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// Copyright 2005-2024 Google LLC
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//
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// Licensed under the Apache License, Version 2.0 (the 'License');
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an 'AS IS' BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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//
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// See www.openfst.org for extensive documentation on this weighted
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// finite-state transducer library.
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#ifndef FST_SCRIPT_FST_CLASS_H_
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#define FST_SCRIPT_FST_CLASS_H_
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#include <algorithm>
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#include <cstddef>
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#include <cstdint>
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#include <istream>
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#include <limits>
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#include <memory>
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#include <ostream>
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#include <string>
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#include <type_traits>
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#include <utility>
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#include <vector>
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#include <fst/log.h>
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#include <fst/expanded-fst.h>
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#include <fst/fst.h>
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#include <fst/generic-register.h>
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#include <fst/mutable-fst.h>
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#include <fst/properties.h>
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#include <fst/symbol-table.h>
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#include <fst/util.h>
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#include <fst/vector-fst.h>
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#include <fst/script/arc-class.h>
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#include <fst/script/weight-class.h>
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#include <string_view>
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// Classes to support "boxing" all existing types of FST arcs in a single
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// FstClass which hides the arc types. This allows clients to load
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// and work with FSTs without knowing the arc type. These classes are only
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// recommended for use in high-level scripting applications. Most users should
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// use the lower-level templated versions corresponding to these classes.
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namespace fst {
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namespace script {
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// Abstract base class defining the set of functionalities implemented in all
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// impls and passed through by all bases. Below FstClassBase the class
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// hierarchy bifurcates; FstClassImplBase serves as the base class for all
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// implementations (of which FstClassImpl is currently the only one) and
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// FstClass serves as the base class for all interfaces.
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class FstClassBase {
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public:
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virtual const std::string &ArcType() const = 0;
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virtual WeightClass Final(int64_t) const = 0;
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virtual const std::string &FstType() const = 0;
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virtual const SymbolTable *InputSymbols() const = 0;
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virtual size_t NumArcs(int64_t) const = 0;
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virtual size_t NumInputEpsilons(int64_t) const = 0;
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virtual size_t NumOutputEpsilons(int64_t) const = 0;
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virtual const SymbolTable *OutputSymbols() const = 0;
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virtual uint64_t Properties(uint64_t, bool) const = 0;
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virtual int64_t Start() const = 0;
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virtual const std::string &WeightType() const = 0;
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virtual bool ValidStateId(int64_t) const = 0;
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virtual bool Write(const std::string &) const = 0;
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virtual bool Write(std::ostream &, const std::string &) const = 0;
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virtual ~FstClassBase() = default;
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};
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// Adds all the MutableFst methods.
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class FstClassImplBase : public FstClassBase {
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public:
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virtual bool AddArc(int64_t, const ArcClass &) = 0;
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virtual int64_t AddState() = 0;
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virtual void AddStates(size_t) = 0;
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virtual FstClassImplBase *Copy() = 0;
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virtual bool DeleteArcs(int64_t, size_t) = 0;
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virtual bool DeleteArcs(int64_t) = 0;
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virtual bool DeleteStates(const std::vector<int64_t> &) = 0;
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virtual void DeleteStates() = 0;
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virtual SymbolTable *MutableInputSymbols() = 0;
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virtual SymbolTable *MutableOutputSymbols() = 0;
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virtual int64_t NumStates() const = 0;
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virtual bool ReserveArcs(int64_t, size_t) = 0;
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virtual void ReserveStates(int64_t) = 0;
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virtual void SetInputSymbols(const SymbolTable *) = 0;
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virtual bool SetFinal(int64_t, const WeightClass &) = 0;
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virtual void SetOutputSymbols(const SymbolTable *) = 0;
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virtual void SetProperties(uint64_t, uint64_t) = 0;
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virtual bool SetStart(int64_t) = 0;
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~FstClassImplBase() override = default;
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};
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// Containiner class wrapping an Fst<Arc>, hiding its arc type. Whether this
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// Fst<Arc> pointer refers to a special kind of FST (e.g. a MutableFst) is
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// known by the type of interface class that owns the pointer to this
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// container.
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template <class Arc>
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class FstClassImpl : public FstClassImplBase {
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public:
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explicit FstClassImpl(std::unique_ptr<Fst<Arc>> impl)
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: impl_(std::move(impl)) {}
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explicit FstClassImpl(const Fst<Arc> &impl) : impl_(impl.Copy()) {}
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// Warning: calling this method casts the FST to a mutable FST.
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bool AddArc(int64_t s, const ArcClass &ac) final {
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if (!ValidStateId(s)) return false;
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// Note that we do not check that the destination state is valid, so users
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// can add arcs before they add the corresponding states. Verify can be
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// used to determine whether any arc has a nonexisting destination.
