/usr/include/sphinx3/lextree.h is in libs3decoder-dev 0.8-0ubuntu1.
This file is owned by root:root, with mode 0o644.
The actual contents of the file can be viewed below.
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 | /* -*- 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.
*
* ====================================================================
*
*/
/*
* lextree.h --
*
* **********************************************
* CMU ARPA Speech Project
*
* Copyright (c) 1999 Carnegie Mellon University.
* ALL RIGHTS RESERVED.
* **********************************************
*
* HISTORY
* $Log$
* Revision 1.1 2006/04/05 20:27:30 dhdfu
* A Great Reorganzation of header files and executables
*
* Revision 1.11 2006/02/23 15:08:24 arthchan2003
* Merged from the branch SPHINX3_5_2_RCI_IRII_BRANCH:
*
* 1, Fixed memory leaks.
* 2, Add logic for full triphone expansion. At this point, the
* propagation of scores in word end is still incorrect. So composite
* triphone should still be used by default.
* 3, Removed lextree_copies_hmm_propagate.
*
* Revision 1.10.4.6 2005/11/17 06:28:50 arthchan2003
* Changed the code to used compressed triphones. Not yet correct at this point
*
* Revision 1.10.4.5 2005/10/17 04:53:44 arthchan2003
* Shrub the trees so that the run-time memory could be controlled.
*
* Revision 1.10.4.4 2005/10/07 19:34:31 arthchan2003
* In full cross-word triphones expansion, the previous implementation has several flaws, e.g, 1, it didn't consider the phone beam on cross word triphones. 2, Also, when the cross word triphone phone is used, children of the last phones will be regarded as cross word triphone. So, the last phone should not be evaluated at all. Last implementation has not safe-guaded that. 3, The rescoring for language model is not done correctly. What we still need to do: a, test the algorithm in more databases. b, implement some speed up schemes.
*
* Revision 1.10.4.2 2005/09/25 19:23:55 arthchan2003
* 1, Added arguments for turning on/off LTS rules. 2, Added arguments for turning on/off composite triphones. 3, Moved dict2pid deallocation back to dict2pid. 4, Tidying up the clean up code.
*
* Revision 1.10.4.1 2005/06/27 05:37:05 arthchan2003
* Incorporated several fixes to the search. 1, If a tree is empty, it will be removed and put back to the pool of tree, so number of trees will not be always increasing. 2, In the previous search, the answer is always "STOP P I T G S B U R G H </s>"and filler words never occurred in the search. The reason is very simple, fillers was not properly propagated in the search at all <**exculamation**> This version fixed this problem. The current search will give <sil> P I T T S B U R G H </sil> </s> to me. This I think it looks much better now.
*
* Revision 1.10 2005/06/21 23:32:58 arthchan2003
* Log. Introduced lextree_init and filler_init to wrap up lextree_build
* process. Split the hmm propagation to propagation for leaves and
* non-leaves node. This allows an easier time for turning off the
* rescoring stage. However, the implementation is not clever enough. One
* should split the array to leave array and non-leave array.
*
* Revision 1.7 2005/06/16 04:59:10 archan
* Sphinx3 to s3.generic, a gentle-refactored version of Dave's change in senone scale.
*
* Revision 1.6 2005/06/13 04:02:59 archan
* Fixed most doxygen-style documentation under libs3decoder.
*
* Revision 1.5 2005/04/25 23:53:35 archan
* 1, Some minor modification of vithist_t, vithist_rescore can now support optional LM rescoring, vithist also has its own reporting routine. A new argument -lmrescore is also added in decode and livepretend. This can switch on and off the rescoring procedure. 2, I am reaching the final difficulty of mode 5 implementation. That is, to implement an algorithm which dynamically decide which tree copies should be entered. However, stuffs like score propagation in the leave nodes and non-leaves nodes are already done. 3, As briefly mentioned in 2, implementation of rescoring , which used to happened at leave nodes are now separated. The current implementation is not the most clever one. Wish I have time to change it before check-in to the canonical.
*
* Revision 1.4 2005/04/25 19:22:47 archan
* Refactor out the code of rescoring from lexical tree. Potentially we want to turn off the rescoring if we need.
*
* Revision 1.3 2005/03/30 01:22:47 archan
* Fixed mistakes in last updates. Add
*
*
* 29-Feb-2000 M K Ravishankar (rkm@cs.cmu.edu) at Carnegie Mellon University
* Modified some functions to be able to deal with HMMs with any number
* of states.
*
* 07-Jul-1999 M K Ravishankar (rkm@cs.cmu.edu) at Carnegie Mellon University
* Added lextree_node_t.ci and lextree_ci_active().
*
* 30-Apr-1999 M K Ravishankar (rkm@cs.cmu.edu) at Carnegie Mellon University
* Started.
