1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
|
/* -*- 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.
*
* ====================================================================
*
*/
/*
* tmat.c
*
* **********************************************
* CMU ARPA Speech Project
*
* Copyright (c) 1997 Carnegie Mellon University.
* ALL RIGHTS RESERVED.
* **********************************************
*
* HISTORY
* $Log: tmat.c,v $
* Revision 1.1.1.1 2006/05/23 18:45:01 dhuggins
* re-importation
*
* Revision 1.4 2005/11/14 16:14:34 dhuggins
* Use LOG() instead of logs3() for loading tmats, makes startup
* ***much*** faster.
*
* Revision 1.3 2005/10/10 14:50:35 dhuggins
* Deal properly with empty transition matrices.
*
* Revision 1.2 2005/09/30 15:01:23 dhuggins
* More robust tmat reading - read the tmat in accordance with the fixed s2 topology
*
* Revision 1.1 2005/09/29 21:51:19 dhuggins
* Add support for Sphinx3 tmat files. Amazingly enough, it Just Works
* (but it isn't terribly robust)
*
* Revision 1.6 2005/07/05 13:12:39 dhdfu
* Add new arguments to logs3_init() in some tests, main_ep
*
* Revision 1.5 2005/06/21 19:23:35 arthchan2003
* 1, Fixed doxygen documentation. 2, Added $ keyword.
*
* Revision 1.5 2005/05/03 04:09:09 archan
* Implemented the heart of word copy search. For every ci-phone, every word end, a tree will be allocated to preserve its pathscore. This is different from 3.5 or below, only the best score for a particular ci-phone, regardless of the word-ends will be preserved at every frame. The graph propagation will not collect unused word tree at this point. srch_WST_propagate_wd_lv2 is also as the most stupid in the century. But well, after all, everything needs a start. I will then really get the results from the search and see how it looks.
*
* Revision 1.4 2005/04/21 23:50:26 archan
* Some more refactoring on the how reporting of structures inside kbcore_t is done, it is now 50% nice. Also added class-based LM test case into test-decode.sh.in. At this moment, everything in search mode 5 is already done. It is time to test the idea whether the search can really be used.
*
* Revision 1.3 2005/03/30 01:22:47 archan
* Fixed mistakes in last updates. Add
*
*
* 20.Apr.2001 RAH (rhoughton@mediasite.com, ricky.houghton@cs.cmu.edu)
* Added tmat_free to free allocated memory
*
* 29-Feb-2000 M K Ravishankar (rkm@cs.cmu.edu) at Carnegie Mellon University.
* Added tmat_chk_1skip(), and made tmat_chk_uppertri() public.
*
* 10-Dec-1999 M K Ravishankar (rkm@cs.cmu.edu) at Carnegie Mellon University.
* Made tmat_dump() public.
*
* 11-Mar-97 M K Ravishankar (rkm@cs.cmu.edu) at Carnegie Mellon University.
* Started based on original S3 implementation.
*/
/* System headers. */
#include <string.h>
/* SphinxBase headers. */
#include <sphinxbase/logmath.h>
#include <sphinxbase/err.h>
#include <sphinxbase/ckd_alloc.h>
#include <sphinxbase/bio.h>
/* Local headers. */
#include "tmat.h"
#include "hmm.h"
#include "vector.h"
#define TMAT_PARAM_VERSION "1.0"
/**
* Checks that no transition matrix in the given object contains backward arcs.
* @returns 0 if successful, -1 if check failed.
*/
static int32 tmat_chk_uppertri(tmat_t *tmat, logmath_t *lmath);
/**
* Checks that transition matrix arcs in the given object skip over
* at most 1 state.
* @returns 0 if successful, -1 if check failed.
*/
static int32 tmat_chk_1skip(tmat_t *tmat, logmath_t *lmath);
void
tmat_dump(tmat_t * tmat, FILE * fp)
{
int32 i, src, dst;
for (i = 0; i < tmat->n_tmat; i++) {
fprintf(fp, "TMAT %d = %d x %d\n", i, tmat->n_state,
tmat->n_state + 1);
for (src = 0; src < tmat->n_state; src++) {
for (dst = 0; dst <= tmat->n_state; dst++)
fprintf(fp, " %12d", tmat->tp[i][src][dst]);
fprintf(fp, "\n");
}
fprintf(fp, "\n");
}
fflush(fp);
}
/*
* Check model tprob matrices that they conform to upper-triangular assumption;
* i.e. no "backward" transitions allowed.
