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
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
|
/* -*- c-basic-offset: 4; indent-tabs-mode: nil -*- */
/* ====================================================================
* Copyright (c) 2008 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.
*
* ====================================================================
*
*/
/**
* @file ps_lattice.h Word graph search
*/
#ifndef __PS_LATTICE_H__
#define __PS_LATTICE_H__
/* SphinxBase headers. */
#include <sphinxbase/prim_type.h>
#include <sphinxbase/ngram_model.h>
/* PocketSphinx headers. */
#include <pocketsphinx_export.h>
/**
* Word graph structure used in bestpath/nbest search.
*/
typedef struct ps_lattice_s ps_lattice_t;
/**
* DAG nodes.
*
* A node corresponds to a number of hypothesized instances of a word
* which all share the same starting point.
*/
typedef struct ps_latnode_s ps_latnode_t;
/**
* Iterator over DAG nodes.
*/
typedef struct ps_latnode_s ps_latnode_iter_t; /* pay no attention to the man behind the curtain */
/**
* Links between DAG nodes.
*
* A link corresponds to a single hypothesized instance of a word with
* a given start and end point.
*/
typedef struct ps_latlink_s ps_latlink_t;
/**
* Iterator over DAG links.
*/
typedef struct latlink_list_s ps_latlink_iter_t;
/* Forward declaration needed to avoid circular includes */
struct ps_decoder_s;
/**
* Read a lattice from a file on disk.
*
* @param ps Decoder to use for processing this lattice, or NULL.
* @param file Path to lattice file.
* @return Newly created lattice, or NULL for failure.
*/
POCKETSPHINX_EXPORT
ps_lattice_t *ps_lattice_read(struct ps_decoder_s *ps,
char const *file);
/**
* Retain a lattice.
*
* This function retains ownership of a lattice for the caller,
* preventing it from being freed automatically. You must call
* ps_lattice_free() to free it after having called this function.
*
* @return pointer to the retained lattice.
*/
POCKETSPHINX_EXPORT
ps_lattice_t *ps_lattice_retain(ps_lattice_t *dag);
/**
* Free a lattice.
*
* @return new reference count (0 if dag was freed)
*/
POCKETSPHINX_EXPORT
int ps_lattice_free(ps_lattice_t *dag);
/**
* Write a lattice to disk.
*
* @return 0 for success, <0 on failure.
*/
POCKETSPHINX_EXPORT
int ps_lattice_write(ps_lattice_t *dag, char const *filename);
/**
* Write a lattice to disk in HTK format
*
* @return 0 for success, <0 on failure.
*/
POCKETSPHINX_EXPORT
int ps_lattice_write_htk(ps_lattice_t *dag, char const *filename);
/**
* Get the log-math computation object for this lattice
*
* @return The log-math object for this lattice. The lattice retains
* ownership of this pointer, so you should not attempt to
* free it manually. Use logmath_retain() if you wish to
* reuse it elsewhere.
*/
POCKETSPHINX_EXPORT
logmath_t *ps_lattice_get_logmath(ps_lattice_t *dag);
/**
* Start iterating over nodes in the lattice.
*
* @note No particular order of traversal is guaranteed, and you
* should not depend on this.
*
* @param dag Lattice to iterate over.
* @return Iterator over lattice nodes.
*/
POCKETSPHINX_EXPORT
ps_latnode_iter_t *ps_latnode_iter(ps_lattice_t *dag);
/**
* Move to next node in iteration.
* @param itor Node iterator.
* @return Updated node iterator, or NULL if finished
*/
POCKETSPHINX_EXPORT
ps_latnode_iter_t *ps_latnode_iter_next(ps_latnode_iter_t *itor);
/**
* Stop iterating over nodes.
* @param itor Node iterator.
*/
POCKETSPHINX_EXPORT
void ps_latnode_iter_free(ps_latnode_iter_t *itor);
/**
* Get node from iterator.
*/
POCKETSPHINX_EXPORT
ps_latnode_t *ps_latnode_iter_node(ps_latnode_iter_t *itor);
/**
* Get start and end time range for a node.
*
* @param node Node inquired about.
* @param out_fef Output: End frame of first exit from this node.
* @param out_lef Output: End frame of last exit from this node.
* @return Start frame for all edges exiting this node.
