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tools/openfst-1.6.7/src/include/fst/compose.h
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// 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_ |