1 // compose.h
2
3 // Licensed under the Apache License, Version 2.0 (the "License");
4 // you may not use this file except in compliance with the License.
5 // You may obtain a copy of the License at
6 //
7 // http://www.apache.org/licenses/LICENSE-2.0
8 //
9 // Unless required by applicable law or agreed to in writing, software
10 // distributed under the License is distributed on an "AS IS" BASIS,
11 // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12 // See the License for the specific language governing permissions and
13 // limitations under the License.
14 //
15 // Copyright 2005-2010 Google, Inc.
16 // Author: riley@google.com (Michael Riley)
17 //
18 // \file
19 // Class to compute the composition of two FSTs
20
21 #ifndef FST_LIB_COMPOSE_H__
22 #define FST_LIB_COMPOSE_H__
23
24 #include <algorithm>
25 #include <string>
26 #include <vector>
27 using std::vector;
28
29 #include <fst/cache.h>
30 #include <fst/compose-filter.h>
31 #include <fst/lookahead-filter.h>
32 #include <fst/matcher.h>
33 #include <fst/state-table.h>
34 #include <fst/test-properties.h>
35
36
37 namespace fst {
38
39 // Delayed composition options templated on the arc type, the matcher,
40 // the composition filter, and the composition state table. By
41 // default, the matchers, filter, and state table are constructed by
42 // composition. If set below, the user can instead pass in these
43 // objects; in that case, ComposeFst takes their ownership. This
44 // version controls composition implemented between generic Fst<Arc>
45 // types and a shared matcher type M for Fst<Arc>. This should be
46 // adequate for most applications, giving a reasonable tradeoff
47 // between efficiency and code sharing (but see ComposeFstImplOptions).
48 template <class A,
49 class M = Matcher<Fst<A> >,
50 class F = SequenceComposeFilter<M>,
51 class T = GenericComposeStateTable<A, typename F::FilterState> >
52 struct ComposeFstOptions : public CacheOptions {
53 M *matcher1; // FST1 matcher (see matcher.h)
54 M *matcher2; // FST2 matcher
55 F *filter; // Composition filter (see compose-filter.h)
56 T *state_table; // Composition state table (see compose-state-table.h)
57
58 explicit ComposeFstOptions(const CacheOptions &opts,
59 M *mat1 = 0, M *mat2 = 0,
60 F *filt = 0, T *sttable= 0)
CacheOptionsComposeFstOptions61 : CacheOptions(opts), matcher1(mat1), matcher2(mat2),
62 filter(filt), state_table(sttable) {}
63
ComposeFstOptionsComposeFstOptions64 ComposeFstOptions() : matcher1(0), matcher2(0), filter(0), state_table(0) {}
65 };
66
67
68 // Delayed composition options templated on the two matcher types, the
69 // composition filter, and the composition state table. By default,
70 // the matchers, filter, and state table are constructed by
71 // composition. If set below, the user can instead pass in these
72 // objects; in that case, ComposeFst takes their ownership. This
73 // version controls composition implemented using arbitrary matchers
74 // (of the same Arc type but otherwise arbitrary Fst type). The user
75 // must ensure the matchers are compatible. These options permit the
76 // most efficient use, but shares the least code. This is for advanced
77 // use only in the most demanding or specialized applications that can
78 // benefit from it (o.w. prefer ComposeFstOptions).
79 template <class M1, class M2,
80 class F = SequenceComposeFilter<M1, M2>,
81 class T = GenericComposeStateTable<typename M1::Arc,
82 typename F::FilterState> >
83 struct ComposeFstImplOptions : public CacheOptions {
84 M1 *matcher1; // FST1 matcher (see matcher.h)
85 M2 *matcher2; // FST2 matcher
86 F *filter; // Composition filter (see compose-filter.h)
87 T *state_table; // Composition state table (see compose-state-table.h)
88
89 explicit ComposeFstImplOptions(const CacheOptions &opts,
90 M1 *mat1 = 0, M2 *mat2 = 0,
91 F *filt = 0, T *sttable= 0)
CacheOptionsComposeFstImplOptions92 : CacheOptions(opts), matcher1(mat1), matcher2(mat2),
93 filter(filt), state_table(sttable) {}
94
ComposeFstImplOptionsComposeFstImplOptions95 ComposeFstImplOptions()
96 : matcher1(0), matcher2(0), filter(0), state_table(0) {}
97 };
98
99
100 // Implementation of delayed composition. This base class is
101 // common to the variants with different matchers, composition filters
102 // and state tables.
