Blame view
tools/openfst-1.6.7/include/fst/compose.h
38 KB
8dcb6dfcb first commit |
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 |
// See www.openfst.org for extensive documentation on this weighted // finite-state transducer library. // // Class to compute the composition of two FSTs. #ifndef FST_COMPOSE_H_ #define FST_COMPOSE_H_ #include <algorithm> #include <fst/log.h> #include <fst/cache.h> #include <fst/compose-filter.h> #include <fst/fst-decl.h> // For optional argument declarations #include <fst/lookahead-filter.h> #include <fst/matcher.h> #include <fst/state-table.h> #include <fst/test-properties.h> namespace fst { // Delayed composition options templated on the arc type, the matcher, // the composition filter, and the composition state table. By // default, the matchers, filter, and state table are constructed by // composition. If set below, the user can instead pass in these // objects; in that case, ComposeFst takes their ownership. This // version controls composition implemented between generic Fst<Arc> // types and a shared matcher type M for Fst<Arc>. This should be // adequate for most applications, giving a reasonable tradeoff // between efficiency and code sharing (but see ComposeFstImplOptions). template <class Arc, class M = Matcher<Fst<Arc>>, class Filter = SequenceComposeFilter<M>, class StateTable = GenericComposeStateTable<Arc, typename Filter::FilterState>> struct ComposeFstOptions : public CacheOptions { M *matcher1; // FST1 matcher. M *matcher2; // FST2 matcher. Filter *filter; // Composition filter. StateTable *state_table; // Composition state table. explicit ComposeFstOptions(const CacheOptions &opts = CacheOptions(), M *matcher1 = nullptr, M *matcher2 = nullptr, Filter *filter = nullptr, StateTable *state_table = nullptr) : CacheOptions(opts), matcher1(matcher1), matcher2(matcher2), filter(filter), state_table(state_table) {} }; // Forward declaration of ComposeFstMatcher. template <class C, class F, class T> class ComposeFstMatcher; // Delayed composition options templated on the two matcher types, the // composition filter, the composition state table and the cache store. By // default, the matchers, filter, state table and cache store are constructed // by composition. If set below, the user can instead pass in these objects; in // that case, ComposeFst takes their ownership. This version controls // composition implemented using arbitrary matchers (of the same arc type but // otherwise arbitrary FST type). The user must ensure the matchers are // compatible. These options permit the most efficient use, but shares the // least code. This is for advanced use only in the most demanding or // specialized applications that can benefit from it; otherwise, prefer // ComposeFstOptions). template <class M1, class M2, class Filter = SequenceComposeFilter<M1, M2>, class StateTable = GenericComposeStateTable< typename M1::Arc, typename Filter::FilterState>, class CacheStore = DefaultCacheStore<typename M1::Arc>> struct ComposeFstImplOptions : public CacheImplOptions<CacheStore> { M1 *matcher1; // FST1 matcher (see matcher.h).... M2 *matcher2; // FST2 matcher. Filter *filter; // Composition filter (see compose-filter.h). StateTable *state_table; // Composition state table (see compose-state-table.h). bool own_state_table; // ComposeFstImpl takes ownership of 'state_table'? bool allow_noncommute; // Allow non-commutative weights explicit ComposeFstImplOptions(const CacheOptions &opts, M1 *matcher1 = nullptr, M2 *matcher2 = nullptr, Filter *filter = nullptr, StateTable *state_table = nullptr) : CacheImplOptions<CacheStore>(opts), matcher1(matcher1), matcher2(matcher2), filter(filter), state_table(state_table), own_state_table(true), allow_noncommute(false) {} explicit ComposeFstImplOptions(const CacheImplOptions<CacheStore> &opts, M1 *matcher1 = nullptr, M2 *matcher2 = nullptr, Filter *filter = nullptr, StateTable *state_table = nullptr) : CacheImplOptions<CacheStore>(opts), matcher1(matcher1), matcher2(matcher2), filter(filter), state_table(state_table), own_state_table(true), allow_noncommute(false) {} ComposeFstImplOptions() : matcher1(nullptr), matcher2(nullptr), filter(nullptr), state_table(nullptr), own_state_table(true), allow_noncommute(false) {} }; namespace internal { // Implementation