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tools/openfst-1.6.7/include/fst/label-reachable.h
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// See www.openfst.org for extensive documentation on this weighted // finite-state transducer library. // // Class to determine if a non-epsilon label can be read as the first // non-epsilon symbol along some path from a given state. #ifndef FST_LABEL_REACHABLE_H_ #define FST_LABEL_REACHABLE_H_ #include <unordered_map> #include <utility> #include <vector> #include <fst/log.h> #include <fst/accumulator.h> #include <fst/arcsort.h> #include <fst/interval-set.h> #include <fst/state-reachable.h> #include <fst/util.h> #include <fst/vector-fst.h> namespace fst { // Stores shareable data for label reachable class copies. template <typename Label> class LabelReachableData { public: using LabelIntervalSet = IntervalSet<Label>; using Interval = typename LabelIntervalSet::Interval; explicit LabelReachableData(bool reach_input, bool keep_relabel_data = true) : reach_input_(reach_input), keep_relabel_data_(keep_relabel_data), have_relabel_data_(true), final_label_(kNoLabel) {} ~LabelReachableData() {} bool ReachInput() const { return reach_input_; } std::vector<LabelIntervalSet> *MutableIntervalSets() { return &interval_sets_; } const LabelIntervalSet &GetIntervalSet(int s) const { return interval_sets_[s]; } int NumIntervalSets() const { return interval_sets_.size(); } std::unordered_map<Label, Label> *Label2Index() { if (!have_relabel_data_) { FSTERROR() << "LabelReachableData: No relabeling data"; } return &label2index_; } void SetFinalLabel(Label final_label) { final_label_ = final_label; } Label FinalLabel() const { return final_label_; } static LabelReachableData<Label> *Read(std::istream &istrm, const FstReadOptions &opts) { auto *data = new LabelReachableData<Label>(); ReadType(istrm, &data->reach_input_); ReadType(istrm, &data->keep_relabel_data_); data->have_relabel_data_ = data->keep_relabel_data_; if (data->keep_relabel_data_) ReadType(istrm, &data->label2index_); ReadType(istrm, &data->final_label_); ReadType(istrm, &data->interval_sets_); return data; } bool Write(std::ostream &ostrm, const FstWriteOptions &opts) const { WriteType(ostrm, reach_input_); WriteType(ostrm, keep_relabel_data_); if (keep_relabel_data_) WriteType(ostrm, label2index_); WriteType(ostrm, FinalLabel()); WriteType(ostrm, interval_sets_); return true; } private: LabelReachableData() {} bool reach_input_; // Input labels considered? bool keep_relabel_data_; // Save label2index_ to file? bool have_relabel_data_; // Using label2index_? Label final_label_; // Final label. std::unordered_map<Label, Label> label2index_; // Finds index for a label. std::vector<LabelIntervalSet> interval_sets_; // Interval sets per state. }; // Tests reachability of labels from a given state. If reach_input is true, then // input labels are considered, o.w. output labels are considered. To test for // reachability from a state s, first do SetState(s), then a label l can be // reached from state s of FST f iff Reach(r) is true where r = Relabel(l). The // relabeling is required to ensure a compact representation of the reachable // labels. // The whole FST can be relabeled instead with Relabel(&f, reach_input) so that // the test Reach(r) applies directly to the labels of the transformed FST f. // The relabeled FST will also be sorted appropriately for composition. // // Reachablity of a final state from state s (via an epsilon path) can be // tested with ReachFinal(). // // Reachability can also be tested on the set of labels specified by an arc // iterator, useful for FST composition. In particular, Reach(aiter, ...) is // true if labels on the input (output) side of the transitions of the arc // iterator, when iter_input is true (false), can be reached from the state s. // The iterator labels must have already been relabeled. // // With the arc iterator test of reachability, the begin position, end position // and accumulated arc weight of the matches can be returned. The optional // template argument controls how reachable arc weights are accumulated. The // default uses semiring