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Arc arc(ac.ilabel, ac.olabel, *ac.weight.GetWeight<typename Arc::Weight>(),
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ac.nextstate);
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down_cast<MutableFst<Arc> *>(impl_.get())->AddArc(s, arc);
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return true;
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}
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// Warning: calling this method casts the FST to a mutable FST.
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int64_t AddState() final {
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return down_cast<MutableFst<Arc> *>(impl_.get())->AddState();
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}
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// Warning: calling this method casts the FST to a mutable FST.
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void AddStates(size_t n) final {
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return down_cast<MutableFst<Arc> *>(impl_.get())->AddStates(n);
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}
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const std::string &ArcType() const final { return Arc::Type(); }
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FstClassImpl *Copy() final { return new FstClassImpl<Arc>(*impl_); }
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// Warning: calling this method casts the FST to a mutable FST.
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bool DeleteArcs(int64_t s, size_t n) final {
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if (!ValidStateId(s)) return false;
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down_cast<MutableFst<Arc> *>(impl_.get())->DeleteArcs(s, n);
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return true;
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}
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// Warning: calling this method casts the FST to a mutable FST.
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bool DeleteArcs(int64_t s) final {
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if (!ValidStateId(s)) return false;
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down_cast<MutableFst<Arc> *>(impl_.get())->DeleteArcs(s);
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return true;
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}
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// Warning: calling this method casts the FST to a mutable FST.
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bool DeleteStates(const std::vector<int64_t> &dstates) final {
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for (const auto &state : dstates)
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if (!ValidStateId(state)) return false;
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// Warning: calling this method with any integers beyond the precision of
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// the underlying FST will result in truncation.
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std::vector<typename Arc::StateId> typed_dstates(dstates.size());
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std::copy(dstates.begin(), dstates.end(), typed_dstates.begin());
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down_cast<MutableFst<Arc> *>(impl_.get())->DeleteStates(typed_dstates);
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return true;
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}
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// Warning: calling this method casts the FST to a mutable FST.
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void DeleteStates() final {
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down_cast<MutableFst<Arc> *>(impl_.get())->DeleteStates();
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}
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WeightClass Final(int64_t s) const final {
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if (!ValidStateId(s)) return WeightClass::NoWeight(WeightType());
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WeightClass w(impl_->Final(s));
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return w;
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}
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const std::string &FstType() const final { return impl_->Type(); }
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const SymbolTable *InputSymbols() const final {
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return impl_->InputSymbols();
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}
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// Warning: calling this method casts the FST to a mutable FST.
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SymbolTable *MutableInputSymbols() final {
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return down_cast<MutableFst<Arc> *>(impl_.get())->MutableInputSymbols();
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}
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// Warning: calling this method casts the FST to a mutable FST.
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SymbolTable *MutableOutputSymbols() final {
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return down_cast<MutableFst<Arc> *>(impl_.get())->MutableOutputSymbols();
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}
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// Signals failure by returning size_t max.
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size_t NumArcs(int64_t s) const final {
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return ValidStateId(s) ? impl_->NumArcs(s)
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: std::numeric_limits<size_t>::max();
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}
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// Signals failure by returning size_t max.
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size_t NumInputEpsilons(int64_t s) const final {
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return ValidStateId(s) ? impl_->NumInputEpsilons(s)
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: std::numeric_limits<size_t>::max();
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}
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// Signals failure by returning size_t max.
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size_t NumOutputEpsilons(int64_t s) const final {
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return ValidStateId(s) ? impl_->NumOutputEpsilons(s)
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: std::numeric_limits<size_t>::max();
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}
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// Warning: calling this method casts the FST to a mutable FST.
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int64_t NumStates() const final {
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return down_cast<MutableFst<Arc> *>(impl_.get())->NumStates();
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}
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uint64_t Properties(uint64_t mask, bool test) const final {
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return impl_->Properties(mask, test);
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}
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// Warning: calling this method casts the FST to a mutable FST.
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bool ReserveArcs(int64_t s, size_t n) final {
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if (!ValidStateId(s)) return false;
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down_cast<MutableFst<Arc> *>(impl_.get())->ReserveArcs(s, n);
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return true;
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}
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// Warning: calling this method casts the FST to a mutable FST.
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void ReserveStates(int64_t n) final {
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down_cast<MutableFst<Arc> *>(impl_.get())->ReserveStates(n);
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}
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const SymbolTable *OutputSymbols() const final {
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return impl_->OutputSymbols();
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}
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// Warning: calling this method casts the FST to a mutable FST.
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void SetInputSymbols(const SymbolTable *isyms) final {
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down_cast<MutableFst<Arc> *>(impl_.get())->SetInputSymbols(isyms);
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}
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// Warning: calling this method casts the FST to a mutable FST.
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bool SetFinal(int64_t s, const WeightClass &weight) final {
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if (!ValidStateId(s)) return false;
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down_cast<MutableFst<Arc> *>(impl_.get())
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->SetFinal(s, *weight.GetWeight<typename Arc::Weight>());
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return true;
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}
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// Warning: calling this method casts the FST to a mutable FST.