of delayed composition. This base class is common to the // variants with different matchers, composition filters and state tables. template <class Arc, class CacheStore = DefaultCacheStore<Arc>, class F = ComposeFst<Arc, CacheStore>> class ComposeFstImplBase : public CacheBaseImpl<typename CacheStore::State, CacheStore> { public: using FST = F; using Label = typename Arc::Label; using StateId = typename Arc::StateId; using Weight = typename Arc::Weight; using State = typename CacheStore::State; using CacheImpl = CacheBaseImpl<State, CacheStore>; using FstImpl<Arc>::SetType; using FstImpl<Arc>::SetProperties; using FstImpl<Arc>::Properties; using FstImpl<Arc>::SetInputSymbols; using FstImpl<Arc>::SetOutputSymbols; using CacheImpl::HasStart; using CacheImpl::HasFinal; using CacheImpl::HasArcs; using CacheImpl::SetFinal; using CacheImpl::SetStart; ComposeFstImplBase(const CacheImplOptions<CacheStore> &opts) : CacheImpl(opts) {} ComposeFstImplBase(const CacheOptions &opts) : CacheImpl(opts) {} ComposeFstImplBase(const ComposeFstImplBase &impl) : CacheImpl(impl, true) { SetType(impl.Type()); SetProperties(impl.Properties(), kCopyProperties); SetInputSymbols(impl.InputSymbols()); SetOutputSymbols(impl.OutputSymbols()); } virtual ComposeFstImplBase *Copy() const = 0; ~ComposeFstImplBase() override {} StateId Start() { if (!HasStart()) { const auto start = ComputeStart(); if (start != kNoStateId) SetStart(start); } return CacheImpl::Start(); } Weight Final(StateId s) { if (!HasFinal(s)) SetFinal(s, ComputeFinal(s)); return CacheImpl::Final(s); } virtual void Expand(StateId s) = 0; size_t NumArcs(StateId s) { if (!HasArcs(s)) Expand(s); return CacheImpl::NumArcs(s); } size_t NumInputEpsilons(StateId s) { if (!HasArcs(s)) Expand(s); return CacheImpl::NumInputEpsilons(s); } size_t NumOutputEpsilons(StateId s) { if (!HasArcs(s)) Expand(s); return CacheImpl::NumOutputEpsilons(s); } void InitArcIterator(StateId s, ArcIteratorData<Arc> *data) { if (!HasArcs(s)) Expand(s); CacheImpl::InitArcIterator(s, data); } virtual MatcherBase<Arc> *InitMatcher(const F &fst, MatchType match_type) const { // Use the default matcher if no override is provided. return nullptr; } protected: virtual StateId ComputeStart() = 0; virtual Weight ComputeFinal(StateId s) = 0; }; // Implementation of delayed composition templated on the matchers (see // matcher.h), composition filter (see compose-filter.h) and the composition // state table (see compose-state-table.h). template <class CacheStore, class Filter, class StateTable> class ComposeFstImpl : public ComposeFstImplBase<typename CacheStore::Arc, CacheStore> { public: using Matcher1 = typename Filter::Matcher1; using Matcher2 = typename Filter::Matcher2; using FST1 = typename Matcher1::FST; using FST2 = typename Matcher2::FST; using Arc = typename CacheStore::Arc; using Label = typename Arc::Label; using StateId = typename Arc::StateId; using Weight = typename Arc::Weight; using FilterState = typename Filter::FilterState; using State = typename CacheStore::State; using CacheImpl = CacheBaseImpl<State, CacheStore>; using StateTuple = typename StateTable::StateTuple; friend class ComposeFstMatcher<CacheStore, Filter, StateTable>; using FstImpl<Arc>::SetInputSymbols; using FstImpl<Arc>::SetOutputSymbols; using FstImpl<Arc>::SetType; using FstImpl<Arc>::SetProperties; template <class M1, class M2> ComposeFstImpl(const FST1 &fst1, const FST2 &fst2, const ComposeFstImplOptions<M1, M2, Filter, StateTable, CacheStore> &opts); ComposeFstImpl(const ComposeFstImpl &impl) : ComposeFstImplBase<Arc, CacheStore>(impl), filter_(new Filter(*impl.filter_, true)), matcher1_(filter_->GetMatcher1()), matcher2_(filter_->GetMatcher2()), fst1_(matcher1_->GetFst()), fst2_(matcher2_->GetFst()), state_table_(new StateTable(*impl.state_table_)), own_state_table_(true), match_type_(impl.match_type_) {} ~ComposeFstImpl() override { if (own_state_table_) delete state_table_; } ComposeFstImpl *Copy() const override { return new ComposeFstImpl(*this); } uint64 Properties() const override { return Properties(kFstProperties); } // Sets error if found, and returns other FST impl properties. uint64 Properties(uint64 mask) const override { if ((mask & kError) && (fst1_.Properties(kError, false) || fst2_.Properties(kError, false) || (matcher1_->Properties(0) & kError) || (matcher2_->Properties(0) & kError) | (filter_->Properties(0) & kError) || state_table_->Error())) { SetProperties(kError, kError); } return FstImpl<Arc>::Properties(mask); } // Arranges it so that the first arg to OrderedExpand is the Fst // that will be matched on. void Expand(StateId s) override { const auto &tuple = state_table_->Tuple(s); const auto s1 = tuple.StateId1(); const auto s2 = tuple.StateId2(); filter_->SetState(s1, s2, tuple.GetFilterState()); if (MatchInput(s1, s2)) { OrderedExpand(s, fst2_, s2, fst1_, s1, matcher2_, true); } else { OrderedExpand(s, fst1_, s1, fst2_, s2, matcher1_, false); } } const FST1 &GetFst1() const { return fst1_; } const FST2 &GetFst2() const { return fst2_; } const Matcher1 *GetMatcher1() const { return matcher1_; } Matcher1 *GetMatcher1() { return matcher1_; } const Matcher2 *GetMatcher2() const { return matcher2_; } Matcher2 *GetMatcher2() { return matcher2_; } const Filter *GetFilter() const { return filter_.get(); } Filter *GetFilter() { return filter_.get(); } const StateTable *GetStateTable() const { return state_table_; } StateTable *GetStateTable() { return state_table_; } MatcherBase<Arc> *InitMatcher(const ComposeFst<Arc, CacheStore> &fst, MatchType match_type) const override { const auto test_props = match_type == MATCH_INPUT ? kFstProperties & ~kILabelInvariantProperties : kFstProperties & ~kOLabelInvariantProperties; // If both matchers support 'match_type' and we have a guarantee that a // call to 'filter_->FilterArc(arc1, arc2)' will not modify the ilabel of // arc1 when MATCH_INPUT or the olabel or arc2 when MATCH_OUTPUT, then // ComposeFstMatcher can be used. if ((matcher1_->Type(false) == match_type) && (matcher2_->Type(false) == match_type) && (filter_->Properties(test_props) == test_props)) { return new ComposeFstMatcher< CacheStore, Filter, StateTable>(&fst, match_type); } return nullptr; } private: // This does that actual matching of labels in the composition. The // arguments are ordered so matching is called on state 'sa' of // 'fsta' for each arc leaving state 'sb' of 'fstb'. The 'match_input' arg // determines whether the input or output label of arcs at 'sb' is // the one to match on. template <class FST, class Matcher> void OrderedExpand(StateId s, const Fst<Arc> &, StateId sa, const FST &fstb, StateId sb, Matcher *matchera, bool match_input) { matchera->SetState(sa); // First processes non-consuming symbols (e.g., epsilons) on FSTA. const Arc loop(match_input ? 0 : kNoLabel, match_input ? kNoLabel : 0, Weight::One(), sb); MatchArc(s, matchera, loop, match_input); // Then processes matches on FSTB. for (ArcIterator<FST> iterb(fstb, sb); !iterb.Done(); iterb.Next()) { MatchArc(s, matchera, iterb.Value(), match_input); } CacheImpl::SetArcs(s); } // Matches a single transition from 'fstb' against 'fata' at 's'. template <class Matcher> void MatchArc(StateId s, Matcher *matchera, const Arc &arc, bool match_input) { if (matchera->Find(match_input ? arc.olabel : arc.ilabel)) { for (; !matchera->Done(); matchera->Next()) { auto arca = matchera->Value(); auto arcb = arc; if (match_input) { const auto &fs = filter_->FilterArc(&arcb, &arca); if (fs != FilterState::NoState()) AddArc(s, arcb, arca, fs); } else { const auto &fs = filter_->FilterArc(&arca, &arcb); if (fs != FilterState::NoState()) AddArc(s, arca, arcb, fs); } } } } // Add a matching transition at 's'. void AddArc(StateId s, const Arc &arc1, const Arc &arc2, const FilterState &f) { const StateTuple tuple(arc1.nextstate, arc2.nextstate, f); const Arc oarc(arc1.ilabel, arc2.olabel, Times(arc1.weight, arc2.weight), state_table_->FindState(tuple)); CacheImpl::PushArc(s, oarc); } StateId ComputeStart() override { const auto s1 = fst1_.Start(); if (s1 == kNoStateId) return kNoStateId; const auto s2 = fst2_.Start(); if (s2 == kNoStateId) return kNoStateId; const auto &fs = filter_->Start(); const StateTuple tuple(s1, s2, fs); return state_table_->FindState(tuple); } Weight ComputeFinal(StateId s) override { const auto &tuple = state_table_->Tuple(s); const auto s1 = tuple.StateId1(); auto final1 = matcher1_->Final(s1); if (final1 == Weight::Zero()) return final1; const auto s2 = tuple.StateId2(); auto final2 = matcher2_->Final(s2); if (final2 == Weight::Zero()) return