-value info and 32-bit byteorder magic */
- if (bio_readhdr(fp, &argname, &argval, &byteswap) < 0)
- E_FATAL("Failed to read header from file '%s'\n", file_name);
-
- /* Parse argument-value list */
- chksum_present = 0;
- for (i = 0; argname[i]; i++) {
- if (strcmp(argname[i], "version") == 0) {
- if (strcmp(argval[i], MIXW_PARAM_VERSION) != 0)
- E_WARN("Version mismatch(%s): %s, expecting %s\n",
- file_name, argval[i], MIXW_PARAM_VERSION);
- }
- else if (strcmp(argname[i], "chksum0") == 0) {
- chksum_present = 1; /* Ignore the associated value */
- }
- }
- bio_hdrarg_free(argname, argval);
- argname = argval = NULL;
-
- chksum = 0;
-
- /* Read #senones, #features, #codewords, arraysize */
- if ((bio_fread(&(s->n_sen), sizeof(int32), 1, fp, byteswap, &chksum) !=
- 1)
- ||
- (bio_fread(&(s->n_feat), sizeof(int32), 1, fp, byteswap, &chksum)
- != 1)
- || (bio_fread(&(s->n_cw), sizeof(int32), 1, fp, byteswap, &chksum)
- != 1)
- || (bio_fread(&i, sizeof(int32), 1, fp, byteswap, &chksum) != 1)) {
- E_FATAL("bio_fread(%s) (arraysize) failed\n", file_name);
- }
- if (i != s->n_sen * s->n_feat * s->n_cw) {
- E_FATAL
- ("%s: #float32s(%d) doesn't match dimensions: %d x %d x %d\n",
- file_name, i, s->n_sen, s->n_feat, s->n_cw);
- }
-
- /*
- * Compute #LSB bits to be dropped to represent mixwfloor with 8 bits.
- * All PDF values will be truncated (in the LSB positions) by these many bits.
- */
- if ((s->mixwfloor <= 0.0) || (s->mixwfloor >= 1.0))
- E_FATAL("mixwfloor (%e) not in range (0, 1)\n", s->mixwfloor);
-
- /* Use a fixed shift for compatibility with everything else. */
- E_INFO("Truncating senone logs3(pdf) values by %d bits\n", SENSCR_SHIFT);
-
- /*
- * Allocate memory for senone PDF data. Organize normally or transposed depending on
- * s->n_gauden.
- */
- if (s->n_gauden > 1) {
- E_INFO("Not transposing mixture weights in memory\n");
- s->pdf =
- (senprob_t ***) ckd_calloc_3d(s->n_sen, s->n_feat, s->n_cw,
- sizeof(senprob_t));
- }
- else {
- E_INFO("Transposing mixture weights in memory\n");
- s->pdf =
- (senprob_t ***) ckd_calloc_3d(s->n_feat, s->n_cw, s->n_sen,
- sizeof(senprob_t));
- }
-
- /* Temporary structure to read in floats */
- pdf = (float32 *) ckd_calloc(s->n_cw, sizeof(float32));
-
- /* Read senone probs data, normalize, floor, convert to logs3, truncate to 8 bits */
- n_err = 0;
- for (i = 0; i < s->n_sen; i++) {
- for (f = 0; f < s->n_feat; f++) {
- if (bio_fread
- ((void *) pdf, sizeof(float32), s->n_cw, fp, byteswap,
- &chksum)
- != s->n_cw) {
- E_FATAL("bio_fread(%s) (arraydata) failed\n", file_name);
- }
-
- /* Normalize and floor */
- if (vector_sum_norm(pdf, s->n_cw) <= 0.0)
- n_err++;
- vector_floor(pdf, s->n_cw, s->mixwfloor);
- vector_sum_norm(pdf, s->n_cw);
-
- /* Convert to logs3, truncate to 8 bits, and store in s->pdf */
- for (c = 0; c < s->n_cw; c++) {
- p = -(logmath_log(lmath, pdf[c]));
- p += (1 << (SENSCR_SHIFT - 1)) - 1; /* Rounding before truncation */
-
- if (s->n_gauden > 1)
- s->pdf[i][f][c] =
- (p < (255 << SENSCR_SHIFT)) ? (p >> SENSCR_SHIFT) : 255;
- else
- s->pdf[f][c][i] =
- (p < (255 << SENSCR_SHIFT)) ? (p >> SENSCR_SHIFT) : 255;
- }
- }
- }
- if (n_err > 0)
- E_WARN("Weight normalization failed for %d mixture weights components\n", n_err);
-
- ckd_free(pdf);
-
- if (chksum_present)
- bio_verify_chksum(fp, byteswap, chksum);
-
- if (fread(&eofchk, 1, 1, fp) == 1)
- E_FATAL("More data than expected in %s\n", file_name);
-
- fclose(fp);
-
- E_INFO
- ("Read mixture weights for %d senones: %d features x %d codewords\n",
- s->n_sen, s->n_feat, s->n_cw);
-
- return 1;
-}
-
-
-senone_t *
-senone_init(gauden_t *g, char const *mixwfile, char const *sen2mgau_map_file,
- float32 mixwfloor, logmath_t *lmath, bin_mdef_t *mdef)
-{
- senone_t *s;
- int32 n = 0, i;
-
- s = (senone_t *) ckd_calloc(1, sizeof(senone_t));