Plus(). Alternative ones can be used to distribute the // weights in composition in various ways. template <class Arc, class Accumulator = DefaultAccumulator<Arc>, class D = LabelReachableData<typename Arc::Label>> class LabelReachable { public: using Label = typename Arc::Label; using StateId = typename Arc::StateId; using Weight = typename Arc::Weight; using Data = D; using LabelIntervalSet = typename Data::LabelIntervalSet; using Interval = typename LabelIntervalSet::Interval; LabelReachable(const Fst<Arc> &fst, bool reach_input, Accumulator *accumulator = nullptr, bool keep_relabel_data = true) : fst_(new VectorFst<Arc>(fst)), s_(kNoStateId), data_(std::make_shared<Data>(reach_input, keep_relabel_data)), accumulator_(accumulator ? accumulator : new Accumulator()), ncalls_(0), nintervals_(0), reach_fst_input_(false), error_(false) { const auto ins = fst_->NumStates(); TransformFst(); FindIntervals(ins); fst_.reset(); } explicit LabelReachable(std::shared_ptr<Data> data, Accumulator *accumulator = nullptr) : s_(kNoStateId), data_(std::move(data)), accumulator_(accumulator ? accumulator : new Accumulator()), ncalls_(0), nintervals_(0), reach_fst_input_(false), error_(false) {} LabelReachable(const LabelReachable<Arc, Accumulator, Data> &reachable, bool safe = false) : s_(kNoStateId), data_(reachable.data_), accumulator_(new Accumulator(*reachable.accumulator_, safe)), ncalls_(0), nintervals_(0), reach_fst_input_(reachable.reach_fst_input_), error_(reachable.error_) {} ~LabelReachable() { if (ncalls_ > 0) { VLOG(2) << "# of calls: " << ncalls_; VLOG(2) << "# of intervals/call: " << (nintervals_ / ncalls_); } } // Relabels w.r.t labels that give compact label sets. Label Relabel(Label label) { if (label == 0 || error_) return label; auto &label2index = *data_->Label2Index(); auto &relabel = label2index[label]; if (!relabel) relabel = label2index.size() + 1; // Adds new label. return relabel; } // Relabels FST w.r.t to labels that give compact label sets. void Relabel(MutableFst<Arc> *fst, bool relabel_input) { for (StateIterator<MutableFst<Arc>> siter(*fst); !siter.Done(); siter.Next()) { for (MutableArcIterator<MutableFst<Arc>> aiter(fst, siter.Value()); !aiter.Done(); aiter.Next()) { auto arc = aiter.Value(); if (relabel_input) { arc.ilabel = Relabel(arc.ilabel); } else { arc.olabel = Relabel(arc.olabel); } aiter.SetValue(arc); } } if (relabel_input) { ArcSort(fst, ILabelCompare<Arc>()); fst->SetInputSymbols(nullptr); } else { ArcSort(fst, OLabelCompare<Arc>()); fst->SetOutputSymbols(nullptr); } } // Returns relabeling pairs (cf. relabel.h::Relabel()). If avoid_collisions is // true, extra pairs are added to ensure no collisions when relabeling // automata that have labels unseen here. void RelabelPairs(std::vector<std::pair<Label, Label>> *pairs, bool avoid_collisions = false) { pairs->clear(); const auto &label2index = *data_->Label2Index(); // Maps labels to their new values in [1, label2index().size()]. for (auto it = label2index.begin(); it != label2index.end(); ++it) { if (it->second != data_->FinalLabel()) { pairs->push_back(std::make_pair(it->first, it->second)); } } if (avoid_collisions) { // Ensures any label in [1, label2index().size()] is mapped either // by the above step or to label2index() + 1 (to avoid collisions). for (size_t i = 1; i <= label2index.size(); ++i) { const auto it = label2index.find(i); if (it == label2index.end() || it->second == data_->FinalLabel()) { pairs->push_back(std::make_pair(i, label2index.size() + 1)); } } } } // Set current state. Optionally set state associated // with arc iterator to be passed to Reach. void SetState(StateId s, StateId aiter_s = kNoStateId) { s_ = s; if (aiter_s != kNoStateId) { accumulator_->SetState(aiter_s); if (accumulator_->Error()) error_ = true; } } // Can reach this label from current state? // Original labels must be transformed by the Relabel methods above. bool Reach(Label label) const { if (label == 0 || error_) return false; return data_->GetIntervalSet(s_).Member(label); } // Can reach final state (via epsilon transitions) from this state? bool ReachFinal() const { if (error_) return false; return