*/
#ifndef _S3_LEXTREE_H_
#define _S3_LEXTREE_H_
#include <stdio.h>
#include <bitvec.h>
#include <s3types.h>
#include <glist.h>
#include "kbcore.h"
#include "hmm.h"
#include "lm.h"
#include "vithist.h"
#include "ascr.h"
#include "fast_algo_struct.h"
#include "dict.h"
#include "mdef.h"
#ifdef __cplusplus
extern "C" {
#endif
#if 0
} /* Fool Emacs into not indenting things. */
#endif
#define LEXTREE_OPERATION_SUCCESS 1
#define LEXTREE_OPERATION_FAILURE 0
#define LEXTREE_TYPE_FILLER -1
#define LEXTREE_TYPE_UNIGRAM 0
#define LEXTREE_TYPE_BIGRAM 1
#define LEXTREE_TYPE_TRIGRAM 2
#if 0 /*Number reserved but not used */
#define LEXTREE_TYPE_QUADGRAM 3
#define LEXTREE_TYPE_QUINGRAM 4
#endif
/** \file lextree.h
* \brief Data structure of lexical tree.
*
* A lextree can be built for a specific history (e.g., for all bigram successors of a given
* word or trigram successors of a word-pair in a given LM). The history provides a set of left
* context CIphones (if the final history word has multiple pronunciations; and there is always
* <sil>).
* A lextree is usually a set of trees, one for each distinct root model for the given set of
* words. Furthermore, the root node of each tree can itself actually be a SET of nodes,
* required by the different left contexts. If there is no history (i.e., the unigram lextree),
* any CIphone is a potential left-context. But this can explode the number of root nodes.
* So, the root nodes of the unigram lextree use COMPOSITE models (see dict2pid.h), merging
* different contexts into one. Similarly, the right context (at the leaves of any lextree) is
* always unknown. So, all leaf nodes also use composite models.
* Lextrees are formed by sharing as much of the HMM models as possible (based on senone-seq ID),
* before having to diverge. But the leaf nodes are always distinct for each word.
* Finally, each node has a (language model) probability, given its history. It is the max. of
* the LM probability of all the words reachable from that node. (Strictly speaking, it should
* be their sum instead of max, but practically it makes little difference.)
*
*
*
* ARCHAN : Two weaknesses of the code, 1, when full triphone is
* expanded, the code loop for all CI index. This is because dict2pid,
* unlike ctxt_table, doesn't provide a list of triphones
* 2, for all active node, the code has iterate two times. Rather than once, because of separation
* of prop_non_leaves and prop_leaves.
*/
/*
* \struct lextree_node_t
* One node in a lextree.
*/
typedef struct {
hmm_t hmm; /**< HMM states */
hmm_context_t *ctx; /**< HMM context pointer (not owned by this structure) */
glist_t children; /**< Its data.ptr are children (lextree_node_t *)
If non-leaf node, this is the list of
successor nodes.
If leaf node, if we are in normal mode and
this list will not be empty.
This is the list of all possible triphone.
If it is not allocated. The code will
allocate it.
*/
int32 wid; /**< Dictionary word-ID if a leaf node; BAD_S3WID otherwise */
int32 prob; /**< LM probability of this node (of all words leading from this node) */
int32 ssid; /**< Senone-sequence ID (or composite state-seq ID if composite) */
s3cipid_t rc; /**< The (compressed) right context for this node. Preferably compressed.
*/
s3cipid_t ci; /**< CIphone id for this node */
int8 composite; /**< Whether it is a composite model (merging many left/right contexts) */
} lextree_node_t;
/* Access macros; not meant for arbitrary use */
#define lextree_node_wid(n) ((n)->wid)
#define lextree_node_prob(n) ((n)->prob)
#define lextree_node_ssid(n) ((n)->ssid)
#define lextree_node_rc(n) ((n)->rc)
#define lextree_node_composite(n) ((n)->composite)
#define lextree_node_frame(n) ((n)->frame)
/*
* \struct lextree_lcroot_t
* Root nodes of the lextree valid for a given left context CIphone.
*/
typedef struct {
s3cipid_t lc; /* Left context CIphone */
glist_t root; /* Its data.ptr are the root nodes (lextree_node_t *) of interest; subset
of the entire lextree roots */
} lextree_lcroot_t;
/*
* \struct lextree_t
* Entire lextree.
