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src/fstext/remove-eps-local-inl.h
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// fstext/remove-eps-local-inl.h // Copyright 2009-2011 Microsoft Corporation // 2014 Johns Hopkins University (author: Daniel Povey // 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_REMOVE_EPS_LOCAL_INL_H_ #define KALDI_FSTEXT_REMOVE_EPS_LOCAL_INL_H_ namespace fst { template<class Weight> struct ReweightPlusDefault { inline Weight operator () (const Weight &a, const Weight &b) { return Plus(a, b); } }; struct ReweightPlusLogArc { inline TropicalWeight operator () (const TropicalWeight &a, const TropicalWeight &b) { LogWeight a_log(a.Value()), b_log(b.Value()); return TropicalWeight(Plus(a_log, b_log).Value()); } }; template<class Arc, class ReweightPlus = ReweightPlusDefault<typename Arc::Weight> > class RemoveEpsLocalClass { typedef typename Arc::StateId StateId; typedef typename Arc::Label Label; typedef typename Arc::Weight Weight; public: RemoveEpsLocalClass(MutableFst<Arc> *fst): fst_(fst) { if (fst_->Start() == kNoStateId) return; // empty. non_coacc_state_ = fst_->AddState(); InitNumArcs(); StateId num_states = fst_->NumStates(); for (StateId s = 0; s < num_states; s++) for (size_t pos = 0; pos < fst_->NumArcs(s); pos++) RemoveEps(s, pos); assert(CheckNumArcs()); Connect(fst); // remove inaccessible states. } private: MutableFst<Arc> *fst_; StateId non_coacc_state_; // use this to delete arcs: make it nextstate vector<StateId> num_arcs_in_; // The number of arcs into the state, plus one // if it's the start state. vector<StateId> num_arcs_out_; // The number of arcs out of the state, plus // one if it's a final state. ReweightPlus reweight_plus_; bool CanCombineArcs(const Arc &a, const Arc &b, Arc *c) { if (a.ilabel != 0 && b.ilabel != 0) return false; if (a.olabel != 0 && b.olabel != 0) return false; c->weight = Times(a.weight, b.weight); c->ilabel = (a.ilabel != 0 ? a.ilabel : b.ilabel); c->olabel = (a.olabel != 0 ? a.olabel : b.olabel); c->nextstate = b.nextstate; return true; } static bool CanCombineFinal(const Arc &a, Weight final_prob, Weight *final_prob_out) { if (a.ilabel != 0 || a.olabel != 0) return false; else { *final_prob_out = Times(a.weight, final_prob); return true; } } void InitNumArcs() { // init num transitions in/out of each state. StateId num_states = fst_->NumStates(); num_arcs_in_.resize(num_states); num_arcs_out_.resize(num_states); num_arcs_in_[fst_->Start()]++; // count start as trans in. for (StateId s = 0; s < num_states; s++) { if (fst_->Final(s) != Weight::Zero()) num_arcs_out_[s]++; // count final as transition. for (ArcIterator<MutableFst<Arc> > aiter(*fst_, s); !aiter.Done(); aiter.Next()) { num_arcs_in_[aiter.Value().nextstate]++; num_arcs_out_[s]++; } } } bool CheckNumArcs() { // check num arcs in/out of each state, at end. Debug. num_arcs_in_[fst_->Start()]--; // count start as trans in. StateId num_states = fst_->NumStates(); for (StateId s = 0; s < num_states; s++) { if (s == non_coacc_state_) continue; if (fst_->Final(s) != Weight::Zero()) num_arcs_out_[s]--; // count final as transition. for (ArcIterator<MutableFst<Arc> > aiter(*fst_, s); !aiter.Done(); aiter.Next()) { if (aiter.Value().nextstate == non_coacc_state_) continue; num_arcs_in_[aiter.Value().nextstate]--; num_arcs_out_[s]--; } } for (StateId s = 0; s < num_states; s++) { assert(num_arcs_in_[s] == 0); assert(num_arcs_out_[s] == 0); } return true; // always does this. so we can assert it w/o warnings. } inline void GetArc(StateId s, size_t pos, Arc *arc) const { ArcIterator<MutableFst<Arc> > aiter(*fst_, s); aiter.Seek(pos); *arc = aiter.Value(); } inline void SetArc(StateId s, size_t pos, const Arc &arc) { MutableArcIterator<MutableFst<Arc> > aiter(fst_, s); aiter.Seek(pos); aiter.SetValue(arc); } void Reweight(StateId s, size_t pos, Weight reweight) { // Reweight is called from RemoveEpsPattern1; it is a step we // do to preserve stochasticity. This function multiplies the // arc at (s, pos) by reweight and divides all the arcs [+final-prob] // out of the next state by the same. This is only valid if // the next state has only one arc in and is not the start state. assert(reweight != Weight::Zero()); MutableArcIterator<MutableFst<Arc> > aiter(fst_, s); aiter.Seek(pos); Arc arc = aiter.Value(); assert(num_arcs_in_[arc.nextstate] == 1); arc.weight = Times(arc.weight, reweight); aiter.SetValue(arc); for (MutableArcIterator<MutableFst<Arc> > aiter_next(fst_, arc.nextstate); !aiter_next.Done(); aiter_next.Next()) { Arc nextarc = aiter_next.Value(); if (nextarc.nextstate != non_coacc_state_) { nextarc.weight = Divide(nextarc.weight, reweight, DIVIDE_LEFT); aiter_next.SetValue(nextarc); } } Weight final = fst_->Final(arc.nextstate); if (final != Weight::Zero()) { fst_->SetFinal(arc.nextstate, Divide(final, reweight, DIVIDE_LEFT)); } } // RemoveEpsPattern1 applies where this arc, which is not a // self-loop, enters a state which has only one input transition // [and is not the start state], and has multiple output // transitions [counting being the final-state as a final-transition]. void RemoveEpsPattern1(StateId s, size_t pos, Arc arc) { const StateId nextstate = arc.nextstate; Weight total_removed = Weight::Zero(), total_kept = Weight::Zero(); // totals out of nextstate. vector<Arc> arcs_to_add; // to add to state s. for (MutableArcIterator<MutableFst<Arc> > aiter_next(fst_, nextstate); !aiter_next.Done(); aiter_next.Next()) { Arc nextarc = aiter_next.Value(); if (nextarc.nextstate == non_coacc_state_) continue; // deleted. Arc combined; if (CanCombineArcs(arc, nextarc, &combined)) { total_removed = reweight_plus_(total_removed, nextarc.weight); num_arcs_out_[nextstate]--; num_arcs_in_[nextarc.nextstate]--; nextarc.nextstate = non_coacc_state_; aiter_next.SetValue(nextarc); arcs_to_add.push_back(combined); } else { total_kept = reweight_plus_(total_kept, nextarc.weight); } } { // now final-state. Weight next_final = fst_->Final(nextstate); if (next_final != Weight::Zero()) { Weight new_final; if (CanCombineFinal(arc, next_final, &new_final)) { total_removed = reweight_plus_(total_removed, next_final); if (fst_->Final(s) == Weight::Zero()) num_arcs_out_[s]++; // final is counted as arc. fst_->SetFinal(s, Plus(fst_->Final(s), new_final)); num_arcs_out_[nextstate]--; fst_->SetFinal(nextstate, Weight::Zero()); } else { total_kept = reweight_plus_(total_kept, next_final); } } } if (total_removed != Weight::Zero()) { // did something... if (total_kept == Weight::Zero()) { // removed everything: remove arc. num_arcs_out_[s]--; num_arcs_in_[arc.nextstate]--; arc.nextstate = non_coacc_state_; SetArc(s, pos, arc); } else { // Have to reweight. Weight total = reweight_plus_(total_removed, total_kept); Weight reweight = Divide(total_kept, total, DIVIDE_LEFT); // <=1 Reweight(s, pos, reweight); } } // Now add the arcs we were going to add. for (size_t i = 0; i < arcs_to_add.size(); i++) { num_arcs_out_[s]++; num_arcs_in_[arcs_to_add[i].nextstate]++; fst_->AddArc(s, arcs_to_add[i]); } } void RemoveEpsPattern2(StateId s, size_t pos, Arc arc) { // Pattern 2 is where "nextstate" has only one arc out, counting // being-the-final-state as an arc, but possibly multiple arcs in. // Also, nextstate != s. const StateId nextstate = arc.nextstate; bool can_delete_next = (num_arcs_in_[nextstate] == 1); // if // we combine, can delete the corresponding out-arc/final-prob // of nextstate. bool delete_arc = false; // set to true if this arc to be deleted. Weight next_final = fst_->Final(arc.nextstate); if (next_final != Weight::Zero()) { // nextstate has no actual arcs out, only final-prob. Weight new_final; if (CanCombineFinal(arc, next_final, &new_final)) { if (fst_->Final(s) == Weight::Zero()) num_arcs_out_[s]++; // final is counted as arc. fst_->SetFinal(s, Plus(fst_->Final(s), new_final)); delete_arc = true; // will delete "arc". if (can_delete_next) { num_arcs_out_[nextstate]--; fst_->SetFinal(nextstate, Weight::Zero()); } } } else { // has an arc but no final prob. MutableArcIterator<MutableFst<Arc> > aiter_next(fst_, nextstate); assert(!aiter_next.Done()); while (aiter_next.Value().nextstate == non_coacc_state_) { aiter_next.Next(); assert(!aiter_next.Done()); } // now aiter_next points to a real arc out of nextstate. Arc nextarc = aiter_next.Value(); Arc combined; if (CanCombineArcs(arc, nextarc, &combined)) { delete_arc = true; if (can_delete_next) { // do it before we invalidate iterators num_arcs_out_[nextstate]--; num_arcs_in_[nextarc.nextstate]--; nextarc.nextstate = non_coacc_state_; aiter_next.SetValue(nextarc); } num_arcs_out_[s]++; num_arcs_in_[combined.nextstate]++; fst_->AddArc(s, combined); } } if (delete_arc) { num_arcs_out_[s]--; num_arcs_in_[nextstate]--; arc.nextstate = non_coacc_state_; SetArc(s, pos, arc); } } void RemoveEps(StateId s, size_t pos) { // Tries to do local epsilon-removal for arc sequences starting with this arc Arc arc; GetArc(s, pos, &arc); StateId nextstate = arc.nextstate; if (nextstate == non_coacc_state_) return; // deleted arc. if (nextstate == s) return; // don't handle self-loops: too complex. if (num_arcs_in_[nextstate] == 1 && num_arcs_out_[nextstate] > 1) { RemoveEpsPattern1(s, pos, arc); } else if (num_arcs_out_[nextstate] == 1) { RemoveEpsPattern2(s, pos, arc); } } }; template<class Arc> void RemoveEpsLocal(MutableFst<Arc> *fst) { RemoveEpsLocalClass<Arc> c(fst); // work gets done in initializer. } void RemoveEpsLocalSpecial(MutableFst<StdArc> *fst) { // work gets done in initializer. RemoveEpsLocalClass<StdArc, ReweightPlusLogArc> c(fst); } } // end namespace fst. #endif |