data_->GetIntervalSet(s_).Member(data_->FinalLabel()); } // Initialize with secondary FST to be used with Reach(Iterator,...). // If reach_input = true, then arc input labels are considered in // Reach(aiter, ...), o.w. output labels are considered. If copy is true, then // the FST is a copy of the FST used in the previous call to this method // (useful to avoid unnecessary updates). template <class FST> void ReachInit(const FST &fst, bool reach_input, bool copy = false) { reach_fst_input_ = reach_input; if (!fst.Properties(reach_fst_input_ ? kILabelSorted : kOLabelSorted, true)) { FSTERROR() << "LabelReachable::ReachInit: Fst is not sorted"; error_ = true; } accumulator_->Init(fst, copy); if (accumulator_->Error()) error_ = true; } // Can reach any arc iterator label between iterator positions // aiter_begin and aiter_end? // Arc iterator labels must be transformed by the Relabel methods // above. If compute_weight is true, user may call ReachWeight(). template <class Iterator> bool Reach(Iterator *aiter, ssize_t aiter_begin, ssize_t aiter_end, bool compute_weight) { if (error_) return false; const auto &interval_set = data_->GetIntervalSet(s_); ++ncalls_; nintervals_ += interval_set.Size(); reach_begin_ = -1; reach_end_ = -1; reach_weight_ = Weight::Zero(); const auto flags = aiter->Flags(); // Save flags to restore them on exit. aiter->SetFlags(kArcNoCache, kArcNoCache); // Makes caching optional. aiter->Seek(aiter_begin); if (2 * (aiter_end - aiter_begin) < interval_set.Size()) { // Checks each arc against intervals, setting arc iterator flags to only // compute the ilabel or olabel values, since they are the only values // required for most of the arcs processed. aiter->SetFlags(reach_fst_input_ ? kArcILabelValue : kArcOLabelValue, kArcValueFlags); Label reach_label = kNoLabel; for (auto aiter_pos = aiter_begin; aiter_pos < aiter_end; aiter->Next(), ++aiter_pos) { const auto &arc = aiter->Value(); const auto label = reach_fst_input_ ? arc.ilabel : arc.olabel; if (label == reach_label || Reach(label)) { reach_label = label; if (reach_begin_ < 0) reach_begin_ = aiter_pos; reach_end_ = aiter_pos + 1; if (compute_weight) { if (!(aiter->Flags() & kArcWeightValue)) { // If arc.weight wasn't computed by the call to aiter->Value() // above, we need to call aiter->Value() again after having set // the arc iterator flags to compute the arc weight value. aiter->SetFlags(kArcWeightValue, kArcValueFlags); const auto &arcb = aiter->Value(); // Call the accumulator. reach_weight_ = accumulator_->Sum(reach_weight_, arcb.weight); // Only ilabel or olabel required to process the following arcs. aiter->SetFlags( reach_fst_input_ ? kArcILabelValue : kArcOLabelValue, kArcValueFlags); } else { // Calls the accumulator. reach_weight_ = accumulator_->Sum(reach_weight_, arc.weight); } } } } } else { // Checks each interval against arcs. auto begin_low = aiter_begin; auto end_low = aiter_begin; for (const auto &interval : interval_set) { begin_low = LowerBound(aiter, end_low, aiter_end, interval.begin); end_low = LowerBound(aiter, begin_low, aiter_end, interval.end); if (end_low - begin_low > 0) { if (reach_begin_ < 0) reach_begin_ = begin_low; reach_end_ = end_low; if (compute_weight) { aiter->SetFlags(kArcWeightValue, kArcValueFlags); reach_weight_ = accumulator_->Sum(reach_weight_, aiter, begin_low, end_low); } } } } aiter->SetFlags(flags, kArcFlags); // Restores original flag values. return reach_begin_ >= 0; } // Returns iterator position of first matching arc. ssize_t ReachBegin() const { return reach_begin_; } // Returns iterator position one past last matching arc. ssize_t ReachEnd() const { return reach_end_; } // Return the sum of the weights for matching arcs. Valid only if // compute_weight was true in Reach() call. Weight ReachWeight() const { return reach_weight_; } // Access to the relabeling map. Excludes epsilon (0) label but // includes kNoLabel that is used internally for super-final // transitons. const std::unordered_map<Label, Label> &Label2Index() const { return *data_->Label2Index(); } const Data *GetData() const { return data_.get(); } std::shared_ptr<Data> GetSharedData() const { return data_; } bool Error() const { return error_ || accumulator_->Error(); } private: // Redirects labeled arcs (input or output labels determined by ReachInput()) // to new label-specific final states. Each original final state is // redirected via a transition labeled with kNoLabel to a new // kNoLabel-specific final state. Creates super-initial state for all states // with zero in-degree. void TransformFst() { auto ins = fst_->NumStates(); auto ons = ins; std::vector<ssize_t> indeg(ins, 0); // Redirects labeled arcs to new final states. for (StateId s = 0; s < ins; ++s) { for (MutableArcIterator<VectorFst<Arc>> aiter(fst_.get(), s); !aiter.Done(); aiter.Next()) { auto arc = aiter.Value(); const auto label = data_->ReachInput() ? arc.ilabel : arc.olabel; if (label) { auto insert_result = label2state_.insert(std::make_pair(label, ons)); if (insert_result.second) { indeg.push_back(0); ++ons; } arc.nextstate = label2state_[label]; aiter.SetValue(arc); } ++indeg[arc.nextstate]; // Finds in-degrees for next step. } // Redirects final weights to new final state. const auto final_weight = fst_->Final(s); if (final_weight != Weight::Zero()) { auto insert_result = label2state_.insert(std::make_pair(kNoLabel, ons)); if (insert_result.second) { indeg.push_back(0); ++ons; } Arc arc(kNoLabel, kNoLabel, final_weight, label2state_[kNoLabel]); fst_->AddArc(s, arc); ++indeg[arc.nextstate]; // Finds in-degrees for next step. fst_->SetFinal(s, Weight::Zero()); } } // Adds new final states to the FST. while (fst_->NumStates() < ons) { StateId s = fst_->AddState(); fst_->SetFinal(s, Weight::One()); } // Creates a super-initial state for all states with zero in-degree. const auto start = fst_->AddState(); fst_->SetStart(start); for (StateId s = 0; s < start; ++s) { if (indeg[s] == 0) { Arc arc(0, 0, Weight::One(), s); fst_->AddArc(start, arc); } } } void FindIntervals(StateId ins) { StateReachable<Arc, Label, LabelIntervalSet> state_reachable(*fst_); if (state_reachable.Error()) { error_ = true; return; } auto &state2index = state_reachable.State2Index(); auto &interval_sets = *data_->MutableIntervalSets(); interval_sets = state_reachable.IntervalSets(); interval_sets.resize(ins); auto &label2index = *data_->Label2Index(); for (const auto &kv : label2state_) { Label i = state2index[kv.second]; label2index[kv.first] = i; if (kv.first == kNoLabel) data_->SetFinalLabel(i); } label2state_.clear(); double nintervals = 0; ssize_t non_intervals = 0; for (StateId s = 0; s < ins; ++s) { nintervals += interval_sets[s].Size(); if (interval_sets[s].Size() > 1) { ++non_intervals; VLOG(3) << "state: " << s << " # of intervals: " << interval_sets[s].Size(); } } VLOG(2) << "# of states: " << ins; VLOG(2) << "# of intervals: " << nintervals; VLOG(2) << "# of intervals/state: " << nintervals / ins; VLOG(2) << "# of non-interval states: " << non_intervals; } template <class Iterator> ssize_t LowerBound(Iterator *aiter, ssize_t aiter_begin, ssize_t aiter_end, Label match_label) const { // Only needs to compute the ilabel or olabel of arcs when performing the // binary search. aiter->SetFlags(reach_fst_input_ ? kArcILabelValue : kArcOLabelValue, kArcValueFlags); ssize_t low = aiter_begin; ssize_t high = aiter_end; while (low < high) { const ssize_t mid = low + (high - low) / 2; aiter->Seek(mid); auto label = reach_fst_input_ ? aiter->Value().ilabel : aiter->Value().olabel; if (label < match_label) { low = mid + 1; } else { high = mid; } } aiter->Seek(low); aiter->SetFlags(kArcValueFlags, kArcValueFlags); return low; } std::unique_ptr<VectorFst<Arc>> fst_; // Current state StateId s_; // Finds final state for a label std::unordered_map<Label, StateId> label2state_; // Iterator position of first match. ssize_t reach_begin_; // Iterator position after last match. ssize_t reach_end_; // Gives weight sum of arc iterator arcs with reachable labels. Weight reach_weight_; // Shareable data between copies. std::shared_ptr<Data> data_; // Sums arc weights. std::unique_ptr<Accumulator> accumulator_; double ncalls_; double nintervals_; bool reach_fst_input_; bool error_; }; } // namespace fst #endif // FST_LABEL_REACHABLE_H_ |