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tools/openfst-1.6.7/src/include/fst/replace-util.h 22.2 KB
8dcb6dfcb   Yannick Estève   first commit
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  // See www.openfst.org for extensive documentation on this weighted
  // finite-state transducer library.
  //
  // Utility classes for the recursive replacement of FSTs (RTNs).
  
  #ifndef FST_REPLACE_UTIL_H_
  #define FST_REPLACE_UTIL_H_
  
  #include <map>
  #include <unordered_map>
  #include <unordered_set>
  #include <vector>
  
  #include <fst/log.h>
  
  #include <fst/connect.h>
  #include <fst/mutable-fst.h>
  #include <fst/topsort.h>
  #include <fst/vector-fst.h>
  
  
  namespace fst {
  
  // This specifies what labels to output on the call or return arc. Note that
  // REPLACE_LABEL_INPUT and REPLACE_LABEL_OUTPUT will produce transducers when
  // applied to acceptors.
  enum ReplaceLabelType {
    // Epsilon labels on both input and output.
    REPLACE_LABEL_NEITHER = 1,
    // Non-epsilon labels on input and epsilon on output.
    REPLACE_LABEL_INPUT = 2,
    // Epsilon on input and non-epsilon on output.
    REPLACE_LABEL_OUTPUT = 3,
    // Non-epsilon labels on both input and output.
    REPLACE_LABEL_BOTH = 4
  };
  
  // By default ReplaceUtil will copy the input label of the replace arc.
  // The call_label_type and return_label_type options specify how to manage
  // the labels of the call arc and the return arc of the replace FST
  struct ReplaceUtilOptions {
    int64 root;                          // Root rule for expansion.
    ReplaceLabelType call_label_type;    // How to label call arc.
    ReplaceLabelType return_label_type;  // How to label return arc.
    int64 return_label;                  // Label to put on return arc.
  
    explicit ReplaceUtilOptions(
        int64 root = kNoLabel,
        ReplaceLabelType call_label_type = REPLACE_LABEL_INPUT,
        ReplaceLabelType return_label_type = REPLACE_LABEL_NEITHER,
        int64 return_label = 0)
        : root(root),
          call_label_type(call_label_type),
          return_label_type(return_label_type),
          return_label(return_label) {}
  
    // For backwards compatibility.
    ReplaceUtilOptions(int64 root, bool epsilon_replace_arc)
        : ReplaceUtilOptions(root,
                             epsilon_replace_arc ? REPLACE_LABEL_NEITHER
                                                 : REPLACE_LABEL_INPUT) {}
  };
  
  // Every non-terminal on a path appears as the first label on that path in every
  // FST associated with a given SCC of the replace dependency graph. This would
  // be true if the SCC were formed from left-linear grammar rules.
  constexpr uint8 kReplaceSCCLeftLinear = 0x01;
  // Every non-terminal on a path appears as the final label on that path in every
  // FST associated with a given SCC of the replace dependency graph. This would
  // be true if the SCC were formed from right-linear grammar rules.
  constexpr uint8 kReplaceSCCRightLinear = 0x02;
  // The SCC in the replace dependency graph has more than one state or a
  // self-loop.
  constexpr uint8 kReplaceSCCNonTrivial = 0x04;
  
  // Defined in replace.h.
  template <class Arc>
  void Replace(
      const std::vector<std::pair<typename Arc::Label, const Fst<Arc> *>> &,
      MutableFst<Arc> *, const ReplaceUtilOptions &);
  
  // Utility class for the recursive replacement of FSTs (RTNs). The user provides
  // a set of label/FST pairs at construction. These are used by methods for
  // testing cyclic dependencies and connectedness and doing RTN connection and
  // specific FST replacement by label or for various optimization properties. The
  // modified results can be obtained with the GetFstPairs() or
  // GetMutableFstPairs() methods.
  template <class Arc>
  class ReplaceUtil {
   public:
    using Label = typename Arc::Label;
    using StateId = typename Arc::StateId;
    using Weight = typename Arc::Weight;
  
    using FstPair = std::pair<Label, const Fst<Arc> *>;
    using MutableFstPair = std::pair<Label, MutableFst<Arc> *>;
    using NonTerminalHash = std::unordered_map<Label, Label>;
  
    // Constructs from mutable FSTs; FST ownership is given to ReplaceUtil.
    ReplaceUtil(const std::vector<MutableFstPair> &fst_pairs,
                const ReplaceUtilOptions &opts);
  