103 template <class A>
104 class ComposeFstImplBase : public CacheImpl<A> {
105 public:
106 using FstImpl<A>::SetType;
107 using FstImpl<A>::SetProperties;
108 using FstImpl<A>::Properties;
109 using FstImpl<A>::SetInputSymbols;
110 using FstImpl<A>::SetOutputSymbols;
111
112 using CacheBaseImpl< CacheState<A> >::HasStart;
113 using CacheBaseImpl< CacheState<A> >::HasFinal;
114 using CacheBaseImpl< CacheState<A> >::HasArcs;
115 using CacheBaseImpl< CacheState<A> >::SetFinal;
116 using CacheBaseImpl< CacheState<A> >::SetStart;
117
118 typedef typename A::Label Label;
119 typedef typename A::Weight Weight;
120 typedef typename A::StateId StateId;
121 typedef CacheState<A> State;
122
ComposeFstImplBase(const Fst<A> & fst1,const Fst<A> & fst2,const CacheOptions & opts)123 ComposeFstImplBase(const Fst<A> &fst1, const Fst<A> &fst2,
124 const CacheOptions &opts)
125 : CacheImpl<A>(opts) {
126 VLOG(2) << "ComposeFst(" << this << "): Begin";
127 SetType("compose");
128
129 if (!CompatSymbols(fst2.InputSymbols(), fst1.OutputSymbols())) {
130 FSTERROR() << "ComposeFst: output symbol table of 1st argument "
131 << "does not match input symbol table of 2nd argument";
132 SetProperties(kError, kError);
133 }
134
135 SetInputSymbols(fst1.InputSymbols());
136 SetOutputSymbols(fst2.OutputSymbols());
137 }
138
ComposeFstImplBase(const ComposeFstImplBase<A> & impl)139 ComposeFstImplBase(const ComposeFstImplBase<A> &impl)
140 : CacheImpl<A>(impl, true) {
141 SetProperties(impl.Properties(), kCopyProperties);
142 SetInputSymbols(impl.InputSymbols());
143 SetOutputSymbols(impl.OutputSymbols());
144 }
145
146 virtual ComposeFstImplBase<A> *Copy() = 0;
147
~ComposeFstImplBase()148 virtual ~ComposeFstImplBase() {}
149
Start()150 StateId Start() {
151 if (!HasStart()) {
152 StateId start = ComputeStart();
153 if (start != kNoStateId) {
154 SetStart(start);
155 }
156 }
157 return CacheImpl<A>::Start();
158 }
159
Final(StateId s)160 Weight Final(StateId s) {
161 if (!HasFinal(s)) {
162 Weight final = ComputeFinal(s);
163 SetFinal(s, final);
164 }
165 return CacheImpl<A>::Final(s);
166 }
167
168 virtual void Expand(StateId s) = 0;
169
NumArcs(StateId s)170 size_t NumArcs(StateId s) {
171 if (!HasArcs(s))
172 Expand(s);
173 return CacheImpl<A>::NumArcs(s);
174 }
175
NumInputEpsilons(StateId s)176 size_t NumInputEpsilons(StateId s) {
177 if (!HasArcs(s))
178 Expand(s);
179 return CacheImpl<A>::NumInputEpsilons(s);
180 }
181
NumOutputEpsilons(StateId s)182 size_t NumOutputEpsilons(StateId s) {
183 if (!HasArcs(s))
184 Expand(s);
185 return CacheImpl<A>::NumOutputEpsilons(s);
186 }
187
InitArcIterator(StateId s,ArcIteratorData<A> * data)188 void InitArcIterator(StateId s, ArcIteratorData<A> *data) {
189 if (!HasArcs(s))
190 Expand(s);
191 CacheImpl<A>::InitArcIterator(s, data);
192 }
193
194 protected:
195 virtual StateId ComputeStart() = 0;
196 virtual Weight ComputeFinal(StateId s) = 0;
197 };
198
199
200 // Implementaion of delayed composition templated on the matchers (see
201 // matcher.h), composition filter (see compose-filter-inl.h) and
202 // the composition state table (see compose-state-table.h).
