/* -*- 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 #include #include /* SphinxBase headers. */ #include /* 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; 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; 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; }