    // Constructs from FSTs; FST ownership is retained by caller.
    ReplaceUtil(const std::vector<FstPair> &fst_pairs,
                const ReplaceUtilOptions &opts);
  
    // Constructs from ReplaceFst internals; FST ownership is retained by caller.
    ReplaceUtil(const std::vector<std::unique_ptr<const Fst<Arc>>> &fst_array,
                const NonTerminalHash &nonterminal_hash,
                const ReplaceUtilOptions &opts);
  
    ~ReplaceUtil() {
      for (Label i = 0; i < fst_array_.size(); ++i) delete fst_array_[i];
    }
  
    // True if the non-terminal dependencies are cyclic. Cyclic dependencies will
    // result in an unexpandable FST.
    bool CyclicDependencies() const {
      GetDependencies(false);
      return depprops_ & kCyclic;
    }
  
    // Returns the strongly-connected component ID in the dependency graph of the
    // replace FSTS.
    StateId SCC(Label label) const {
      GetDependencies(false);
      const auto it = nonterminal_hash_.find(label);
      if (it == nonterminal_hash_.end()) return kNoStateId;
      return depscc_[it->second];
    }
  
    // Returns properties for the strongly-connected component in the dependency
    // graph of the replace FSTs. If the SCC is kReplaceSCCLeftLinear or
    // kReplaceSCCRightLinear, that SCC can be represented as finite-state despite
    // any cyclic dependencies, but not by the usual replacement operation (see
    // fst/extensions/pdt/replace.h).
    uint8 SCCProperties(StateId scc_id) {
      GetSCCProperties();
      return depsccprops_[scc_id];
    }
  
    // Returns true if no useless FSTs, states or transitions are present in the
    // RTN.
    bool Connected() const {
      GetDependencies(false);
      uint64 props = kAccessible | kCoAccessible;
      for (Label i = 0; i < fst_array_.size(); ++i) {
        if (!fst_array_[i]) continue;
        if (fst_array_[i]->Properties(props, true) != props || !depaccess_[i]) {
          return false;
        }
      }
      return true;
    }
  
    // Removes useless FSTs, states and transitions from the RTN.
    void Connect();
  
    // Replaces FSTs specified by labels, unless there are cyclic dependencies.
    void ReplaceLabels(const std::vector<Label> &labels);
  
    // Replaces FSTs that have at most nstates states, narcs arcs and nnonterm
    // non-terminals (updating in reverse dependency order), unless there are
    // cyclic dependencies.
    void ReplaceBySize(size_t nstates, size_t narcs, size_t nnonterms);
  
    // Replaces singleton FSTS, unless there are cyclic dependencies.
    void ReplaceTrivial() { ReplaceBySize(2, 1, 1); }
  
    // Replaces non-terminals that have at most ninstances instances (updating in
    // dependency order), unless there are cyclic dependencies.
    void ReplaceByInstances(size_t ninstances);
  
    // Replaces non-terminals that have only one instance, unless there are cyclic
    // dependencies.
    void ReplaceUnique() { ReplaceByInstances(1); }
  
    // Returns label/FST pairs, retaining FST ownership.
    void GetFstPairs(std::vector<FstPair> *fst_pairs);
  
    // Returns label/mutable FST pairs, giving FST ownership over to the caller.
    void GetMutableFstPairs(std::vector<MutableFstPair> *mutable_fst_pairs);
  
   private:
    // FST statistics.
    struct ReplaceStats {
      StateId nstates;  // Number of states.
      StateId nfinal;   // Number of final states.
      size_t narcs;     // Number of arcs.
      Label nnonterms;  // Number of non-terminals in FST.
      size_t nref;      // Number of non-terminal instances referring to this FST.
      // Number of times that ith FST references this FST
      std::map<Label, size_t> inref;
      // Number of times that this FST references the ith FST
      std::map<Label, size_t> outref;
  
      ReplaceStats() : nstates(0), nfinal(0), narcs(0), nnonterms(0), nref(0) {}
    };
  
    // Checks that Mutable FSTs exists, creating them if necessary.
    void CheckMutableFsts();
  
    // Computes the dependency graph for the RTN, computing dependency statistics
    // if stats is true.
    void GetDependencies(bool stats) const;
  
    void ClearDependencies() const {
      depfst_.DeleteStates();
      stats_.clear();
      depprops_ = 0;
      depsccprops_.clear();
      have_stats_ = false;
    }
  