203 template <class M1, class M2, class F, class T>
204 class ComposeFstImpl : public ComposeFstImplBase<typename M1::Arc> {
205 typedef typename M1::FST FST1;
206 typedef typename M2::FST FST2;
207 typedef typename M1::Arc Arc;
208 typedef typename Arc::StateId StateId;
209 typedef typename Arc::Label Label;
210 typedef typename Arc::Weight Weight;
211 typedef typename F::FilterState FilterState;
212 typedef typename F::Matcher1 Matcher1;
213 typedef typename F::Matcher2 Matcher2;
214
215 using CacheBaseImpl<CacheState<Arc> >::SetArcs;
216 using FstImpl<Arc>::SetType;
217 using FstImpl<Arc>::SetProperties;
218
219 typedef ComposeStateTuple<StateId, FilterState> StateTuple;
220
221 public:
222 ComposeFstImpl(const FST1 &fst1, const FST2 &fst2,
223 const ComposeFstImplOptions<M1, M2, F, T> &opts);
224
ComposeFstImpl(const ComposeFstImpl<M1,M2,F,T> & impl)225 ComposeFstImpl(const ComposeFstImpl<M1, M2, F, T> &impl)
226 : ComposeFstImplBase<Arc>(impl),
227 filter_(new F(*impl.filter_, true)),
228 matcher1_(filter_->GetMatcher1()),
229 matcher2_(filter_->GetMatcher2()),
230 fst1_(matcher1_->GetFst()),
231 fst2_(matcher2_->GetFst()),
232 state_table_(new T(*impl.state_table_)),
233 match_type_(impl.match_type_) {}
234
~ComposeFstImpl()235 ~ComposeFstImpl() {
236 VLOG(2) << "ComposeFst(" << this
237 << "): End: # of visited states: " << state_table_->Size();
238
239 delete filter_;
240 delete state_table_;
241 }
242
Copy()243 virtual ComposeFstImpl<M1, M2, F, T> *Copy() {
244 return new ComposeFstImpl<M1, M2, F, T>(*this);
245 }
246
Properties()247 uint64 Properties() const { return Properties(kFstProperties); }
248
249 // Set error if found; return FST impl properties.
Properties(uint64 mask)250 uint64 Properties(uint64 mask) const {
251 if ((mask & kError) &&
252 (fst1_.Properties(kError, false) ||
253 fst2_.Properties(kError, false) ||
254 (matcher1_->Properties(0) & kError) ||
255 (matcher2_->Properties(0) & kError) |
256 (filter_->Properties(0) & kError) ||
257 state_table_->Error())) {
258 SetProperties(kError, kError);
259 }
260 return FstImpl<Arc>::Properties(mask);
261 }
262
263 // Arranges it so that the first arg to OrderedExpand is the Fst
264 // that will be matched on.
Expand(StateId s)265 void Expand(StateId s) {
266 const StateTuple &tuple = state_table_->Tuple(s);
267 StateId s1 = tuple.state_id1;
268 StateId s2 = tuple.state_id2;
269 filter_->SetState(s1, s2, tuple.filter_state);
270 if (match_type_ == MATCH_OUTPUT ||
271 (match_type_ == MATCH_BOTH &&
272 internal::NumArcs(fst1_, s1) > internal::NumArcs(fst2_, s2)))
273 OrderedExpand(s, fst1_, s1, fst2_, s2, matcher1_, false);
274 else
275 OrderedExpand(s, fst2_, s2, fst1_, s1, matcher2_, true);
276 }
277
GetFst1()278 const FST1 &GetFst1() { return fst1_; }
GetFst2()279 const FST2 &GetFst2() { return fst2_; }
GetMatcher1()280 M1 *GetMatcher1() { return matcher1_; }
GetMatcher2()281 M2 *GetMatcher2() { return matcher2_; }
GetFilter()282 F *GetFilter() { return filter_; }
GetStateTable()283 T *GetStateTable() { return state_table_; }
284
285 private:
286 // This does that actual matching of labels in the composition. The
287 // arguments are ordered so matching is called on state 'sa' of
288 // 'fsta' for each arc leaving state 'sb' of 'fstb'. The 'match_input' arg
289 // determines whether the input or output label of arcs at 'sb' is
290 // the one to match on.
291 template <class FST, class Matcher>
OrderedExpand(StateId s,const Fst<Arc> &,StateId sa,const FST & fstb,StateId sb,Matcher * matchera,bool match_input)292 void OrderedExpand(StateId s, const Fst<Arc> &, StateId sa,
293 const FST &fstb, StateId sb,
294 Matcher *matchera, bool match_input) {
295 matchera->SetState(sa);
296
297 // First process non-consuming symbols (e.g., epsilons) on FSTA.
