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// Copyright 2005-2024 Google LLC
//
// 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.
//
// See www.openfst.org for extensive documentation on this weighted
// finite-state transducer library.
//
// Class to reweight/push an FST, and utility functions to weigh and reweight
// an FST.
#ifndef FST_PUSH_H_
#define FST_PUSH_H_
#include <cstdint>
#include <vector>
#include <fst/log.h>
#include <fst/arc-map.h>
#include <fst/arc.h>
#include <fst/factor-weight.h>
#include <fst/fst.h>
#include <fst/mutable-fst.h>
#include <fst/reweight.h>
#include <fst/shortest-distance.h>
#include <fst/string-weight.h>
#include <fst/vector-fst.h>
#include <fst/weight.h>
namespace fst {
// Computes the total weight (sum of the weights of all accepting paths) from
// the output of ShortestDistance, using the shortest distance from the final
// state when reverse is true and from the initial state otherwise.
template <class Arc> typename Arc::Weight ComputeTotalWeight( const Fst<Arc> &fst, const std::vector<typename Arc::Weight> &distance, bool reverse) { if (reverse) { return fst.Start() < distance.size() ? distance[fst.Start()] : Arc::Weight::Zero(); } auto sum = Arc::Weight::Zero(); for (typename Arc::StateId s = 0; s < distance.size(); ++s) { sum = Plus(sum, Times(distance[s], fst.Final(s))); } return sum; }
// Divides the weight of every accepting path by a fixed weight. This weight
// is also divided at the final state if at_final is true and at the initial
// state otherwise.
template <class Arc> void RemoveWeight(MutableFst<Arc> *fst, const typename Arc::Weight &weight, bool at_final) { using Weight = typename Arc::Weight; if ((weight == Weight::One()) || (weight == Weight::Zero())) return; if (at_final) { for (StateIterator<MutableFst<Arc>> siter(*fst); !siter.Done(); siter.Next()) { fst->SetFinal(siter.Value(), Divide(fst->Final(siter.Value()), weight, DIVIDE_RIGHT)); } } else { const auto start = fst->Start(); for (MutableArcIterator<MutableFst<Arc>> aiter(fst, start); !aiter.Done(); aiter.Next()) { auto arc = aiter.Value(); arc.weight = Divide(arc.weight, weight, DIVIDE_LEFT); aiter.SetValue(arc); } fst->SetFinal(start, Divide(fst->Final(start), weight, DIVIDE_LEFT)); } }
// Pushes the weights in FST in the requested direction. If pushing towards the
// initial state, the sum of the weight of the outgoing transitions and final
// weight at a non-initial state is equal to One() in the resulting machine. If
// pushing towards the final state, the same property holds on the reverse
// machine.
//
// Weight needs to be left distributive when pushing towards the initial state
// and right distributive when pushing towards the final states.
template <class Arc> void Push(MutableFst<Arc> *fst, ReweightType type = REWEIGHT_TO_INITIAL, float delta = kShortestDelta, bool remove_total_weight = false) { using Weight = typename Arc::Weight; std::vector<Weight> distance; const bool reverse = type == REWEIGHT_TO_INITIAL; ShortestDistance(*fst, &distance, reverse, delta); if (remove_total_weight) { const auto total_weight = ComputeTotalWeight(*fst, distance, reverse); Reweight(fst, distance, type); RemoveWeight(fst, total_weight, !reverse); } else { Reweight(fst, distance, type); } }
inline constexpr uint8_t kPushWeights = 0x01; inline constexpr uint8_t kPushLabels = 0x02; inline constexpr uint8_t kPushRemoveTotalWeight = 0x04; inline constexpr uint8_t kPushRemoveCommonAffix = 0x08;
// Pushes the weights and/or labels of the input FST into the output mutable FST
// by pushing weights and/or labels (as determined by the ptype argument)
// towards the initial state or final states (as determined by the rtype
// template parameter). The weight type must be left distributive when pushing
// weights towards the initial state, and right distribution when pushing
// weights towards the final states.
template <class Arc, ReweightType rtype> void Push(const Fst<Arc> &ifst, MutableFst<Arc> *ofst, uint8_t ptype, float delta = kShortestDelta) { using Label = typename Arc::Label; using Weight = typename Arc::Weight; if ((ptype & (kPushWeights | kPushLabels)) == kPushWeights) { *ofst = ifst; Push(ofst, rtype, delta, ptype & kPushRemoveTotalWeight); } else if (ptype & kPushLabels) { const auto gtype = rtype == REWEIGHT_TO_INITIAL ? GALLIC_LEFT : GALLIC_RIGHT; using GallicWeight = typename GallicArc<Arc, gtype>::Weight; std::vector<GallicWeight> gdistance; VectorFst<GallicArc<Arc, gtype>> gfst; ArcMap(ifst, &gfst, ToGallicMapper<Arc, gtype>()); if (ptype & kPushWeights) { ShortestDistance(gfst, &gdistance, rtype == REWEIGHT_TO_INITIAL, delta); } else { ArcMapFst uwfst(ifst, RmWeightMapper<Arc>()); ArcMapFst guwfst(uwfst, ToGallicMapper<Arc, gtype>()); ShortestDistance(guwfst, &gdistance, rtype == REWEIGHT_TO_INITIAL, delta); } auto total_weight = GallicWeight::One(); if (ptype & (kPushRemoveTotalWeight | kPushRemoveCommonAffix)) { total_weight = ComputeTotalWeight(gfst, gdistance, rtype == REWEIGHT_TO_INITIAL); total_weight = GallicWeight( ptype & kPushRemoveCommonAffix ? total_weight.Value1() : StringWeight<Label, GallicStringType(gtype)>::One(), ptype & kPushRemoveTotalWeight ? total_weight.Value2() : Weight::One()); } Reweight(&gfst, gdistance, rtype); if (ptype & (kPushRemoveTotalWeight | kPushRemoveCommonAffix)) { RemoveWeight(&gfst, total_weight, rtype == REWEIGHT_TO_FINAL); } FactorWeightFst<GallicArc<Arc, gtype>, GallicFactor<Label, Weight, gtype>> fwfst(gfst); ArcMap(fwfst, ofst, FromGallicMapper<Arc, gtype>()); ofst->SetOutputSymbols(ifst.OutputSymbols()); } else { LOG(WARNING) << "Push: pushing type is set to 0, so not pushing"; *ofst = ifst; } }
} // namespace fst
#endif // FST_PUSH_H_
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