    // Gets topological order of dependencies, returning false with cyclic input.
    bool GetTopOrder(const Fst<Arc> &fst, std::vector<Label> *toporder) const;
  
    // Updates statistics to reflect the replacement of the jth FST.
    void UpdateStats(Label j);
  
    // Computes the properties for the strongly-connected component in the
    // dependency graph of the replace FSTs.
    void GetSCCProperties() const;
  
    Label root_label_;                                  // Root non-terminal.
    Label root_fst_;                                    // Root FST ID.
    ReplaceLabelType call_label_type_;                  // See Replace().
    ReplaceLabelType return_label_type_;                // See Replace().
    int64 return_label_;                                // See Replace().
    std::vector<const Fst<Arc> *> fst_array_;           // FST per ID.
    std::vector<MutableFst<Arc> *> mutable_fst_array_;  // Mutable FST per ID.
    std::vector<Label> nonterminal_array_;              // FST ID to non-terminal.
    NonTerminalHash nonterminal_hash_;                  // Non-terminal to FST ID.
    mutable VectorFst<Arc> depfst_;                     // FST ID dependencies.
    mutable std::vector<StateId> depscc_;               // FST SCC ID.
    mutable std::vector<bool> depaccess_;               // FST ID accessibility.
    mutable uint64 depprops_;                           // Dependency FST props.
    mutable bool have_stats_;                  // Have dependency statistics?
    mutable std::vector<ReplaceStats> stats_;  // Per-FST statistics.
    mutable std::vector<uint8> depsccprops_;   // SCC properties.
    ReplaceUtil(const ReplaceUtil &) = delete;
    ReplaceUtil &operator=(const ReplaceUtil &) = delete;
  };
  
  template <class Arc>
  ReplaceUtil<Arc>::ReplaceUtil(const std::vector<MutableFstPair> &fst_pairs,
                                const ReplaceUtilOptions &opts)
      : root_label_(opts.root),
        call_label_type_(opts.call_label_type),
        return_label_type_(opts.return_label_type),
        return_label_(opts.return_label),
        depprops_(0),
        have_stats_(false) {
    fst_array_.push_back(nullptr);
    mutable_fst_array_.push_back(nullptr);
    nonterminal_array_.push_back(kNoLabel);
    for (const auto &fst_pair : fst_pairs) {
      const auto label = fst_pair.first;
      auto *fst = fst_pair.second;
      nonterminal_hash_[label] = fst_array_.size();
      nonterminal_array_.push_back(label);
      fst_array_.push_back(fst);
      mutable_fst_array_.push_back(fst);
    }
    root_fst_ = nonterminal_hash_[root_label_];
    if (!root_fst_) {
      FSTERROR() << "ReplaceUtil: No root FST for label: " << root_label_;
    }
  }
  
  template <class Arc>
  ReplaceUtil<Arc>::ReplaceUtil(const std::vector<FstPair> &fst_pairs,
                                const ReplaceUtilOptions &opts)
      : root_label_(opts.root),
        call_label_type_(opts.call_label_type),
        return_label_type_(opts.return_label_type),
        return_label_(opts.return_label),
        depprops_(0),
        have_stats_(false) {
    fst_array_.push_back(nullptr);
    nonterminal_array_.push_back(kNoLabel);
    for (const auto &fst_pair : fst_pairs) {
      const auto label = fst_pair.first;
      const auto *fst = fst_pair.second;
      nonterminal_hash_[label] = fst_array_.size();
      nonterminal_array_.push_back(label);
      fst_array_.push_back(fst->Copy());
    }
    root_fst_ = nonterminal_hash_[root_label_];
    if (!root_fst_) {
      FSTERROR() << "ReplaceUtil: No root FST for label: " << root_label_;
    }
  }
  
  template <class Arc>
  ReplaceUtil<Arc>::ReplaceUtil(
      const std::vector<std::unique_ptr<const Fst<Arc>>> &fst_array,
      const NonTerminalHash &nonterminal_hash, const ReplaceUtilOptions &opts)
      : root_fst_(opts.root),
        call_label_type_(opts.call_label_type),
        return_label_type_(opts.return_label_type),
        return_label_(opts.return_label),
        nonterminal_array_(fst_array.size()),
        nonterminal_hash_(nonterminal_hash),
        depprops_(0),
        have_stats_(false) {
    fst_array_.push_back(nullptr);
    for (size_t i = 1; i < fst_array.size(); ++i) {
      fst_array_.push_back(fst_array[i]->Copy());
    }
    for (auto it = nonterminal_hash.begin(); it != nonterminal_hash.end(); ++it) {
      nonterminal_array_[it->second] = it->first;
    }
    root_label_ = nonterminal_array_[root_fst_];
  }
  
