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src/fstext/table-matcher.h
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// fstext/table-matcher.h // Copyright 2009-2011 Microsoft Corporation // See ../../COPYING for clarification regarding multiple authors // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // THIS CODE IS PROVIDED *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY // KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED // WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE, // MERCHANTABLITY OR NON-INFRINGEMENT. // See the Apache 2 License for the specific language governing permissions and // limitations under the License. #ifndef KALDI_FSTEXT_TABLE_MATCHER_H_ #define KALDI_FSTEXT_TABLE_MATCHER_H_ #include <fst/fstlib.h> #include <fst/fst-decl.h> namespace fst { /// TableMatcher is a matcher specialized for the case where the output /// side of the left FST always has either all-epsilons coming out of /// a state, or a majority of the symbol table. Therefore we can /// either store nothing (for the all-epsilon case) or store a lookup /// table from Labels to arc offsets. Since the TableMatcher has to /// iterate over all arcs in each left-hand state the first time it sees /// it, this matcher type is not efficient if you compose with /// something very small on the right-- unless you do it multiple /// times and keep the matcher around. To do this requires using the /// most advanced form of ComposeFst in Compose.h, that initializes /// with ComposeFstImplOptions. struct TableMatcherOptions { float table_ratio; // we construct the table if it would be at least this full. int min_table_size; TableMatcherOptions(): table_ratio(0.25), min_table_size(4) { } }; // Introducing an "impl" class for TableMatcher because // we need to do a shallow copy of the Matcher for when // we want to cache tables for multiple compositions. template<class F, class BackoffMatcher = SortedMatcher<F> > class TableMatcherImpl : public MatcherBase<typename F::Arc> { public: typedef F FST; typedef typename F::Arc Arc; typedef typename Arc::Label Label; typedef typename Arc::StateId StateId; typedef StateId ArcId; // Use this type to store arc offsets [it's actually size_t // in the Seek function of ArcIterator, but StateId should be big enough]. typedef typename Arc::Weight Weight; public: TableMatcherImpl(const FST &fst, MatchType match_type, const TableMatcherOptions &opts = TableMatcherOptions()): match_type_(match_type), fst_(fst.Copy()), loop_(match_type == MATCH_INPUT ? Arc(kNoLabel, 0, Weight::One(), kNoStateId) : Arc(0, kNoLabel, Weight::One(), kNoStateId)), aiter_(NULL), s_(kNoStateId), opts_(opts), backoff_matcher_(fst, match_type) { assert(opts_.min_table_size > 0); if (match_type == MATCH_INPUT) assert(fst_->Properties(kILabelSorted, true) == kILabelSorted); else if (match_type == MATCH_OUTPUT) assert(fst_->Properties(kOLabelSorted, true) == kOLabelSorted); else assert(0 && "Invalid FST properties"); } virtual const FST &GetFst() const { return *fst_; } virtual ~TableMatcherImpl() { vector<ArcId> *const empty = ((vector<ArcId>*)(NULL)) + 1; // special marker. for (size_t i = 0; i < tables_.size(); i++) { if (tables_[i] != NULL && tables_[i] != empty) delete tables_[i]; } delete aiter_; delete fst_; } virtual MatchType Type(bool test) const { return match_type_; } void SetState(StateId s) { if (aiter_) { delete aiter_; aiter_ = NULL; } if (match_type_ == MATCH_NONE) LOG(FATAL) << "TableMatcher: bad match type"; s_ = s; vector<ArcId> *const empty = ((vector<ArcId>*)(NULL)) + 1; // special marker. if (static_cast<size_t>(s) >= tables_.size()) { assert(s>=0); tables_.resize(s+1, NULL); } vector<ArcId>* &this_table_ = tables_[s]; // note: ref to ptr. if (this_table_ == empty) { backoff_matcher_.SetState(s); return; } else if (this_table_ == NULL) { // NULL means has not been set. ArcId num_arcs = fst_->NumArcs(s); if (num_arcs == 0 || num_arcs < opts_.min_table_size) { this_table_ = empty; backoff_matcher_.SetState(s); return; } ArcIterator<FST> aiter(*fst_, s); aiter.SetFlags(kArcNoCache|(match_type_ == MATCH_OUTPUT?kArcOLabelValue:kArcILabelValue), kArcNoCache|kArcValueFlags); // the statement above, says: "Don't cache stuff; and I only need the ilabel/olabel // to be computed. aiter.Seek(num_arcs - 1); Label highest_label = (match_type_ == MATCH_OUTPUT ? aiter.Value().olabel : aiter.Value().ilabel); if ((highest_label+1) * opts_.table_ratio > num_arcs) { this_table_ = empty; backoff_matcher_.SetState(s); return; // table would be too sparse. } // OK, now we are creating the table. this_table_ = new vector<ArcId> (highest_label+1, kNoStateId); ArcId pos = 0; for (aiter.Seek(0); !aiter.Done(); aiter.Next(), pos++) { Label label = (match_type_ == MATCH_OUTPUT ? aiter.Value().olabel : aiter.Value().ilabel); assert((size_t)label <= (size_t)highest_label); // also checks >= 0. if ((*this_table_)[label] == kNoStateId) (*this_table_)[label] = pos; // set this_table_[label] to first position where arc has this // label. } } // At this point in the code, this_table_ != NULL and != empty. aiter_ = new ArcIterator<FST>(*fst_, s); aiter_->SetFlags(kArcNoCache, kArcNoCache); // don't need to cache arcs as may only // need a small subset. loop_.nextstate = s; // aiter_ = NULL; // backoff_matcher_.SetState(s); } bool Find(Label match_label) { if (!aiter_) return backoff_matcher_.Find(match_label); else { match_label_ = match_label; current_loop_ = (match_label == 0); // kNoLabel means the implicit loop on the other FST -- // matches real epsilons but not the self-loop. match_label_ = (match_label_ == kNoLabel ? 0 : match_label_); if (static_cast<size_t>(match_label_) < tables_[s_]->size() && (*(tables_[s_]))[match_label_] != kNoStateId) { aiter_->Seek( (*(tables_[s_]))[match_label_] ); // label exists. return true; } return current_loop_; } } const Arc& Value() const { if (aiter_) return current_loop_ ? loop_ : aiter_->Value(); else return backoff_matcher_.Value(); } void Next() { if (aiter_) { if (current_loop_) current_loop_ = false; else aiter_->Next(); } else backoff_matcher_.Next(); } bool Done() const { if (aiter_ != NULL) { if (current_loop_) return false; if (aiter_->Done()) return true; Label label = (match_type_ == MATCH_OUTPUT ? aiter_->Value().olabel : aiter_->Value().ilabel); return (label != match_label_); } else return backoff_matcher_.Done(); } const Arc &Value() { if (aiter_ != NULL) { return (current_loop_ ? loop_ : aiter_->Value() ); } else return backoff_matcher_.Value(); } virtual TableMatcherImpl<FST> *Copy(bool safe = false) const { assert(0); // shouldn't be called. This is not a "real" matcher, // although we derive from MatcherBase for convenience. return NULL; } virtual uint64 Properties(uint64 props) const { return props; } // simple matcher that does // not change its FST, so properties are properties of FST it is applied to private: virtual void SetState_(StateId s) { SetState(s); } virtual bool Find_(Label label) { return Find(label); } virtual bool Done_() const { return Done(); } virtual const Arc& Value_() const { return Value(); } virtual void Next_() { Next(); } MatchType match_type_; FST *fst_; bool current_loop_; Label match_label_; Arc loop_; ArcIterator<FST> *aiter_; StateId s_; vector<vector<ArcId> *> tables_; TableMatcherOptions opts_; BackoffMatcher backoff_matcher_; }; template<class F, class BackoffMatcher = SortedMatcher<F> > class TableMatcher : public MatcherBase<typename F::Arc> { public: typedef F FST; typedef typename F::Arc Arc; typedef typename Arc::Label Label; typedef typename Arc::StateId StateId; typedef StateId ArcId; // Use this type to store arc offsets [it's actually size_t // in the Seek function of ArcIterator, but StateId should be big enough]. typedef typename Arc::Weight Weight; typedef TableMatcherImpl<F, BackoffMatcher> Impl; TableMatcher(const FST &fst, MatchType match_type, const TableMatcherOptions &opts = TableMatcherOptions()) : impl_(std::make_shared<Impl>(fst, match_type, opts)) { } TableMatcher(const TableMatcher<FST, BackoffMatcher> &matcher, bool safe = false) : impl_(matcher.impl_) { if (safe == true) { LOG(FATAL) << "TableMatcher: Safe copy not supported"; } } virtual const FST &GetFst() const { return impl_->GetFst(); } virtual MatchType Type(bool test) const { return impl_->Type(test); } void SetState(StateId s) { return impl_->SetState(s); } bool Find(Label match_label) { return impl_->Find(match_label); } const Arc& Value() const { return impl_->Value(); } void Next() { return impl_->Next(); } bool Done() const { return impl_->Done(); } const Arc &Value() { return impl_->Value(); } virtual TableMatcher<FST, BackoffMatcher> *Copy(bool safe = false) const { return new TableMatcher<FST, BackoffMatcher> (*this, safe); } virtual uint64 Properties(uint64 props) const { return impl_->Properties(props); } // simple matcher that does // not change its FST, so properties are properties of FST it is applied to private: std::shared_ptr<Impl> impl_; virtual void SetState_(StateId s) { impl_->SetState(s); } virtual bool Find_(Label label) { return impl_->Find(label); } virtual bool Done_() const { return impl_->Done(); } virtual const Arc& Value_() const { return impl_->Value(); } virtual void Next_() { impl_->Next(); } TableMatcher &operator=(const TableMatcher &) = delete; }; struct TableComposeOptions: public TableMatcherOptions { bool connect; // Connect output ComposeFilter filter_type; // Which pre-defined filter to use MatchType table_match_type; explicit TableComposeOptions(const TableMatcherOptions &mo, bool c = true, ComposeFilter ft = SEQUENCE_FILTER, MatchType tms = MATCH_OUTPUT) : TableMatcherOptions(mo), connect(c), filter_type(ft), table_match_type(tms) { } TableComposeOptions() : connect(true), filter_type(SEQUENCE_FILTER), table_match_type(MATCH_OUTPUT) { } }; template<class Arc> void TableCompose(const Fst<Arc> &ifst1, const Fst<Arc> &ifst2, MutableFst<Arc> *ofst, const TableComposeOptions &opts = TableComposeOptions()) { typedef Fst<Arc> F; CacheOptions nopts; nopts.gc_limit = 0; // Cache only the last state for fastest copy. if (opts.table_match_type == MATCH_OUTPUT) { // ComposeFstImplOptions templated on matcher for fst1, matcher for fst2. ComposeFstImplOptions<TableMatcher<F>, SortedMatcher<F> > impl_opts(nopts); impl_opts.matcher1 = new TableMatcher<F>(ifst1, MATCH_OUTPUT, opts); *ofst = ComposeFst<Arc>(ifst1, ifst2, impl_opts); } else { assert(opts.table_match_type == MATCH_INPUT) ; // ComposeFstImplOptions templated on matcher for fst1, matcher for fst2. ComposeFstImplOptions<SortedMatcher<F>, TableMatcher<F> > impl_opts(nopts); impl_opts.matcher2 = new TableMatcher<F>(ifst2, MATCH_INPUT, opts); *ofst = ComposeFst<Arc>(ifst1, ifst2, impl_opts); } if (opts.connect) Connect(ofst); } /// TableComposeCache lets us do multiple compositions while caching the same /// matcher. template<class F> struct TableComposeCache { TableMatcher<F> *matcher; TableComposeOptions opts; TableComposeCache(const TableComposeOptions &opts = TableComposeOptions()): matcher (NULL), opts(opts) {} ~TableComposeCache() { delete(matcher); } }; template<class Arc> void TableCompose(const Fst<Arc> &ifst1, const Fst<Arc> &ifst2, MutableFst<Arc> *ofst, TableComposeCache<Fst<Arc> > *cache) { typedef Fst<Arc> F; assert(cache != NULL); CacheOptions nopts; nopts.gc_limit = 0; // Cache only the last state for fastest copy. if (cache->opts.table_match_type == MATCH_OUTPUT) { ComposeFstImplOptions<TableMatcher<F>, SortedMatcher<F> > impl_opts(nopts); if (cache->matcher == NULL) cache->matcher = new TableMatcher<F>(ifst1, MATCH_OUTPUT, cache->opts); impl_opts.matcher1 = cache->matcher->Copy(); // not passing "safe": may not // be thread-safe-- anway I don't understand this part. *ofst = ComposeFst<Arc>(ifst1, ifst2, impl_opts); } else { assert(cache->opts.table_match_type == MATCH_INPUT) ; ComposeFstImplOptions<SortedMatcher<F>, TableMatcher<F> > impl_opts(nopts); if (cache->matcher == NULL) cache->matcher = new TableMatcher<F>(ifst2, MATCH_INPUT, cache->opts); impl_opts.matcher2 = cache->matcher->Copy(); *ofst = ComposeFst<Arc>(ifst1, ifst2, impl_opts); } if (cache->opts.connect) Connect(ofst); } } // end namespace fst #endif |