final2; filter_->SetState(s1, s2, tuple.GetFilterState()); filter_->FilterFinal(&final1, &final2); return Times(final1, final2); } // Determines which side to match on per composition state. bool MatchInput(StateId s1, StateId s2) { switch (match_type_) { case MATCH_INPUT: return true; case MATCH_OUTPUT: return false; default: // MATCH_BOTH const auto priority1 = matcher1_->Priority(s1); const auto priority2 = matcher2_->Priority(s2); if (priority1 == kRequirePriority && priority2 == kRequirePriority) { FSTERROR() << "ComposeFst: Both sides can't require match"; SetProperties(kError, kError); return true; } if (priority1 == kRequirePriority) return false; if (priority2 == kRequirePriority) { return true; } return priority1 <= priority2; } } // Identifies and verifies the capabilities of the matcher to be used for // composition. void SetMatchType(); std::unique_ptr<Filter> filter_; Matcher1 *matcher1_; // Borrowed reference. Matcher2 *matcher2_; // Borrowed reference. const FST1 &fst1_; const FST2 &fst2_; StateTable *state_table_; bool own_state_table_; MatchType match_type_; }; template <class CacheStore, class Filter, class StateTable> template <class M1, class M2> ComposeFstImpl<CacheStore, Filter, StateTable>::ComposeFstImpl( const FST1 &fst1, const FST2 &fst2, const ComposeFstImplOptions<M1, M2, Filter, StateTable, CacheStore> &opts) : ComposeFstImplBase<Arc, CacheStore>(opts), filter_(opts.filter ? opts.filter : new Filter(fst1, fst2, opts.matcher1, opts.matcher2)), matcher1_(filter_->GetMatcher1()), matcher2_(filter_->GetMatcher2()), fst1_(matcher1_->GetFst()), fst2_(matcher2_->GetFst()), state_table_(opts.state_table ? opts.state_table : new StateTable(fst1_, fst2_)), own_state_table_(opts.state_table ? opts.own_state_table : true) { SetType("compose"); if (!CompatSymbols(fst2.InputSymbols(), fst1.OutputSymbols())) { FSTERROR() << "ComposeFst: Output symbol table of 1st argument " << "does not match input symbol table of 2nd argument"; SetProperties(kError, kError); } SetInputSymbols(fst1_.InputSymbols()); SetOutputSymbols(fst2_.OutputSymbols()); SetMatchType(); VLOG(2) << "ComposeFstImpl: Match type: " << match_type_; if (match_type_ == MATCH_NONE) SetProperties(kError, kError); const auto fprops1 = fst1.Properties(kFstProperties, false); const auto fprops2 = fst2.Properties(kFstProperties, false); const auto mprops1 = matcher1_->Properties(fprops1); const auto mprops2 = matcher2_->Properties(fprops2); const auto cprops = ComposeProperties(mprops1, mprops2); SetProperties(filter_->Properties(cprops), kCopyProperties); if (state_table_->Error()) SetProperties(kError, kError); } template <class CacheStore, class Filter, class StateTable> void ComposeFstImpl<CacheStore, Filter, StateTable>::SetMatchType() { // Ensures any required matching is possible and known. if ((matcher1_->Flags() & kRequireMatch) && matcher1_->Type(true) != MATCH_OUTPUT) { FSTERROR() << "ComposeFst: 1st argument cannot perform required matching " << "(sort?)."; match_type_ = MATCH_NONE; return; } if ((matcher2_->Flags() & kRequireMatch) && matcher2_->Type(true) != MATCH_INPUT) { FSTERROR() << "ComposeFst: 2nd argument cannot perform required matching " << "(sort?)."; match_type_ = MATCH_NONE; return; } // Finds which sides to match on (favoring minimal testing of capabilities). const auto type1 = matcher1_->Type(false); const auto type2 = matcher2_->Type(false); if (type1 == MATCH_OUTPUT && type2 == MATCH_INPUT) { match_type_ = MATCH_BOTH; } else if (type1 == MATCH_OUTPUT) { match_type_ = MATCH_OUTPUT; } else if (type2 == MATCH_INPUT) { match_type_ = MATCH_INPUT; } else if (matcher1_->Type(true) == MATCH_OUTPUT) { match_type_ = MATCH_OUTPUT; } else if (matcher2_->Type(true) == MATCH_INPUT) { match_type_ = MATCH_INPUT; } else { FSTERROR() << "ComposeFst: 1st argument cannot match on output labels " << "and 2nd argument cannot match on input labels (sort?)