  template <class Arc>
  void ReplaceUtil<Arc>::GetDependencies(bool stats) const {
    if (depfst_.NumStates() > 0) {
      if (stats && !have_stats_) {
        ClearDependencies();
      } else {
        return;
      }
    }
    have_stats_ = stats;
    if (have_stats_) stats_.reserve(fst_array_.size());
    for (Label i = 0; i < fst_array_.size(); ++i) {
      depfst_.AddState();
      depfst_.SetFinal(i, Weight::One());
      if (have_stats_) stats_.push_back(ReplaceStats());
    }
    depfst_.SetStart(root_fst_);
    // An arc from each state (representing the FST) to the state representing the
    // FST being replaced
    for (Label i = 0; i < fst_array_.size(); ++i) {
      const auto *ifst = fst_array_[i];
      if (!ifst) continue;
      for (StateIterator<Fst<Arc>> siter(*ifst); !siter.Done(); siter.Next()) {
        const auto s = siter.Value();
        if (have_stats_) {
          ++stats_[i].nstates;
          if (ifst->Final(s) != Weight::Zero()) ++stats_[i].nfinal;
        }
        for (ArcIterator<Fst<Arc>> aiter(*ifst, s); !aiter.Done();
             aiter.Next()) {
          if (have_stats_) ++stats_[i].narcs;
          const auto &arc = aiter.Value();
          auto it = nonterminal_hash_.find(arc.olabel);
          if (it != nonterminal_hash_.end()) {
            const auto j = it->second;
            depfst_.AddArc(i, Arc(arc.olabel, arc.olabel, Weight::One(), j));
            if (have_stats_) {
              ++stats_[i].nnonterms;
              ++stats_[j].nref;
              ++stats_[j].inref[i];
              ++stats_[i].outref[j];
            }
          }
        }
      }
    }
    // Computes accessibility info.
    SccVisitor<Arc> scc_visitor(&depscc_, &depaccess_, nullptr, &depprops_);
    DfsVisit(depfst_, &scc_visitor);
  }
  
  template <class Arc>
  void ReplaceUtil<Arc>::UpdateStats(Label j) {
    if (!have_stats_) {
      FSTERROR() << "ReplaceUtil::UpdateStats: Stats not available";
      return;
    }
    if (j == root_fst_) return;  // Can't replace root.
    for (auto in = stats_[j].inref.begin(); in != stats_[j].inref.end(); ++in) {
      const auto i = in->first;
      const auto ni = in->second;
      stats_[i].nstates += stats_[j].nstates * ni;
      stats_[i].narcs += (stats_[j].narcs + 1) * ni;
      stats_[i].nnonterms += (stats_[j].nnonterms - 1) * ni;
      stats_[i].outref.erase(j);
      for (auto out = stats_[j].outref.begin(); out != stats_[j].outref.end();
           ++out) {
        const auto k = out->first;
        const auto nk = out->second;
        stats_[i].outref[k] += ni * nk;
      }
    }
    for (auto out = stats_[j].outref.begin(); out != stats_[j].outref.end();
         ++out) {
      const auto k = out->first;
      const auto nk = out->second;
      stats_[k].nref -= nk;
      stats_[k].inref.erase(j);
      for (auto in = stats_[j].inref.begin(); in != stats_[j].inref.end(); ++in) {
        const auto i = in->first;
        const auto ni = in->second;
        stats_[k].inref[i] += ni * nk;
        stats_[k].nref += ni * nk;
      }
    }
  }
  
  template <class Arc>
  void ReplaceUtil<Arc>::CheckMutableFsts() {
    if (mutable_fst_array_.empty()) {
      for (Label i = 0; i < fst_array_.size(); ++i) {
        if (!fst_array_[i]) {
          mutable_fst_array_.push_back(nullptr);
        } else {
          mutable_fst_array_.push_back(new VectorFst<Arc>(*fst_array_[i]));
          delete fst_array_[i];
          fst_array_[i] = mutable_fst_array_[i];
        }
      }
    }
  }
  