298 Arc loop(match_input ? 0 : kNoLabel, match_input ? kNoLabel : 0,
299 Weight::One(), sb);
300 MatchArc(s, matchera, loop, match_input);
301
302 // Then process matches on FSTB.
303 for (ArcIterator<FST> iterb(fstb, sb); !iterb.Done(); iterb.Next())
304 MatchArc(s, matchera, iterb.Value(), match_input);
305
306 SetArcs(s);
307 }
308
309 // Matches a single transition from 'fstb' against 'fata' at 's'.
310 template <class Matcher>
MatchArc(StateId s,Matcher * matchera,const Arc & arc,bool match_input)311 void MatchArc(StateId s, Matcher *matchera,
312 const Arc &arc, bool match_input) {
313 if (matchera->Find(match_input ? arc.olabel : arc.ilabel)) {
314 for (; !matchera->Done(); matchera->Next()) {
315 Arc arca = matchera->Value();
316 Arc arcb = arc;
317 if (match_input) {
318 const FilterState &f = filter_->FilterArc(&arcb, &arca);
319 if (f != FilterState::NoState())
320 AddArc(s, arcb, arca, f);
321 } else {
322 const FilterState &f = filter_->FilterArc(&arca, &arcb);
323 if (f != FilterState::NoState())
324 AddArc(s, arca, arcb, f);
325 }
326 }
327 }
328 }
329
330 // Add a matching transition at 's'.
AddArc(StateId s,const Arc & arc1,const Arc & arc2,const FilterState & f)331 void AddArc(StateId s, const Arc &arc1, const Arc &arc2,
332 const FilterState &f) {
333 StateTuple tuple(arc1.nextstate, arc2.nextstate, f);
334 Arc oarc(arc1.ilabel, arc2.olabel, Times(arc1.weight, arc2.weight),
335 state_table_->FindState(tuple));
336 CacheImpl<Arc>::PushArc(s, oarc);
337 }
338
ComputeStart()339 StateId ComputeStart() {
340 StateId s1 = fst1_.Start();
341 if (s1 == kNoStateId)
342 return kNoStateId;
343
344 StateId s2 = fst2_.Start();
345 if (s2 == kNoStateId)
346 return kNoStateId;
347
348 const FilterState &f = filter_->Start();
349 StateTuple tuple(s1, s2, f);
350 return state_table_->FindState(tuple);
351 }
352
ComputeFinal(StateId s)353 Weight ComputeFinal(StateId s) {
354 const StateTuple &tuple = state_table_->Tuple(s);
355 StateId s1 = tuple.state_id1;
356 Weight final1 = internal::Final(fst1_, s1);
357 if (final1 == Weight::Zero())
358 return final1;
359
360 StateId s2 = tuple.state_id2;
361 Weight final2 = internal::Final(fst2_, s2);
362 if (final2 == Weight::Zero())
363 return final2;
364
365 filter_->SetState(s1, s2, tuple.filter_state);
366 filter_->FilterFinal(&final1, &final2);
367 return Times(final1, final2);
368 }
369
370 // Identifies and verifies the capabilities of the matcher to be used for
371 // composition.