- s->lmath = logmath_init(logmath_get_base(lmath), SENSCR_SHIFT, TRUE);
- s->mixwfloor = mixwfloor;
-
- s->n_gauden = g->n_mgau;
- if (sen2mgau_map_file) {
- if (!(strcmp(sen2mgau_map_file, ".semi.") == 0
- || strcmp(sen2mgau_map_file, ".ptm.") == 0
- || strcmp(sen2mgau_map_file, ".cont.") == 0)) {
- senone_mgau_map_read(s, sen2mgau_map_file);
- n = s->n_sen;
- }
- }
- else {
- if (s->n_gauden == 1)
- sen2mgau_map_file = ".semi.";
- else if (s->n_gauden == bin_mdef_n_ciphone(mdef))
- sen2mgau_map_file = ".ptm.";
- else
- sen2mgau_map_file = ".cont.";
- }
-
- senone_mixw_read(s, mixwfile, lmath);
-
- if (strcmp(sen2mgau_map_file, ".semi.") == 0) {
- /* All-to-1 senones-codebook mapping */
- E_INFO("Mapping all senones to one codebook\n");
- s->mgau = (uint32 *) ckd_calloc(s->n_sen, sizeof(*s->mgau));
- }
- else if (strcmp(sen2mgau_map_file, ".ptm.") == 0) {
- /* All-to-ciphone-id senones-codebook mapping */
- E_INFO("Mapping senones to context-independent phone codebooks\n");
- s->mgau = (uint32 *) ckd_calloc(s->n_sen, sizeof(*s->mgau));
- for (i = 0; i < s->n_sen; i++)
- s->mgau[i] = bin_mdef_sen2cimap(mdef, i);
- }
- else if (strcmp(sen2mgau_map_file, ".cont.") == 0
- || strcmp(sen2mgau_map_file, ".s3cont.") == 0) {
- /* 1-to-1 senone-codebook mapping */
- E_INFO("Mapping senones to individual codebooks\n");
- if (s->n_sen <= 1)
- E_FATAL("#senone=%d; must be >1\n", s->n_sen);
-
- s->mgau = (uint32 *) ckd_calloc(s->n_sen, sizeof(*s->mgau));
- for (i = 0; i < s->n_sen; i++)
- s->mgau[i] = i;
- /* Not sure why this is here, it probably does nothing. */
- s->n_gauden = s->n_sen;
- }
- else {
- if (s->n_sen != n)
- E_FATAL("#senones inconsistent: %d in %s; %d in %s\n",
- n, sen2mgau_map_file, s->n_sen, mixwfile);
- }
-
- s->featscr = NULL;
- return s;
-}
-
-void
-senone_free(senone_t * s)
-{
- if (s == NULL)
- return;
- if (s->pdf)
- ckd_free_3d((void *) s->pdf);
- if (s->mgau)
- ckd_free(s->mgau);
- if (s->featscr)
- ckd_free(s->featscr);
- logmath_free(s->lmath);
- ckd_free(s);
-}
-
-
-/*
- * Compute senone score for one senone.
- * NOTE: Remember that senone PDF tables contain SCALED, NEGATED logs3 values.
- * NOTE: Remember also that PDF data may be transposed or not depending on s->n_gauden.
- */
-int32
-senone_eval(senone_t * s, int id, gauden_dist_t ** dist, int32 n_top)
-{
- int32 scr; /* total senone score */
- int32 fden; /* Gaussian density */
- int32 fscr; /* senone score for one feature */
- int32 fwscr; /* senone score for one feature, one codeword */
- int32 f, t;
- gauden_dist_t *fdist;
-
- assert((id >= 0) && (id < s->n_sen));
- assert((n_top > 0) && (n_top <= s->n_cw));
-
- scr = 0;
-
- for (f = 0; f < s->n_feat; f++) {
-#ifdef SPHINX_DEBUG
- int top;
-#endif
- fdist = dist[f];
-
- /* Top codeword for feature f */
-#ifdef SPHINX_DEBUG
- top =
-#endif
- fden = ((int32)fdist[0].dist + ((1<<SENSCR_SHIFT) - 1)) >> SENSCR_SHIFT;
- fscr = (s->n_gauden > 1)
- ? (fden + -s->pdf[id][f][fdist[0].id]) /* untransposed */
- : (fden + -s->pdf[f][fdist[0].id][id]); /* transposed */
- E_DEBUG(1, ("fden[%d][%d] l+= %d + %d = %d\n",
- id, f, -(fscr - fden), -(fden-top), -(fscr-top)));
- /* Remaining of n_top codewords for feature f */
- for (t = 1; t < n_top; t++) {
- fden = ((int32)fdist[t].dist + ((1<<SENSCR_SHIFT) - 1)) >> SENSCR_SHIFT;
- fwscr = (s->n_gauden > 1) ?
- (fden + -s->pdf[id][f][fdist[t].id]) :
- (fden + -s->pdf[f][fdist[t].id][id]);
- fscr = logmath_add(s->lmath, fscr, fwscr);
- E_DEBUG(1, ("fden[%d][%d] l+= %d + %d = %d\n",
- id, f, -(fwscr - fden), -(fden-top), -(fscr-top)));
- }
- /* Senone scores are also scaled, negated logs3 values. Hence
- * we have to negate the stuff we calculated above. */
- scr -= fscr;
- }
- /* Downscale scores. */
- scr /= s->aw;
-
- /* Avoid overflowing int16 */
- if (scr > 32767)
- scr = 32767;
- if (scr < -32768)
- scr = -32768;
- return scr;
-}