*/
POCKETSPHINX_EXPORT
int ps_latnode_times(ps_latnode_t *node, int16 *out_fef, int16 *out_lef);
/**
* Get word string for this node.
*
* @param dag Lattice to which node belongs.
* @param node Node inquired about.
* @return Word string for this node (possibly a pronunciation variant).
*/
POCKETSPHINX_EXPORT
char const *ps_latnode_word(ps_lattice_t *dag, ps_latnode_t *node);
/**
* Get base word string for this node.
*
* @param dag Lattice to which node belongs.
* @param node Node inquired about.
* @return Base word string for this node.
*/
POCKETSPHINX_EXPORT
char const *ps_latnode_baseword(ps_lattice_t *dag, ps_latnode_t *node);
/**
* Iterate over exits from this node.
*
* @param node Node inquired about.
* @return Iterator over exit links from this node.
*/
POCKETSPHINX_EXPORT
ps_latlink_iter_t *ps_latnode_exits(ps_latnode_t *node);
/**
* Iterate over entries to this node.
*
* @param node Node inquired about.
* @return Iterator over entry links to this node.
*/
POCKETSPHINX_EXPORT
ps_latlink_iter_t *ps_latnode_entries(ps_latnode_t *node);
/**
* Get best posterior probability and associated acoustic score from a lattice node.
*
* @param dag Lattice to which node belongs.
* @param node Node inquired about.
* @param out_link Output: exit link with highest posterior probability
* @return Posterior probability of the best link exiting this node.
* Log is expressed in the log-base used in the decoder. To
* convert to linear floating-point, use
* logmath_exp(ps_lattice_get_logmath(), pprob).
*/
POCKETSPHINX_EXPORT
int32 ps_latnode_prob(ps_lattice_t *dag, ps_latnode_t *node,
ps_latlink_t **out_link);
/**
* Get next link from a lattice link iterator.
*
* @param itor Iterator.
* @return Updated iterator, or NULL if finished.
*/
POCKETSPHINX_EXPORT
ps_latlink_iter_t *ps_latlink_iter_next(ps_latlink_iter_t *itor);
/**
* Stop iterating over links.
* @param itor Link iterator.
*/
POCKETSPHINX_EXPORT
void ps_latlink_iter_free(ps_latlink_iter_t *itor);
/**
* Get link from iterator.
*/
POCKETSPHINX_EXPORT
ps_latlink_t *ps_latlink_iter_link(ps_latlink_iter_t *itor);
/**
* Get start and end times from a lattice link.
*
* @note these are <strong>inclusive</strong> - i.e. the last frame of
* this word is ef, not ef-1.
*
* @param link Link inquired about.
* @param out_sf Output: (optional) start frame of this link.
* @return End frame of this link.
*/
POCKETSPHINX_EXPORT
int ps_latlink_times(ps_latlink_t *link, int16 *out_sf);
/**
* Get destination and source nodes from a lattice link
*
* @param link Link inquired about
* @param out_src Output: (optional) source node.
* @return destination node
*/
POCKETSPHINX_EXPORT
ps_latnode_t *ps_latlink_nodes(ps_latlink_t *link, ps_latnode_t **out_src);
/**
* Get word string from a lattice link.
*
* @param dag Lattice to which node belongs.
* @param link Link inquired about
* @return Word string for this link (possibly a pronunciation variant).
*/
POCKETSPHINX_EXPORT
char const *ps_latlink_word(ps_lattice_t *dag, ps_latlink_t *link);
/**
* Get base word string from a lattice link.
*
* @param dag Lattice to which node belongs.
* @param link Link inquired about
* @return Base word string for this link
*/
POCKETSPHINX_EXPORT
char const *ps_latlink_baseword(ps_lattice_t *dag, ps_latlink_t *link);
/**
* Get predecessor link in best path.
*
* @param link Link inquired about
* @return Best previous link from bestpath search, if any. Otherwise NULL
*/
POCKETSPHINX_EXPORT
ps_latlink_t *ps_latlink_pred(ps_latlink_t *link);
/**
* Get acoustic score and posterior probability from a lattice link.
*
* @param dag Lattice to which node belongs.
* @param link Link inquired about
* @param out_ascr Output: (optional) acoustic score.