."; match_type_ = MATCH_NONE; } } } // namespace internal // Computes the composition of two transducers. This version is a delayed FST. // If FST1 transduces string x to y with weight a and FST2 transduces y to z // with weight b, then their composition transduces string x to z with weight // Times(x, z). // // The output labels of the first transducer or the input labels of the second // transducer must be sorted (with the default matcher). The weights need to // form a commutative semiring (valid for TropicalWeight and LogWeight). // // Complexity: // // Assuming the first FST is unsorted and the second is sorted, // // Time: O(v1 v2 d1 (log d2 + m2)), // Space: O(v1 v2) // // where vi = # of states visited, di = maximum out-degree, and mi the // maximum multiplicity of the states visited, for the ith FST. Constant time // and space to visit an input state or arc is assumed and exclusive of caching. // // Caveats: // - ComposeFst does not trim its output (since it is a delayed operation). // - The efficiency of composition can be strongly affected by several factors: // - the choice of which transducer is sorted - prefer sorting the FST // that has the greater average out-degree. // - the amount of non-determinism // - the presence and location of epsilon transitions - avoid epsilon // transitions on the output side of the first transducer or // the input side of the second transducer or prefer placing // them later in a path since they delay matching and can // introduce non-coaccessible states and transitions. // // This class attaches interface to implementation and handles reference // counting, delegating most methods to ImplToFst. The CacheStore specifies the // cache store (default declared in fst-decl.h). template <class A, class CacheStore /* = DefaultCacheStore<A> */> class ComposeFst : public ImplToFst<internal::ComposeFstImplBase<A, CacheStore>> { public: using Arc = A; using StateId = typename Arc::StateId; using Weight = typename Arc::Weight; using Store = CacheStore; using State = typename CacheStore::State; using Impl = internal::ComposeFstImplBase<A, CacheStore>; friend class ArcIterator<ComposeFst<Arc, CacheStore>>; friend class StateIterator<ComposeFst<Arc, CacheStore>>; template <class, class, class> friend class ComposeFstMatcher; // Compose specifying only caching options. ComposeFst(const Fst<Arc> &fst1, const Fst<Arc> &fst2, const CacheOptions &opts = CacheOptions()) : ImplToFst<Impl>(CreateBase(fst1, fst2, opts)) {} // Compose specifying one shared matcher type M. Requires that the input FSTs // and matcher FST types be Fst<Arc>. Recommended for best code-sharing and // matcher compatiblity. template <class Matcher, class Filter, class StateTuple> ComposeFst(const Fst<Arc> &fst1, const Fst<Arc> &fst2, const ComposeFstOptions<Arc, Matcher, Filter, StateTuple> &opts) : ImplToFst<Impl>(CreateBase1(fst1, fst2, opts)) {} // Compose specifying two matcher types Matcher1 and Matcher2. Requires input // FST (of the same Arc type, but o.w. arbitrary) match the corresponding // matcher FST types). Recommended only for advanced use in demanding or // specialized applications due to potential code bloat and matcher // incompatibilities. template <class Matcher1, class Matcher2, class Filter, class StateTuple> ComposeFst(const typename Matcher1::FST &fst1, const typename Matcher2::FST &fst2, const ComposeFstImplOptions<Matcher1, Matcher2, Filter, StateTuple, CacheStore> &opts) : ImplToFst<Impl>(CreateBase2(fst1, fst2, opts)) {} // See Fst<>::Copy() for doc. ComposeFst(const ComposeFst<A, CacheStore> &fst, bool safe = false) : ImplToFst<Impl>(safe ? std::shared_ptr<Impl>(fst.GetImpl()->Copy()) : fst.GetSharedImpl()) {} // Get a copy of this ComposeFst. See Fst<>::Copy() for further doc. ComposeFst<A, CacheStore> *Copy(bool safe = false) const override { return new ComposeFst<A, CacheStore>(*this, safe); } inline void InitStateIterator(StateIteratorData<Arc> *data) const override; void InitArcIterator(StateId s, ArcIteratorData<Arc> *data) const override { GetMutableImpl()->InitArcIterator(s, data); } MatcherBase<Arc> *InitMatcher(MatchType match_type) const override { return GetImpl()->InitMatcher(*this, match_type); } protected: using ImplToFst<Impl>::GetImpl; using ImplToFst<Impl>::GetMutableImpl; explicit ComposeFst(std::shared_ptr<Impl> impl) : ImplToFst<Impl>(impl) {} // Create compose implementation specifying two matcher types. template <class Matcher1, class Matcher2, class Filter, class StateTuple> static std::shared_ptr<Impl> CreateBase2( const typename Matcher1::FST &fst1, const typename Matcher2::FST &fst2, const ComposeFstImplOptions<Matcher1, Matcher2, Filter, StateTuple, CacheStore> &opts) { auto impl = std::make_shared< internal::ComposeFstImpl<CacheStore, Filter, StateTuple>>(fst1, fst2, opts); if (!