*/
int32
tmat_chk_uppertri(tmat_t * tmat, logmath_t *lmath)
{
int32 i, src, dst;
/* Check that each tmat is upper-triangular */
for (i = 0; i < tmat->n_tmat; i++) {
for (dst = 0; dst < tmat->n_state; dst++)
for (src = dst + 1; src < tmat->n_state; src++)
if (tmat->tp[i][src][dst] < 255) {
E_ERROR("tmat[%d][%d][%d] = %d\n",
i, src, dst, tmat->tp[i][src][dst]);
return -1;
}
}
return 0;
}
int32
tmat_chk_1skip(tmat_t * tmat, logmath_t *lmath)
{
int32 i, src, dst;
for (i = 0; i < tmat->n_tmat; i++) {
for (src = 0; src < tmat->n_state; src++)
for (dst = src + 3; dst <= tmat->n_state; dst++)
if (tmat->tp[i][src][dst] < 255) {
E_ERROR("tmat[%d][%d][%d] = %d\n",
i, src, dst, tmat->tp[i][src][dst]);
return -1;
}
}
return 0;
}
tmat_t *
tmat_init(char const *file_name, logmath_t *lmath, float64 tpfloor, int32 breport)
{
char tmp;
int32 n_src, n_dst, n_tmat;
FILE *fp;
int32 byteswap, chksum_present;
uint32 chksum;
float32 **tp;
int32 i, j, k, tp_per_tmat;
char **argname, **argval;
tmat_t *t;
if (breport) {
E_INFO("Reading HMM transition probability matrices: %s\n",
file_name);
}
t = (tmat_t *) ckd_calloc(1, sizeof(tmat_t));
if ((fp = fopen(file_name, "rb")) == NULL)
E_FATAL_SYSTEM("Failed to open transition 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], TMAT_PARAM_VERSION) != 0)
E_WARN("Version mismatch(%s): %s, expecting %s\n",
file_name, argval[i], TMAT_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 #tmat, #from-states, #to-states, arraysize */
if ((bio_fread(&n_tmat, sizeof(int32), 1, fp, byteswap, &chksum)
!= 1)
|| (bio_fread(&n_src, sizeof(int32), 1, fp, byteswap, &chksum) !=
1)
|| (bio_fread(&n_dst, sizeof(int32), 1, fp, byteswap, &chksum) !=
1)
|| (bio_fread(&i, sizeof(int32), 1, fp, byteswap, &chksum) != 1)) {
E_FATAL("Failed to read header from '%s'\n", file_name);
}
if (n_tmat >= MAX_INT16)
E_FATAL("%s: Number of transition matrices (%d) exceeds limit (%d)\n", file_name,
n_tmat, MAX_INT16);
t->n_tmat = n_tmat;
if (n_dst != n_src + 1)
E_FATAL("%s: Unsupported transition matrix. Number of source states (%d) != number of target states (%d)-1\n", file_name,
n_src, n_dst);
t->n_state = n_src;
if (i != t->n_tmat * n_src * n_dst) {
E_FATAL
("%s: Invalid transitions. Number of coefficients (%d) doesn't match expected array dimension: %d x %d x %d\n",
file_name, i, t->n_tmat, n_src, n_dst);
}
/* Allocate memory for tmat data */
t->tp = ckd_calloc_3d(t->n_tmat, n_src, n_dst, sizeof(***t->tp));
/* Temporary structure to read in the float data */
tp = ckd_calloc_2d(n_src, n_dst, sizeof(**tp));
/* Read transition matrices, normalize and floor them, and convert to log domain */
tp_per_tmat = n_src * n_dst;
for (i = 0; i < t->n_tmat; i++) {
if (bio_fread(tp[0], sizeof(float32), tp_per_tmat, fp,
byteswap, &chksum) != tp_per_tmat) {
E_FATAL("Failed to read transition matrix %d from '%s'\n", i, file_name);
}
/* Normalize and floor */
for (j = 0; j < n_src; j++) {
if (vector_sum_norm(tp[j], n_dst) == 0.0)
E_WARN("Normalization failed for transition matrix %d from state %d\n",
i, j);
vector_nz_floor(tp[j], n_dst, tpfloor);
vector_sum_norm(tp[j], n_dst);
/* Convert to logs3. */
for (k = 0; k < n_dst; k++) {
int ltp;
#if 0 /* No, don't do this! It will subtly break 3-state HMMs. */
/* For these ones, we floor them even if they are
* zero, otherwise HMM evaluation goes nuts. */
if (k >= j && k-j < 3 && tp[j][k] == 0.0f)
tp[j][k] = tpfloor;
#endif
/* Log and quantize them. */
ltp = -logmath_log(lmath, tp[j][k]) >> SENSCR_SHIFT;
if (ltp > 255) ltp = 255;
t->tp[i][j][k] = (uint8)ltp;
}
}
}
ckd_free_2d(tp);
if (chksum_present)
bio_verify_chksum(fp, byteswap, chksum);
if (fread(&tmp, 1, 1, fp) == 1)
E_ERROR("Non-empty file beyond end of data\n");
fclose(fp);
if (tmat_chk_uppertri(t, lmath) < 0)
E_FATAL("Tmat not upper triangular\n");
if (tmat_chk_1skip(t, lmath) < 0)
E_FATAL("Topology not Left-to-Right or Bakis\n");
return t;
}
void
tmat_report(tmat_t * t)
{
E_INFO_NOFN("Initialization of tmat_t, report:\n");
E_INFO_NOFN("Read %d transition matrices of size %dx%d\n",
t->n_tmat, t->n_state, t->n_state + 1);
E_INFO_NOFN("\n");
}
/*
* RAH, Free memory allocated in tmat_init ()
*/
void
tmat_free(tmat_t * t)
{
if (t) {
if (t->tp)
ckd_free_3d(t->tp);
ckd_free(t);
}
}
|