  template <class Arc>
  void ReplaceUtil<Arc>::Connect() {
    CheckMutableFsts();
    static constexpr auto props = kAccessible | kCoAccessible;
    for (auto *mutable_fst : mutable_fst_array_) {
      if (!mutable_fst) continue;
      if (mutable_fst->Properties(props, false) != props) {
        fst::Connect(mutable_fst);
      }
    }
    GetDependencies(false);
    for (Label i = 0; i < mutable_fst_array_.size(); ++i) {
      auto *fst = mutable_fst_array_[i];
      if (fst && !depaccess_[i]) {
        delete fst;
        fst_array_[i] = nullptr;
        mutable_fst_array_[i] = nullptr;
      }
    }
    ClearDependencies();
  }
  
  template <class Arc>
  bool ReplaceUtil<Arc>::GetTopOrder(const Fst<Arc> &fst,
                                     std::vector<Label> *toporder) const {
    // Finds topological order of dependencies.
    std::vector<StateId> order;
    bool acyclic = false;
    TopOrderVisitor<Arc> top_order_visitor(&order, &acyclic);
    DfsVisit(fst, &top_order_visitor);
    if (!acyclic) {
      LOG(WARNING) << "ReplaceUtil::GetTopOrder: Cyclical label dependencies";
      return false;
    }
    toporder->resize(order.size());
    for (Label i = 0; i < order.size(); ++i) (*toporder)[order[i]] = i;
    return true;
  }
  
  template <class Arc>
  void ReplaceUtil<Arc>::ReplaceLabels(const std::vector<Label> &labels) {
    CheckMutableFsts();
    std::unordered_set<Label> label_set;
    for (const auto label : labels) {
      // Can't replace root.
      if (label != root_label_) label_set.insert(label);
    }
    // Finds FST dependencies restricted to the labels requested.
    GetDependencies(false);
    VectorFst<Arc> pfst(depfst_);
    for (StateId i = 0; i < pfst.NumStates(); ++i) {
      std::vector<Arc> arcs;
      for (ArcIterator<VectorFst<Arc>> aiter(pfst, i); !aiter.Done();
           aiter.Next()) {
        const auto &arc = aiter.Value();
        const auto label = nonterminal_array_[arc.nextstate];
        if (label_set.count(label) > 0) arcs.push_back(arc);
      }
      pfst.DeleteArcs(i);
      for (const auto &arc : arcs) pfst.AddArc(i, arc);
    }
    std::vector<Label> toporder;
    if (!GetTopOrder(pfst, &toporder)) {
      ClearDependencies();
      return;
    }
    // Visits FSTs in reverse topological order of dependencies and performs
    // replacements.
    for (Label o = toporder.size() - 1; o >= 0; --o) {
      std::vector<FstPair> fst_pairs;
      auto s = toporder[o];
      for (ArcIterator<VectorFst<Arc>> aiter(pfst, s); !aiter.Done();
           aiter.Next()) {
        const auto &arc = aiter.Value();
        const auto label = nonterminal_array_[arc.nextstate];
        const auto *fst = fst_array_[arc.nextstate];
        fst_pairs.push_back(std::make_pair(label, fst));
      }
      if (fst_pairs.empty()) continue;
      const auto label = nonterminal_array_[s];
      const auto *fst = fst_array_[s];
      fst_pairs.push_back(std::make_pair(label, fst));
      const ReplaceUtilOptions opts(label, call_label_type_, return_label_type_,
                                    return_label_);
      Replace(fst_pairs, mutable_fst_array_[s], opts);
    }
    ClearDependencies();
  }
  
  template <class Arc>
  void ReplaceUtil<Arc>::ReplaceBySize(size_t nstates, size_t narcs,
                                       size_t nnonterms) {
    std::vector<Label> labels;
    GetDependencies(true);
    std::vector<Label> toporder;
    if (!GetTopOrder(depfst_, &toporder)) {
      ClearDependencies();
      return;
    }
    for (Label o = toporder.size() - 1; o >= 0; --o) {
      const auto j = toporder[o];
      if (stats_[j].nstates <= nstates && stats_[j].narcs <= narcs &&
          stats_[j].nnonterms <= nnonterms) {
        labels.push_back(nonterminal_array_[j]);
        UpdateStats(j);
      }
    }
    ReplaceLabels(labels);
  }
  