372 void SetMatchType();
373
374 F *filter_;
375 Matcher1 *matcher1_;
376 Matcher2 *matcher2_;
377 const FST1 &fst1_;
378 const FST2 &fst2_;
379 T *state_table_;
380
381 MatchType match_type_;
382
383 void operator=(const ComposeFstImpl<M1, M2, F, T> &); // disallow
384 };
385
386 template <class M1, class M2, class F, class T> inline
ComposeFstImpl(const FST1 & fst1,const FST2 & fst2,const ComposeFstImplOptions<M1,M2,F,T> & opts)387 ComposeFstImpl<M1, M2, F, T>::ComposeFstImpl(
388 const FST1 &fst1, const FST2 &fst2,
389 const ComposeFstImplOptions<M1, M2, F, T> &opts)
390 : ComposeFstImplBase<Arc>(fst1, fst2, opts),
391 filter_(opts.filter ? opts.filter :
392 new F(fst1, fst2, opts.matcher1, opts.matcher2)),
393 matcher1_(filter_->GetMatcher1()),
394 matcher2_(filter_->GetMatcher2()),
395 fst1_(matcher1_->GetFst()),
396 fst2_(matcher2_->GetFst()),
397 state_table_(opts.state_table ? opts.state_table :
398 new T(fst1_, fst2_)) {
399 SetMatchType();
400 if (match_type_ == MATCH_NONE)
401 SetProperties(kError, kError);
402 VLOG(2) << "ComposeFst(" << this << "): Match type: "
403 << (match_type_ == MATCH_OUTPUT ? "output" :
404 (match_type_ == MATCH_INPUT ? "input" :
405 (match_type_ == MATCH_BOTH ? "both" :
406 (match_type_ == MATCH_NONE ? "none" : "unknown"))));
407
408 uint64 fprops1 = fst1.Properties(kFstProperties, false);
409 uint64 fprops2 = fst2.Properties(kFstProperties, false);
410 uint64 mprops1 = matcher1_->Properties(fprops1);
411 uint64 mprops2 = matcher2_->Properties(fprops2);
412 uint64 cprops = ComposeProperties(mprops1, mprops2);
413 SetProperties(filter_->Properties(cprops), kCopyProperties);
414 if (state_table_->Error()) SetProperties(kError, kError);
415 VLOG(2) << "ComposeFst(" << this << "): Initialized";
416 }
417
418 template <class M1, class M2, class F, class T>
SetMatchType()419 void ComposeFstImpl<M1, M2, F, T>::SetMatchType() {
420 MatchType type1 = matcher1_->Type(false);
421 MatchType type2 = matcher2_->Type(false);
422 uint32 flags1 = matcher1_->Flags();
423 uint32 flags2 = matcher2_->Flags();
424 if (flags1 & flags2 & kRequireMatch) {
425 FSTERROR() << "ComposeFst: only one argument can require matching.";
426 match_type_ = MATCH_NONE;
427 } else if (flags1 & kRequireMatch) {
428 if (matcher1_->Type(true) != MATCH_OUTPUT) {
429 FSTERROR() << "ComposeFst: 1st argument requires matching but cannot.";
430 match_type_ = MATCH_NONE;
431 }
432 match_type_ = MATCH_OUTPUT;
433 } else if (flags2 & kRequireMatch) {
434 if (matcher2_->Type(true) != MATCH_INPUT) {
435 FSTERROR() << "ComposeFst: 2nd argument requires matching but cannot.";
436 match_type_ = MATCH_NONE;
437 }
438 match_type_ = MATCH_INPUT;
439 } else if (flags1 & flags2 & kPreferMatch &&
440 type1 == MATCH_OUTPUT && type2 == MATCH_INPUT) {
441 match_type_ = MATCH_BOTH;
442 } else if (flags1 & kPreferMatch && type1 == MATCH_OUTPUT) {
443 match_type_ = MATCH_OUTPUT;
444 } else if (flags2 & kPreferMatch && type2 == MATCH_INPUT) {
445 match_type_ = MATCH_INPUT;
446 } else if (type1 == MATCH_OUTPUT && type2 == MATCH_INPUT) {
447 match_type_ = MATCH_BOTH;
448 } else if (type1 == MATCH_OUTPUT) {
449 match_type_ = MATCH_OUTPUT;
450 } else if (type2 == MATCH_INPUT) {
451 match_type_ = MATCH_INPUT;
452 } else if (flags1 & kPreferMatch && matcher1_->Type(true) == MATCH_OUTPUT) {
453 match_type_ = MATCH_OUTPUT;
454 } else if (flags2 & kPreferMatch && matcher2_->Type(true) == MATCH_INPUT) {
455 match_type_ = MATCH_INPUT;
456 } else if (matcher1_->Type(true) == MATCH_OUTPUT) {
457 match_type_ = MATCH_OUTPUT;
458 } else if (matcher2_->Type(true) == MATCH_INPUT) {
459 match_type_ = MATCH_INPUT;
460 } else {
461 FSTERROR() << "ComposeFst: 1st argument cannot match on output labels "
462 << "and 2nd argument cannot match on input labels (sort?).";
463 match_type_ = MATCH_NONE;
464 }
465 }
466
467
468 // Computes the composition of two transducers. This version is a
469 // delayed Fst. If FST1 transduces string x to y with weight a and FST2
470 // transduces y to z with weight b, then their composition transduces
471 // string x to z with weight Times(x, z).