*/
typedef struct {
int32 type; /**< For use by other modules; NOT maintained here. For example:
N-gram type; 0: unigram lextree, 1: 2g, 2: 3g lextree... */
glist_t root; /**< The entire set of root nodes (lextree_node_t) for this lextree */
lextree_lcroot_t *lcroot; /**< Lists of subsets of root nodes; a list for each left context;
NULL if n_lc == 0 (i.e., no specific left context) */
int32 n_lc; /**< No. of separate left contexts being maintained, if any */
int32 n_node; /**< Total No. of nodes in this lextree which is allocated in the initialization time */
int32 n_alloc_node; /**< Total No. of nodes in this lextree which is allocated dynamically */
int32 n_alloc_blk_sz; /**< Block size of each allocation */
hmm_context_t *ctx; /**< HMM context for non-composite triphones. */
hmm_context_t *comctx; /**< HMM context for composite triphones. */
lextree_node_t **active; /**< Nodes active in any frame */
lextree_node_t **next_active; /**< Like active, but temporary space for constructing the
active list for the next frame using the current */
int32 n_active; /**< No. of nodes active in current frame */
int32 n_next_active; /**< No. of nodes active in current frame */
int32 best; /**< Best HMM state score in current frame (for pruning) */
int32 wbest; /**< Best wordexit HMM state score in current frame (for pruning) */
char prev_word[100]; /**< This is used in WST. The previous word for a tree */
} lextree_t;
/* Access macros; not meant for arbitrary usage */
#define lextree_type(l) ((l)->type)
#define lextree_root(l) ((l)->root)
#define lextree_lcroot(l) ((l)->lcroot)
#define lextree_n_lc(l) ((l)->n_lc)
#define lextree_n_node(l) ((l)->n_node)
#define lextree_n_alloc_node(l) ((l)->n_alloc_node)
#define lextree_active(l) ((l)->active)
#define lextree_next_active(l) ((l)->next_active)
#define lextree_n_active(l) ((l)->n_active)
#define lextree_n_next_active(l) ((l)->n_next_active)
/** Initialize a lexical tree, also factor language model score through out the tree. Currently only
* unigram look-ahead is supported.
*/
lextree_t* lextree_init(
kbcore_t *kbcore, /**< In: Initialized kbcore */
lm_t* lm, /**< In: LM, to decide which set of word list is used */
char *lmname, /**< In: LM name */
int32 istreeUgProb, /**< In: Decide whether LM factoring is used or not */
int32 bReport, /**< In: Whether to report the progress so far. */
int32 type /**< In: Type of the lexical tree, 0: unigram lextree, 1: 2g, 2: 3g lextree*/
);
/** Initialize a filler tree.
*/
lextree_t* fillertree_init(
kbcore_t *kbcore /**< In: Initialized kbcore */
);
/** Report the lextree data structure.
*/
void lextree_report(
lextree_t *ltree /**< In: Report a lexical tree*/
);
/**
* Build a lexical tree for the set of words specified in wordprob[] (with their
* associated LM probabilities). wordprob[] must contain EXACTLY the set of words for
* which the lextree is to be built, i.e, including alternatives and excluding OOVs.
* Return value: Pointer to lextree_t structure representing entire lextree.
*/
lextree_t *
lextree_build (kbcore_t *kbc, /**< In: All the necessary knowledge bases */
wordprob_t *wordprob, /**< In: Words in the tree and their (LM) probabilities */
int32 n_word, /**< In: Size of the wordprob[] array */
s3cipid_t *lc, /**< In: BAD_S3CIPID terminated array of left context
CIphones, or NULL if no specific left context */
int32 type /**< In: Type of lextree */
);
/* Free a lextree that was created by lextree_build */
void lextree_free (lextree_t *lextree);
/**
* Reset the entire lextree (to the inactive state). I.e., mark each HMM node as inactive,
* (with lextree_node_t.frame = -1), and the active list size to 0.
*/
void lextree_utt_end (lextree_t *l, kbcore_t *kbc);
/**
* Enter root nodes of lextree for given left-context, with given incoming score/history.
*/
void lextree_enter (lextree_t *lextree, /**< In/Out: Lextree being entered */
s3cipid_t lc, /**< In: Left-context if any (can be BAD_S3CIPID) */
int32 frame, /**< In: Frame from which being activated (for the next) */
int32 inscore, /**< In: Incoming score */
int32 inhist, /**< In: Incoming history */
int32 thresh, /**< In: Pruning threshold; incoming scores below this
threshold will not enter successfully */
kbcore_t *kbc /**< In: a kbcore, that provided stuffs such as dict and dict2pid */
);
/**
* Swap the active and next_active lists of the given lextree. (Usually done at the end of
* each frame: from the current active list, we've built the next_active list for the next
* frame, and finally need to make the latter the current active list.)
*/
void lextree_active_swap (lextree_t *lextree /**< The lexical tree*/
);
/**
* Marks the active ssid and composite ssids in the given lextree. Caller must allocate ssid[]
* and comssid[]. Caller also responsible for clearing them before calling this function.