  template <class Arc>
  void ReplaceUtil<Arc>::ReplaceByInstances(size_t ninstances) {
    std::vector<Label> labels;
    GetDependencies(true);
    std::vector<Label> toporder;
    if (!GetTopOrder(depfst_, &toporder)) {
      ClearDependencies();
      return;
    }
    for (Label o = 0; o < toporder.size(); ++o) {
      const auto j = toporder[o];
      if (stats_[j].nref <= ninstances) {
        labels.push_back(nonterminal_array_[j]);
        UpdateStats(j);
      }
    }
    ReplaceLabels(labels);
  }
  
  template <class Arc>
  void ReplaceUtil<Arc>::GetFstPairs(std::vector<FstPair> *fst_pairs) {
    CheckMutableFsts();
    fst_pairs->clear();
    for (Label i = 0; i < fst_array_.size(); ++i) {
      const auto label = nonterminal_array_[i];
      const auto *fst = fst_array_[i];
      if (!fst) continue;
      fst_pairs->push_back(std::make_pair(label, fst));
    }
  }
  
  template <class Arc>
  void ReplaceUtil<Arc>::GetMutableFstPairs(
      std::vector<MutableFstPair> *mutable_fst_pairs) {
    CheckMutableFsts();
    mutable_fst_pairs->clear();
    for (Label i = 0; i < mutable_fst_array_.size(); ++i) {
      const auto label = nonterminal_array_[i];
      const auto *fst = mutable_fst_array_[i];
      if (!fst) continue;
      mutable_fst_pairs->push_back(std::make_pair(label, fst->Copy()));
    }
  }
  
  template <class Arc>
  void ReplaceUtil<Arc>::GetSCCProperties() const {
    if (!depsccprops_.empty()) return;
    GetDependencies(false);
    if (depscc_.empty()) return;
    for (StateId scc = 0; scc < depscc_.size(); ++scc) {
      depsccprops_.push_back(kReplaceSCCLeftLinear | kReplaceSCCRightLinear);
    }
    if (!(depprops_ & kCyclic)) return;  // No cyclic dependencies.
    // Checks for self-loops in the dependency graph.
    for (StateId scc = 0; scc < depscc_.size(); ++scc) {
      for (ArcIterator<Fst<Arc> > aiter(depfst_, scc);
           !aiter.Done(); aiter.Next()) {
        const auto &arc = aiter.Value();
        if (arc.nextstate == scc) {  // SCC has a self loop.
          depsccprops_[scc] |= kReplaceSCCNonTrivial;
        }
      }
    }
    std::vector<bool> depscc_visited(depscc_.size(), false);
    for (Label i = 0; i < fst_array_.size(); ++i) {
      const auto *fst = fst_array_[i];
      if (!fst) continue;
      const auto depscc = depscc_[i];
      if (depscc_visited[depscc]) {  // SCC has more than one state.
        depsccprops_[depscc] |= kReplaceSCCNonTrivial;
      }
      depscc_visited[depscc] = true;
      std::vector<StateId> fstscc;  // SCCs of the current FST.
      uint64 fstprops;
      SccVisitor<Arc> scc_visitor(&fstscc, nullptr, nullptr, &fstprops);
      DfsVisit(*fst, &scc_visitor);
      for (StateIterator<Fst<Arc>> siter(*fst); !siter.Done(); siter.Next()) {
        const auto s = siter.Value();
        for (ArcIterator<Fst<Arc>> aiter(*fst, s); !aiter.Done(); aiter.Next()) {
          const auto &arc = aiter.Value();
          auto it = nonterminal_hash_.find(arc.olabel);
          if (it == nonterminal_hash_.end() || depscc_[it->second] != depscc) {
            continue;  // Skips if a terminal or a non-terminal not in SCC.
          }
          const bool arc_in_cycle = fstscc[s] == fstscc[arc.nextstate];
          // Left linear iff all non-terminals are initial.
          if (s != fst->Start() || arc_in_cycle) {
            depsccprops_[depscc] &= ~kReplaceSCCLeftLinear;
          }
          // Right linear iff all non-terminals are final.
          if (fst->Final(arc.nextstate) == Weight::Zero() || arc_in_cycle) {
            depsccprops_[depscc] &= ~kReplaceSCCRightLinear;
          }
        }
      }
    }
  }
  
  }  // namespace fst
  
  #endif  // FST_REPLACE_UTIL_H_