472 //
473 // The output labels of the first transducer or the input labels of
474 // the second transducer must be sorted (with the default matcher).
475 // The weights need to form a commutative semiring (valid for
476 // TropicalWeight and LogWeight).
477 //
478 // Complexity:
479 // Assuming the first FST is unsorted and the second is sorted:
480 // - Time: O(v1 v2 d1 (log d2 + m2)),
481 // - Space: O(v1 v2)
482 // where vi = # of states visited, di = maximum out-degree, and mi the
483 // maximum multiplicity of the states visited for the ith
484 // FST. Constant time and space to visit an input state or arc is
485 // assumed and exclusive of caching.
486 //
487 // Caveats:
488 // - ComposeFst does not trim its output (since it is a delayed operation).
489 // - The efficiency of composition can be strongly affected by several factors:
490 // - the choice of which tnansducer is sorted - prefer sorting the FST
491 // that has the greater average out-degree.
492 // - the amount of non-determinism
493 // - the presence and location of epsilon transitions - avoid epsilon
494 // transitions on the output side of the first transducer or
495 // the input side of the second transducer or prefer placing
496 // them later in a path since they delay matching and can
497 // introduce non-coaccessible states and transitions.
498 //
499 // This class attaches interface to implementation and handles
500 // reference counting, delegating most methods to ImplToFst.
501 template <class A>
502 class ComposeFst : public ImplToFst< ComposeFstImplBase<A> > {
503 public:
504 friend class ArcIterator< ComposeFst<A> >;
505 friend class StateIterator< ComposeFst<A> >;
506
507 typedef A Arc;
508 typedef typename A::Weight Weight;
509 typedef typename A::StateId StateId;
510 typedef CacheState<A> State;
511 typedef ComposeFstImplBase<A> Impl;
512
513 using ImplToFst<Impl>::SetImpl;
514
515 // Compose specifying only caching options.
516 ComposeFst(const Fst<A> &fst1, const Fst<A> &fst2,
517 const CacheOptions &opts = CacheOptions())
CreateBase(fst1,fst2,opts)518 : ImplToFst<Impl>(CreateBase(fst1, fst2, opts)) {}
519
520 // Compose specifying one shared matcher type M. Requires input
521 // Fsts and matcher FST type (M::FST) be Fst<A>. Recommended for
522 // best code-sharing and matcher compatiblity.
523 template <class M, class F, class T>
ComposeFst(const Fst<A> & fst1,const Fst<A> & fst2,const ComposeFstOptions<A,M,F,T> & opts)524 ComposeFst(const Fst<A> &fst1, const Fst<A> &fst2,
525 const ComposeFstOptions<A, M, F, T> &opts)
526 : ImplToFst<Impl>(CreateBase1(fst1, fst2, opts)) {}
527
528 // Compose specifying two matcher types M1 and M2. Requires input
529 // Fsts (of the same Arc type but o.w. arbitrary) match the
530 // corresponding matcher FST types (M1::FST, M2::FST). Recommended
531 // only for advanced use in demanding or specialized applications
532 // due to potential code bloat and matcher incompatibilities.
533 template <class M1, class M2, class F, class T>
ComposeFst(const typename M1::FST & fst1,const typename M2::FST & fst2,const ComposeFstImplOptions<M1,M2,F,T> & opts)534 ComposeFst(const typename M1::FST &fst1, const typename M2::FST &fst2,
535 const ComposeFstImplOptions<M1, M2, F, T> &opts)
536 : ImplToFst<Impl>(CreateBase2(fst1, fst2, opts)) {}
537
538 // See Fst<>::Copy() for doc.
539 ComposeFst(const ComposeFst<A> &fst, bool safe = false) {
540 if (safe)
541 SetImpl(fst.GetImpl()->Copy());
542 else
543 SetImpl(fst.GetImpl(), false);
544 }
545
546 // Get a copy of this ComposeFst. See Fst<>::Copy() for further doc.
547 virtual ComposeFst<A> *Copy(bool safe = false) const {
548 return new ComposeFst<A>(*this, safe);
549 }
550
551 virtual inline void InitStateIterator(StateIteratorData<A> *data) const;
552
InitArcIterator(StateId s,ArcIteratorData<A> * data)553 virtual void InitArcIterator(StateId s, ArcIteratorData<A> *data) const {
554 GetImpl()->InitArcIterator(s, data);
555 }
556
557 protected:
ComposeFst()558 ComposeFst() {}
559
560 // Create compose implementation specifying two matcher types.