*/
void lextree_ssid_active (lextree_t *lextree, /**< In: lextree->active is scanned */
uint8 *ssid, /**< In/Out: ssid[s] is set to non-0 if senone
sequence ID s is active */
uint8 *comssid /**< In/Out: comssid[s] is set to non-0 if
composite senone sequence ID s is active */
);
/**
* For each active lextree node, mark the corresponding CI phone as active.
*/
void lextree_ci_active (lextree_t *lextree, /**< In: Lextree being traversed */
bitvec_t *ci_active /**< In/Out: Active/inactive flag for ciphones */
);
/**
* Evaluate the active HMMs in the given lextree, using the current frame senone scores.
* Return value: The best HMM state score as a result.
* Note that the current
*/
int32 lextree_hmm_eval (lextree_t *lextree, /**< In/Out: Lextree with HMMs to be evaluated */
kbcore_t *kbc, /**< In: */
ascr_t *ascr, /**< In: Senone scores (primary and composite) */
int32 f, /**< In: Frame in which being invoked */
FILE *fp /**< In: If not-NULL, dump HMM state (for debugging) */
);
/*
* ARCHAN: Starting from Sphinx 3.6, lextree_hmm_propagate is separated to
* lextree_hmm_propagate_non_leaves and lextree_hmm_propagate_leaves. This allows
* the rescoring routine to be more easily switched off
*/
/**
*
* Propagate the non-leaves nodes of HMMs in the given lextree
* through to the start of the next frame. Called after HMM state
* scores have been updated. Marks those with "good" scores as
* active for the next frame.
*
* There is a difference between this part of the code in the
* composite mode or not in the composite mode. When in composite
* mode, the code will propagate the leaf node as if it is just a
* simple node. In that case, composite senone-sequence index will
* be used.
*
* (Warning! Grandpa is the true daddy! ) In the case when full
* triphone is expanded, the code will propagate to all possible
* contexts expansion which is stored in the "children" list of the
* leaf nodes. Notice, conceptually the list of all possible
* contexts should be the children of the parent of the leave nodes
* rather than the children of the leave node. However, physically,
* the expansion was part of the children list. So, there will be
* subtle difference in propagation.
*
* @return SRCH_FAILURE if it failed, SRCH_SUCCESS if it succeeded.
*/
int32 lextree_hmm_propagate_non_leaves (lextree_t *lextree, /**< In/Out: Propagate scores across HMMs in
this lextree */
kbcore_t *kbc, /**< In: Core knowledge bases */
int32 cf, /**< In: Current frame index. */
int32 th, /**< In: General (HMM survival) pruning thresh */
int32 pth, /**< In: Phone transition pruning threshold */
int32 wth, /**< In: Word exit pruning threshold */
pl_t* pl /**< In: Phoneme lookahead struct*/
);
/**
* Propagate the leaves nodes of HMMs in the given lextree through to
* the start of the next frame. Called after HMM state scores have
* been updated. Propagates HMM exit scores through to successor HMM
* entry states. It should be called right after
* lextree_hmm_propagate_leaves.
*
* @return SRCH_FAILURE if it failed, SRCH_SUCCESS if it succeeded.
*/
int32 lextree_hmm_propagate_leaves (lextree_t *lextree, /**< In/Out: Propagate scores across HMMs in
this lextree */
kbcore_t *kbc, /**< In: Core knowledge bases */
vithist_t *vh, /**< In/Out: Viterbi history structure to be
updated with word exits */
int32 cf, /**< In: Current frame index */
int32 wth /**< In: Word exit pruning threshold */
);
/**
* In order to use histogram pruning, get a histogram of the bestscore of each active HMM in
* the given lextree. For a given HMM, its bin is determined by:
* (bestscr - hmm->bestscore) / bw.
* Invoked right after all active HMMs are evaluated.
*/
void lextree_hmm_histbin (lextree_t *lextree, /**< In: Its active HMM bestscores are used */
int32 bestscr, /**< In: Overall bestscore in current frame */
int32 *bin, /**< In/Out: The histogram bins; caller allocates
this array */
int32 nbin, /**< In: Size of bin[] */
int32 bw /**< In: Bin width; i.e., score range per bin */
);
/** For debugging, dump the whole lexical tree*/
void lextree_dump (lextree_t *lextree, /**< In: A lexical tree*/
dict_t *dict, /**< In: a dictionary */
mdef_t *mdef, /**< In: a model definition */
FILE *fp, /**< A file pointer */
int32 fmt /**< fmt=1, Ravi's format, fmt=2, Dot's format*/
);
/** Utility function that count the number of links */
int32 num_lextree_links(lextree_t *ltree /**< In: A lexical tree */
);
#if 0
{ /* Stop indent from complaining */
#endif
#ifdef __cplusplus
}
#endif
#endif
|