(Weight::Properties() & kCommutative) && !opts.allow_noncommute) { const auto props1 = fst1.Properties(kUnweighted, true); const auto props2 = fst2.Properties(kUnweighted, true); if (!(props1 & kUnweighted) && !(props2 & kUnweighted)) { FSTERROR() << "ComposeFst: Weights must be a commutative semiring: " << Weight::Type(); impl->SetProperties(kError, kError); } } return impl; } // Create compose implementation specifying one matcher type; requires that // input and matcher FST types be Fst<Arc>. template <class Matcher, class Filter, class StateTuple> static std::shared_ptr<Impl> CreateBase1( const Fst<Arc> &fst1, const Fst<Arc> &fst2, const ComposeFstOptions<Arc, Matcher, Filter, StateTuple> &opts) { ComposeFstImplOptions<Matcher, Matcher, Filter, StateTuple, CacheStore> nopts(opts, opts.matcher1, opts.matcher2, opts.filter, opts.state_table); return CreateBase2(fst1, fst2, nopts); } // Create compose implementation specifying no matcher type. static std::shared_ptr<Impl> CreateBase(const Fst<Arc> &fst1, const Fst<Arc> &fst2, const CacheOptions &opts) { switch (LookAheadMatchType(fst1, fst2)) { // Check for lookahead matchers default: case MATCH_NONE: { // Default composition (no look-ahead). ComposeFstOptions<Arc> nopts(opts); return CreateBase1(fst1, fst2, nopts); } case MATCH_OUTPUT: { // Lookahead on fst1. using M = typename DefaultLookAhead<Arc, MATCH_OUTPUT>::FstMatcher; using F = typename DefaultLookAhead<Arc, MATCH_OUTPUT>::ComposeFilter; ComposeFstOptions<Arc, M, F> nopts(opts); return CreateBase1(fst1, fst2, nopts); } case MATCH_INPUT: { // Lookahead on fst2 using M = typename DefaultLookAhead<Arc, MATCH_INPUT>::FstMatcher; using F = typename DefaultLookAhead<Arc, MATCH_INPUT>::ComposeFilter; ComposeFstOptions<Arc, M, F> nopts(opts); return CreateBase1(fst1, fst2, nopts); } } } private: ComposeFst &operator=(const ComposeFst &fst) = delete; }; // Specialization for ComposeFst. template <class Arc, class CacheStore> class StateIterator<ComposeFst<Arc, CacheStore>> : public CacheStateIterator<ComposeFst<Arc, CacheStore>> { public: explicit StateIterator(const ComposeFst<Arc, CacheStore> &fst) : CacheStateIterator<ComposeFst<Arc, CacheStore>>(fst, fst.GetMutableImpl()) {} }; // Specialization for ComposeFst. template <class Arc, class CacheStore> class ArcIterator<ComposeFst<Arc, CacheStore>> : public CacheArcIterator<ComposeFst<Arc, CacheStore>> { public: using StateId = typename Arc::StateId; ArcIterator(const ComposeFst<Arc, CacheStore> &fst, StateId s) : CacheArcIterator<ComposeFst<Arc, CacheStore>>(fst.GetMutableImpl(), s) { if (!fst.GetImpl()->HasArcs(s)) fst.GetMutableImpl()->Expand(s); } }; template <class Arc, class CacheStore> inline void ComposeFst<Arc, CacheStore>::InitStateIterator( StateIteratorData<Arc> *data) const { data->base = new StateIterator<ComposeFst<Arc, CacheStore>>(*this); } // Specialized matcher for ComposeFst. Supports MATCH_INPUT or MATCH_OUTPUT, // iff the underlying matchers for the two FSTS being composed support // MATCH_INPUT or MATCH_OUTPUT, respectively. template <class CacheStore, class Filter, class StateTable> class ComposeFstMatcher : public MatcherBase<typename CacheStore::Arc> { public: using Arc = typename CacheStore::Arc; using Label = typename Arc::Label; using StateId = typename Arc::StateId; using Weight = typename Arc::Weight; using Matcher1 = typename Filter::Matcher1; using Matcher2 = typename Filter::Matcher2; using FilterState = typename Filter::FilterState; using StateTuple = typename StateTable::StateTuple; using Impl = internal::ComposeFstImpl<CacheStore, Filter, StateTable>; // The compose FST arg must match the filter and state table types. // This makes a copy of the FST. ComposeFstMatcher(const ComposeFst<Arc, CacheStore> &fst, MatchType match_type) : owned_fst_(fst.Copy()), fst_(*owned_fst_), impl_(static_cast<const Impl *>(fst_.GetImpl())), s_(kNoStateId), match_type_(match_type), matcher1_(impl_->matcher1_->Copy()), matcher2_(impl_->matcher2_->Copy()), current_loop_(false), loop_(kNoLabel, 0, Weight::One(), kNoStateId) { if (match_type_ == MATCH_OUTPUT) std::swap(loop_.ilabel, loop_.olabel); } // The compose FST arg must match the filter and state table types. // This