561 template <class M1, class M2, class F, class T>
CreateBase2(const typename M1::FST & fst1,const typename M2::FST & fst2,const ComposeFstImplOptions<M1,M2,F,T> & opts)562 static Impl *CreateBase2(
563 const typename M1::FST &fst1, const typename M2::FST &fst2,
564 const ComposeFstImplOptions<M1, M2, F, T> &opts) {
565 Impl *impl = new ComposeFstImpl<M1, M2, F, T>(fst1, fst2, opts);
566 if (!(Weight::Properties() & kCommutative)) {
567 int64 props1 = fst1.Properties(kUnweighted, true);
568 int64 props2 = fst2.Properties(kUnweighted, true);
569 if (!(props1 & kUnweighted) && !(props2 & kUnweighted)) {
570 FSTERROR() << "ComposeFst: Weights must be a commutative semiring: "
571 << Weight::Type();
572 impl->SetProperties(kError, kError);
573 }
574 }
575 return impl;
576 }
577
578 // Create compose implementation specifying one matcher type.
579 // Requires input Fsts and matcher FST type (M::FST) be Fst<A>
580 template <class M, class F, class T>
CreateBase1(const Fst<A> & fst1,const Fst<A> & fst2,const ComposeFstOptions<A,M,F,T> & opts)581 static Impl *CreateBase1(const Fst<A> &fst1, const Fst<A> &fst2,
582 const ComposeFstOptions<A, M, F, T> &opts) {
583 ComposeFstImplOptions<M, M, F, T> nopts(opts, opts.matcher1, opts.matcher2,
584 opts.filter, opts.state_table);
585 return CreateBase2(fst1, fst2, nopts);
586 }
587
588 // Create compose implementation specifying no matcher type.
CreateBase(const Fst<A> & fst1,const Fst<A> & fst2,const CacheOptions & opts)589 static Impl *CreateBase(const Fst<A> &fst1, const Fst<A> &fst2,
590 const CacheOptions &opts) {
591 switch (LookAheadMatchType(fst1, fst2)) { // Check for lookahead matchers
592 default:
593 case MATCH_NONE: { // Default composition (no look-ahead)
594 VLOG(2) << "ComposeFst: Default composition (no look-ahead)";
595 ComposeFstOptions<Arc> nopts(opts);
596 return CreateBase1(fst1, fst2, nopts);
597 }
598 case MATCH_OUTPUT: { // Lookahead on fst1
599 VLOG(2) << "ComposeFst: Lookahead on fst1";
600 typedef typename DefaultLookAhead<Arc, MATCH_OUTPUT>::FstMatcher M;
601 typedef typename DefaultLookAhead<Arc, MATCH_OUTPUT>::ComposeFilter F;
602 ComposeFstOptions<Arc, M, F> nopts(opts);
603 return CreateBase1(fst1, fst2, nopts);
604 }
605 case MATCH_INPUT: { // Lookahead on fst2
606 VLOG(2) << "ComposeFst: Lookahead on fst2";
607 typedef typename DefaultLookAhead<Arc, MATCH_INPUT>::FstMatcher M;
608 typedef typename DefaultLookAhead<Arc, MATCH_INPUT>::ComposeFilter F;
609 ComposeFstOptions<Arc, M, F> nopts(opts);
610 return CreateBase1(fst1, fst2, nopts);
611 }
612 }
613 }
614
615 private:
616 // Makes visible to friends.
GetImpl()617 Impl *GetImpl() const { return ImplToFst<Impl>::GetImpl(); }
618
619 void operator=(const ComposeFst<A> &fst); // disallow
620 };
621
622
623 // Specialization for ComposeFst.
624 template<class A>
625 class StateIterator< ComposeFst<A> >
626 : public CacheStateIterator< ComposeFst<A> > {
627 public:
StateIterator(const ComposeFst<A> & fst)628 explicit StateIterator(const ComposeFst<A> &fst)
629 : CacheStateIterator< ComposeFst<A> >(fst, fst.GetImpl()) {}
630 };
631
632
633 // Specialization for ComposeFst.