* @return Posterior probability for this link. Log is expressed in
* the log-base used in the decoder. To convert to linear
* floating-point, use logmath_exp(ps_lattice_get_logmath(), pprob).
*/
POCKETSPHINX_EXPORT
int32 ps_latlink_prob(ps_lattice_t *dag, ps_latlink_t *link, int32 *out_ascr);
/**
* Create a directed link between "from" and "to" nodes, but if a link already exists,
* choose one with the best link_scr.
*/
POCKETSPHINX_EXPORT
void ps_lattice_link(ps_lattice_t *dag, ps_latnode_t *from, ps_latnode_t *to,
int32 score, int32 ef);
/**
* Start a forward traversal of edges in a word graph.
*
* @note A keen eye will notice an inconsistency in this API versus
* other types of iterators in PocketSphinx. The reason for this is
* that the traversal algorithm is much more efficient when it is able
* to modify the lattice structure. Therefore, to avoid giving the
* impression that multiple traversals are possible at once, no
* separate iterator structure is provided.
*
* @param dag Lattice to be traversed.
* @param start Start node (source) of traversal.
* @param end End node (goal) of traversal.
* @return First link in traversal.
*/
POCKETSPHINX_EXPORT
ps_latlink_t *ps_lattice_traverse_edges(ps_lattice_t *dag, ps_latnode_t *start, ps_latnode_t *end);
/**
* Get the next link in forward traversal.
*
* @param dag Lattice to be traversed.
* @param end End node (goal) of traversal.
* @return Next link in traversal.
*/
POCKETSPHINX_EXPORT
ps_latlink_t *ps_lattice_traverse_next(ps_lattice_t *dag, ps_latnode_t *end);
/**
* Start a reverse traversal of edges in a word graph.
*
* @note See ps_lattice_traverse_edges() for why this API is the way it is.
*
* @param dag Lattice to be traversed.
* @param start Start node (goal) of traversal.
* @param end End node (source) of traversal.
* @return First link in traversal.
*/
POCKETSPHINX_EXPORT
ps_latlink_t *ps_lattice_reverse_edges(ps_lattice_t *dag, ps_latnode_t *start, ps_latnode_t *end);
/**
* Get the next link in reverse traversal.
*
* @param dag Lattice to be traversed.
* @param start Start node (goal) of traversal.
* @return Next link in traversal.
*/
POCKETSPHINX_EXPORT
ps_latlink_t *ps_lattice_reverse_next(ps_lattice_t *dag, ps_latnode_t *start);
/**
* Do N-Gram based best-path search on a word graph.
*
* This function calculates both the best path as well as the forward
* probability used in confidence estimation.
*
* @return Final link in best path, NULL on error.
*/
POCKETSPHINX_EXPORT
ps_latlink_t *ps_lattice_bestpath(ps_lattice_t *dag, ngram_model_t *lmset,
float32 lwf, float32 ascale);
/**
* Calculate link posterior probabilities on a word graph.
*
* This function assumes that bestpath search has already been done.
*
* @return Posterior probability of the utterance as a whole.
*/
POCKETSPHINX_EXPORT
int32 ps_lattice_posterior(ps_lattice_t *dag, ngram_model_t *lmset,
float32 ascale);
/**
* Prune all links (and associated nodes) below a certain posterior probability.
*
* This function assumes that ps_lattice_posterior() has already been called.
*
* @param beam Minimum posterior probability for links. This is
* expressed in the log-base used in the decoder. To convert
* from linear floating-point, use
* logmath_log(ps_lattice_get_logmath(), prob).
* @return number of arcs removed.
*/
POCKETSPHINX_EXPORT
int32 ps_lattice_posterior_prune(ps_lattice_t *dag, int32 beam);
#ifdef NOT_IMPLEMENTED_YET
/**
* Expand lattice using an N-gram language model.
*
* This function expands the lattice such that each node represents a
* unique N-gram history, and adds language model scores to the links.
*/
POCKETSPHINX_EXPORT
int32 ps_lattice_ngram_expand(ps_lattice_t *dag, ngram_model_t *lm);
#endif
/**
* Get the number of frames in the lattice.
*
* @param dag The lattice in question.
* @return Number of frames in this lattice.
*/
POCKETSPHINX_EXPORT
int ps_lattice_n_frames(ps_lattice_t *dag);
#endif /* __PS_LATTICE_H__ */
|