doesn't copy the FST (although it may copy components). ComposeFstMatcher(const ComposeFst<Arc, CacheStore> *fst, MatchType match_type) : fst_(*fst), impl_(static_cast<const Impl *>(fst_.GetImpl())), s_(kNoStateId), match_type_(match_type), matcher1_(impl_->matcher1_->Copy()), matcher2_(impl_->matcher2_->Copy()), current_loop_(false), loop_(kNoLabel, 0, Weight::One(), kNoStateId) { if (match_type_ == MATCH_OUTPUT) std::swap(loop_.ilabel, loop_.olabel); } // This makes a copy of the FST. ComposeFstMatcher( const ComposeFstMatcher<CacheStore, Filter, StateTable> &matcher, bool safe = false) : owned_fst_(matcher.fst_.Copy(safe)), fst_(*owned_fst_), impl_(static_cast<const Impl *>(fst_.GetImpl())), s_(kNoStateId), match_type_(matcher.match_type_), matcher1_(matcher.matcher1_->Copy(safe)), matcher2_(matcher.matcher2_->Copy(safe)), current_loop_(false), loop_(kNoLabel, 0, Weight::One(), kNoStateId) { if (match_type_ == MATCH_OUTPUT) std::swap(loop_.ilabel, loop_.olabel); } ComposeFstMatcher<CacheStore, Filter, StateTable> *Copy( bool safe = false) const override { return new ComposeFstMatcher<CacheStore, Filter, StateTable>(*this, safe); } MatchType Type(bool test) const override { if ((matcher1_->Type(test) == MATCH_NONE) || (matcher2_->Type(test) == MATCH_NONE)) { return MATCH_NONE; } if (((matcher1_->Type(test) == MATCH_UNKNOWN) && (matcher2_->Type(test) == MATCH_UNKNOWN)) || ((matcher1_->Type(test) == MATCH_UNKNOWN) && (matcher2_->Type(test) == match_type_)) || ((matcher1_->Type(test) == match_type_) && (matcher2_->Type(test) == MATCH_UNKNOWN))) { return MATCH_UNKNOWN; } if ((matcher1_->Type(test) == match_type_) && (matcher2_->Type(test) == match_type_)) { return match_type_; } return MATCH_NONE; } const Fst<Arc> &GetFst() const override { return fst_; } uint64 Properties(uint64 inprops) const override { return inprops; } void SetState(StateId s) final { if (s_ == s) return; s_ = s; const auto &tuple = impl_->state_table_->Tuple(s); matcher1_->SetState(tuple.StateId1()); matcher2_->SetState(tuple.StateId2()); loop_.nextstate = s_; } bool Find(Label label) final { bool found = false; current_loop_ = false; if (label == 0) { current_loop_ = true; found = true; } if (match_type_ == MATCH_INPUT) { found = found || FindLabel(label, matcher1_.get(), matcher2_.get()); } else { // match_type_ == MATCH_OUTPUT found = found || FindLabel(label, matcher2_.get(), matcher1_.get()); } return found; } bool Done() const final { return !current_loop_ && matcher1_->Done() && matcher2_->Done(); } const Arc &Value() const final { return current_loop_ ? loop_ : arc_; } void Next() final { if (current_loop_) { current_loop_ = false; } else if (match_type_ == MATCH_INPUT) { FindNext(matcher1_.get(), matcher2_.get()); } else { // match_type_ == MATCH_OUTPUT FindNext(matcher2_.get(), matcher1_.get()); } } ssize_t Priority(StateId s) final { return fst_.NumArcs(s); } private: // Processes a match with the filter and creates resulting arc. bool MatchArc(StateId s, Arc arc1, Arc arc2) { // FIXME(kbg): copy but not assignment. const auto &fs = impl_->filter_->FilterArc(&arc1, &arc2); if (fs == FilterState::NoState()) return false; const StateTuple tuple(arc1.nextstate, arc2.nextstate, fs); arc_.ilabel = arc1.ilabel; arc_.olabel = arc2.olabel; arc_.weight = Times(arc1.weight, arc2.weight); arc_.nextstate = impl_->state_table_->FindState(tuple); return true; } // Finds the first match allowed by the filter. template <class MatcherA, class MatcherB> bool FindLabel(Label label, MatcherA *matchera, MatcherB *matcherb) { if (matchera->Find(label)) { matcherb->Find(match_type_ == MATCH_INPUT ? matchera->Value().olabel : matchera->Value().ilabel); return FindNext(matchera, matcherb); } return false; } // Finds the next match allowed by the filter, returning true iff such a // match is found. template <class MatcherA, class MatcherB> bool FindNext(MatcherA *matchera, MatcherB *matcherb) { // State when entering this function: // 'matchera' is pointed to a match x, y for label x, and a match for y was // requested on 'matcherb'. while (!matchera->Done() || !matcherb->Done()) { if (matcherb->Done()) { // If no more matches for y on 'matcherb', moves forward on 'matchera' // until a match x, y' is found such that there is a match for y' on // 