// equivalent.h // 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 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. // // Copyright 2005-2010 Google, Inc. // Author: wojciech@google.com (Wojciech Skut) // // \file Functions and classes to determine the equivalence of two // FSTs. #ifndef FST_LIB_EQUIVALENT_H__ #define FST_LIB_EQUIVALENT_H__ #include #include using std::deque; #include using std::tr1::unordered_map; using std::tr1::unordered_multimap; #include using std::pair; using std::make_pair; #include using std::vector; #include #include #include #include namespace fst { // Traits-like struct holding utility functions/typedefs/constants for // the equivalence algorithm. // // Encoding device: in order to make the statesets of the two acceptors // disjoint, we map Arc::StateId on the type MappedId. The states of // the first acceptor are mapped on odd numbers (s -> 2s + 1), and // those of the second one on even numbers (s -> 2s + 2). The number 0 // is reserved for an implicit (non-final) 'dead state' (required for // the correct treatment of non-coaccessible states; kNoStateId is // mapped to kDeadState for both acceptors). The union-find algorithm // operates on the mapped IDs. template struct EquivalenceUtil { typedef typename Arc::StateId StateId; typedef typename Arc::Weight Weight; typedef StateId MappedId; // ID for an equivalence class. // MappedId for an implicit dead state. static const MappedId kDeadState = 0; // MappedId for lookup failure. static const MappedId kInvalidId = -1; // Maps state ID to the representative of the corresponding // equivalence class. The parameter 'which_fst' takes the values 1 // and 2, identifying the input FST. static MappedId MapState(StateId s, int32 which_fst) { return (kNoStateId == s) ? kDeadState : (static_cast(s) << 1) + which_fst; } // Maps set ID to State ID. static StateId UnMapState(MappedId id) { return static_cast((--id) >> 1); } // Convenience function: checks if state with MappedId 's' is final // in acceptor 'fa'. static bool IsFinal(const Fst &fa, MappedId s) { return (kDeadState == s) ? false : (fa.Final(UnMapState(s)) != Weight::Zero()); } // Convenience function: returns the representative of 'id' in 'sets', // creating a new set if needed. static MappedId FindSet(UnionFind *sets, MappedId id) { MappedId repr = sets->FindSet(id); if (repr != kInvalidId) { return repr; } else { sets->MakeSet(id); return id; } } }; template const typename EquivalenceUtil::MappedId EquivalenceUtil::kDeadState; template const typename EquivalenceUtil::MappedId EquivalenceUtil::kInvalidId; // Equivalence checking algorithm: determines if the two FSTs // fst1 and fst2 are equivalent. The input // FSTs must be deterministic input-side epsilon-free acceptors, // unweighted or with weights over a left semiring. Two acceptors are // considered equivalent if they accept exactly the same set of // strings (with the same weights). // // The algorithm (cf. Aho, Hopcroft and Ullman, "The Design and // Analysis of Computer Programs") successively constructs sets of // states that can be reached by the same prefixes, starting with a // set containing the start states of both acceptors. A disjoint tree // forest (the union-find algorithm) is used to represent the sets of // states. The algorithm returns 'false' if one of the constructed // sets contains both final and non-final states. Returns optional error // value (when FLAGS_error_fatal = false). // // Complexity: quasi-linear, i.e. O(n G(n)), where // n = |S1| + |S2| is the number of states in both acceptors // G(n) is a very slowly growing function that can be approximated // by 4 by all practical purposes. // template bool Equivalent(const Fst &fst1, const Fst &fst2, double delta = kDelta, bool *error = 0) { typedef typename Arc::Weight Weight; if (error) *error = false; // Check that the symbol table are compatible if (!CompatSymbols(fst1.InputSymbols(), fst2.InputSymbols()) || !CompatSymbols(fst1.OutputSymbols(), fst2.OutputSymbols())) { FSTERROR() << "Equivalent: input/output symbol tables of 1st argument " << "do not match input/output symbol tables of 2nd argument"; if (error) *error = true; return false; } // Check properties first: uint64 props = kNoEpsilons | kIDeterministic | kAcceptor; if (fst1.Properties(props, true) != props) { FSTERROR() << "Equivalent: first argument not an" << " epsilon-free deterministic acceptor"; if (error) *error = true; return false; } if (fst2.Properties(props, true) != props) { FSTERROR() << "Equivalent: second argument not an" << " epsilon-free deterministic acceptor"; if (error) *error = true; return false; } if ((fst1.Properties(kUnweighted , true) != kUnweighted) || (fst2.Properties(kUnweighted , true) != kUnweighted)) { VectorFst efst1(fst1); VectorFst efst2(fst2); Push(&efst1, REWEIGHT_TO_INITIAL, delta); Push(&efst2, REWEIGHT_TO_INITIAL, delta); ArcMap(&efst1, QuantizeMapper(delta)); ArcMap(&efst2, QuantizeMapper(delta)); EncodeMapper mapper(kEncodeWeights|kEncodeLabels, ENCODE); ArcMap(&efst1, &mapper); ArcMap(&efst2, &mapper); return Equivalent(efst1, efst2); } // Convenience typedefs: typedef typename Arc::StateId StateId; typedef EquivalenceUtil Util; typedef typename Util::MappedId MappedId; enum { FST1 = 1, FST2 = 2 }; // Required by Util::MapState(...) MappedId s1 = Util::MapState(fst1.Start(), FST1); MappedId s2 = Util::MapState(fst2.Start(), FST2); // The union-find structure. UnionFind eq_classes(1000, Util::kInvalidId); // Initialize the union-find structure. eq_classes.MakeSet(s1); eq_classes.MakeSet(s2); // Data structure for the (partial) acceptor transition function of // fst1 and fst2: input labels mapped to pairs of MappedId's // representing destination states of the corresponding arcs in fst1 // and fst2, respectively. typedef unordered_map > Label2StatePairMap; Label2StatePairMap arc_pairs; // Pairs of MappedId's to be processed, organized in a queue. deque > q; bool ret = true; // Early return if the start states differ w.r.t. being final. if (Util::IsFinal(fst1, s1) != Util::IsFinal(fst2, s2)) { ret = false; } // Main loop: explores the two acceptors in a breadth-first manner, // updating the equivalence relation on the statesets. Loop // invariant: each block of states contains either final states only // or non-final states only. for (q.push_back(make_pair(s1, s2)); ret && !q.empty(); q.pop_front()) { s1 = q.front().first; s2 = q.front().second; // Representatives of the equivalence classes of s1/s2. MappedId rep1 = Util::FindSet(&eq_classes, s1); MappedId rep2 = Util::FindSet(&eq_classes, s2); if (rep1 != rep2) { eq_classes.Union(rep1, rep2); arc_pairs.clear(); // Copy outgoing arcs starting at s1 into the hashtable. if (Util::kDeadState != s1) { ArcIterator > arc_iter(fst1, Util::UnMapState(s1)); for (; !arc_iter.Done(); arc_iter.Next()) { const Arc &arc = arc_iter.Value(); if (arc.weight != Weight::Zero()) { // Zero-weight arcs // are treated as // non-exisitent. arc_pairs[arc.ilabel].first = Util::MapState(arc.nextstate, FST1); } } } // Copy outgoing arcs starting at s2 into the hashtable. if (Util::kDeadState != s2) { ArcIterator > arc_iter(fst2, Util::UnMapState(s2)); for (; !arc_iter.Done(); arc_iter.Next()) { const Arc &arc = arc_iter.Value(); if (arc.weight != Weight::Zero()) { // Zero-weight arcs // are treated as // non-existent. arc_pairs[arc.ilabel].second = Util::MapState(arc.nextstate, FST2); } } } // Iterate through the hashtable and process pairs of target // states. for (typename Label2StatePairMap::const_iterator arc_iter = arc_pairs.begin(); arc_iter != arc_pairs.end(); ++arc_iter) { const pair &p = arc_iter->second; if (Util::IsFinal(fst1, p.first) != Util::IsFinal(fst2, p.second)) { // Detected inconsistency: return false. ret = false; break; } q.push_back(p); } } } if (fst1.Properties(kError, false) || fst2.Properties(kError, false)) { if (error) *error = true; return false; } return ret; } } // namespace fst #endif // FST_LIB_EQUIVALENT_H__