634 template <class A>
635 class ArcIterator< ComposeFst<A> >
636 : public CacheArcIterator< ComposeFst<A> > {
637 public:
638 typedef typename A::StateId StateId;
639
ArcIterator(const ComposeFst<A> & fst,StateId s)640 ArcIterator(const ComposeFst<A> &fst, StateId s)
641 : CacheArcIterator< ComposeFst<A> >(fst.GetImpl(), s) {
642 if (!fst.GetImpl()->HasArcs(s))
643 fst.GetImpl()->Expand(s);
644 }
645
646 private:
647 DISALLOW_COPY_AND_ASSIGN(ArcIterator);
648 };
649
650 template <class A> inline
InitStateIterator(StateIteratorData<A> * data)651 void ComposeFst<A>::InitStateIterator(StateIteratorData<A> *data) const {
652 data->base = new StateIterator< ComposeFst<A> >(*this);
653 }
654
655 // Useful alias when using StdArc.
656 typedef ComposeFst<StdArc> StdComposeFst;
657
658 enum ComposeFilter { AUTO_FILTER, SEQUENCE_FILTER, ALT_SEQUENCE_FILTER,
659 MATCH_FILTER };
660
661 struct ComposeOptions {
662 bool connect; // Connect output
663 ComposeFilter filter_type; // Which pre-defined filter to use
664
665 ComposeOptions(bool c, ComposeFilter ft = AUTO_FILTER)
connectComposeOptions666 : connect(c), filter_type(ft) {}
ComposeOptionsComposeOptions667 ComposeOptions() : connect(true), filter_type(AUTO_FILTER) {}
668 };
669
670 // Computes the composition of two transducers. This version writes
671 // the composed FST into a MurableFst. If FST1 transduces string x to
672 // y with weight a and FST2 transduces y to z with weight b, then
673 // their composition transduces string x to z with weight
674 // Times(x, z).
675 //
676 // The output labels of the first transducer or the input labels of
677 // the second transducer must be sorted. The weights need to form a
678 // commutative semiring (valid for TropicalWeight and LogWeight).
679 //
680 // Complexity:
681 // Assuming the first FST is unsorted and the second is sorted:
682 // - Time: O(V1 V2 D1 (log D2 + M2)),
683 // - Space: O(V1 V2 D1 M2)
684 // where Vi = # of states, Di = maximum out-degree, and Mi is
685 // the maximum multiplicity for the ith FST.
686 //
687 // Caveats:
688 // - Compose trims its output.
689 // - The efficiency of composition can be strongly affected by several factors:
690 // - the choice of which tnansducer is sorted - prefer sorting the FST
691 // that has the greater average out-degree.
692 // - the amount of non-determinism
693 // - the presence and location of epsilon transitions - avoid epsilon
694 // transitions on the output side of the first transducer or
695 // the input side of the second transducer or prefer placing
696 // them later in a path since they delay matching and can
697 // introduce non-coaccessible states and transitions.
698 template<class Arc>
699 void Compose(const Fst<Arc> &ifst1, const Fst<Arc> &ifst2,
700 MutableFst<Arc> *ofst,
701 const ComposeOptions &opts = ComposeOptions()) {
702 typedef Matcher< Fst<Arc> > M;
703
704 if (opts.filter_type == AUTO_FILTER) {
705 CacheOptions nopts;
706 nopts.gc_limit = 0; // Cache only the last state for fastest copy.
707 *ofst = ComposeFst<Arc>(ifst1, ifst2, nopts);
708 } else if (opts.filter_type == SEQUENCE_FILTER) {
709 ComposeFstOptions<Arc> copts;
710 copts.gc_limit = 0; // Cache only the last state for fastest copy.
711 *ofst = ComposeFst<Arc>(ifst1, ifst2, copts);
712 } else if (opts.filter_type == ALT_SEQUENCE_FILTER) {
713 ComposeFstOptions<Arc, M, AltSequenceComposeFilter<M> > copts;
714 copts.gc_limit = 0; // Cache only the last state for fastest copy.
715 *ofst = ComposeFst<Arc>(ifst1, ifst2, copts);
716 } else if (opts.filter_type == MATCH_FILTER) {
717 ComposeFstOptions<Arc, M, MatchComposeFilter<M> > copts;
718 copts.gc_limit = 0; // Cache only the last state for fastest copy.
719 *ofst = ComposeFst<Arc>(ifst1, ifst2, copts);
720 }
721
722 if (opts.connect)
723 Connect(ofst);
724 }
725
726 } // namespace fst
727
728 #endif // FST_LIB_COMPOSE_H__
729