'matcherb'. matchera->Next(); while (!matchera->Done() && !matcherb->Find(match_type_ == MATCH_INPUT ? matchera->Value().olabel : matchera->Value().ilabel)) { matchera->Next(); } } while (!matcherb->Done()) { // 'matchera' is pointing to a match x, y' ('arca') and 'matcherb' is // pointing to a match y', z' ('arcb'). If combining these two arcs is // allowed by the filter (hence resulting in an arc x, z') return true. // Position 'matcherb' on the next potential match for y' before // returning. const auto &arca = matchera->Value(); const auto &arcb = matcherb->Value(); // Position 'matcherb' on the next potential match for y'. matcherb->Next(); // Returns true If combining these two arcs is allowed by the filter // (hence resulting in an arc x, z'); otherwise consider next match // for y' on 'matcherb'. if (MatchArc(s_, match_type_ == MATCH_INPUT ? arca : arcb, match_type_ == MATCH_INPUT ? arcb : arca)) { return true; } } } // Both 'matchera' and 'matcherb' are done, no more match to analyse. return false; } std::unique_ptr<const ComposeFst<Arc, CacheStore>> owned_fst_; const ComposeFst<Arc, CacheStore> &fst_; const Impl *impl_; StateId s_; MatchType match_type_; std::unique_ptr<Matcher1> matcher1_; std::unique_ptr<Matcher2> matcher2_; bool current_loop_; Arc loop_; Arc arc_; }; // Useful alias when using StdArc. using StdComposeFst = ComposeFst<StdArc>; enum ComposeFilter { AUTO_FILTER, NULL_FILTER, TRIVIAL_FILTER, SEQUENCE_FILTER, ALT_SEQUENCE_FILTER, MATCH_FILTER }; struct ComposeOptions { bool connect; // Connect output? ComposeFilter filter_type; // Pre-defined filter to use. explicit ComposeOptions(bool connect = true, ComposeFilter filter_type = AUTO_FILTER) : connect(connect), filter_type(filter_type) {} }; // Computes the composition of two transducers. This version writes // the composed FST into a MutableFst. If FST1 transduces string x to // y with weight a and FST2 transduces y to z with weight b, then // their composition transduces string x to z with weight // Times(x, z). // // The output labels of the first transducer or the input labels of // the second transducer must be sorted. The weights need to form a // commutative semiring (valid for TropicalWeight and LogWeight). // // Complexity: // // Assuming the first FST is unsorted and the second is sorted: // // Time: O(V1 V2 D1 (log D2 + M2)), // Space: O(V1 V2 D1 M2) // // where Vi = # of states, Di = maximum out-degree, and Mi is the maximum // multiplicity, for the ith FST. // // Caveats: // // - Compose trims its output. // - The efficiency of composition can be strongly affected by several factors: // - the choice of which transducer is sorted - prefer sorting the FST // that has the greater average out-degree. // - the amount of non-determinism // - the presence and location of epsilon transitions - avoid epsilon // transitions on the output side of the first transducer or // the input side of the second transducer or prefer placing // them later in a path since they delay matching and can // introduce non-coaccessible states and transitions. template <class Arc> void Compose(const Fst<Arc> &ifst1, const Fst<Arc> &ifst2, MutableFst<Arc> *ofst, const ComposeOptions &opts = ComposeOptions()) { using M = Matcher<Fst<Arc>>; // In each case, we cache only the last state for fastest copy. switch (opts.filter_type) { case AUTO_FILTER: { CacheOptions nopts; nopts.gc_limit = 0; *ofst = ComposeFst<Arc>(ifst1, ifst2, nopts); break; } case NULL_FILTER: { ComposeFstOptions<Arc, M, NullComposeFilter<M>> copts; copts.gc_limit = 0; *ofst = ComposeFst<Arc>(ifst1, ifst2, copts); break; } case SEQUENCE_FILTER: { ComposeFstOptions<Arc, M, SequenceComposeFilter<M>> copts; copts.gc_limit = 0; *ofst = ComposeFst<Arc>(ifst1, ifst2, copts); break; } case ALT_SEQUENCE_FILTER: { ComposeFstOptions<Arc, M, AltSequenceComposeFilter<M>> copts; copts.gc_limit = 0; *ofst = ComposeFst<Arc>(ifst1, ifst2, copts); break; } case MATCH_FILTER: { ComposeFstOptions<Arc, M, MatchComposeFilter<M>> copts; copts.gc_limit = 0; *ofst = ComposeFst<Arc>(ifst1, ifst2, copts); break; } case TRIVIAL_FILTER: { ComposeFstOptions<Arc, M, TrivialComposeFilter<M>> copts; copts.gc_limit = 0; *ofst = ComposeFst<Arc>(ifst1, ifst2, copts); break; } } if (opts.connect) Connect(ofst); } } // namespace fst #endif // FST_COMPOSE_H_ |