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void SetOutputSymbols(const SymbolTable *osyms) final {
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down_cast<MutableFst<Arc> *>(impl_.get())->SetOutputSymbols(osyms);
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}
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// Warning: calling this method casts the FST to a mutable FST.
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void SetProperties(uint64_t props, uint64_t mask) final {
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down_cast<MutableFst<Arc> *>(impl_.get())->SetProperties(props, mask);
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}
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// Warning: calling this method casts the FST to a mutable FST.
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bool SetStart(int64_t s) final {
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if (!ValidStateId(s)) return false;
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down_cast<MutableFst<Arc> *>(impl_.get())->SetStart(s);
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return true;
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}
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int64_t Start() const final { return impl_->Start(); }
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bool ValidStateId(int64_t s) const final {
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// This cowardly refuses to count states if the FST is not yet expanded.
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const auto num_states = impl_->NumStatesIfKnown();
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if (!num_states.has_value()) {
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FSTERROR() << "Cannot get number of states for unexpanded FST";
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return false;
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}
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if (s < 0 || s >= *num_states) {
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FSTERROR() << "State ID " << s << " not valid";
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return false;
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}
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return true;
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}
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const std::string &WeightType() const final { return Arc::Weight::Type(); }
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bool Write(const std::string &source) const final {
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return impl_->Write(source);
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}
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bool Write(std::ostream &ostr, const std::string &source) const final {
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const FstWriteOptions opts(source);
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return impl_->Write(ostr, opts);
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}
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~FstClassImpl() override = default;
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Fst<Arc> *GetImpl() const { return impl_.get(); }
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private:
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std::unique_ptr<Fst<Arc>> impl_;
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};
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// BASE CLASS DEFINITIONS
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class MutableFstClass;
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class FstClass : public FstClassBase {
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public:
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FstClass() : impl_(nullptr) {}
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template <class Arc>
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explicit FstClass(std::unique_ptr<Fst<Arc>> fst)
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: impl_(std::make_unique<FstClassImpl<Arc>>(std::move(fst))) {}
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template <class Arc>
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explicit FstClass(const Fst<Arc> &fst)
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: impl_(std::make_unique<FstClassImpl<Arc>>(fst)) {}
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FstClass(const FstClass &other)
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: impl_(other.impl_ == nullptr ? nullptr : other.impl_->Copy()) {}
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FstClass &operator=(const FstClass &other) {
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impl_.reset(other.impl_ == nullptr ? nullptr : other.impl_->Copy());
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return *this;
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}
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WeightClass Final(int64_t s) const final { return impl_->Final(s); }
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const std::string &ArcType() const final { return impl_->ArcType(); }
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const std::string &FstType() const final { return impl_->FstType(); }
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const SymbolTable *InputSymbols() const final {
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return impl_->InputSymbols();
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}
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size_t NumArcs(int64_t s) const final { return impl_->NumArcs(s); }
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size_t NumInputEpsilons(int64_t s) const final {
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return impl_->NumInputEpsilons(s);
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}
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size_t NumOutputEpsilons(int64_t s) const final {
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return impl_->NumOutputEpsilons(s);
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}
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const SymbolTable *OutputSymbols() const final {
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return impl_->OutputSymbols();
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}
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uint64_t Properties(uint64_t mask, bool test) const final {
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// Special handling for FSTs with a null impl.
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if (!impl_) return kError & mask;
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return impl_->Properties(mask, test);
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}
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static std::unique_ptr<FstClass> Read(
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const std::string &source);
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static std::unique_ptr<FstClass> Read(
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std::istream &istrm, const std::string &source);
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int64_t Start() const final { return impl_->Start(); }
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bool ValidStateId(int64_t s) const final { return impl_->ValidStateId(s); }
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const std::string &WeightType() const final { return impl_->WeightType(); }
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// Helper that logs an ERROR if the weight type of an FST and a WeightClass
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// don't match.
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bool WeightTypesMatch(const WeightClass &weight,
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std::string_view op_name) const;
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bool Write(const std::string &source) const final {
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return impl_->Write(source);
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}
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bool Write(std::ostream &ostr, const std::string &source) const final {
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return impl_->Write(ostr, source);
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}
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~FstClass() override = default;
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// These methods are required by IO registration.
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template <class Arc>
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static std::unique_ptr<FstClassImplBase> Convert(const FstClass &other) {
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FSTERROR() << "Doesn't make sense to convert any class to type FstClass";
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return nullptr;
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}
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template <class Arc>
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static std::unique_ptr<FstClassImplBase> Create() {
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FSTERROR() << "Doesn't make sense to create an FstClass with a "
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<< "particular arc type";
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return nullptr;
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}
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template <class Arc>
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const Fst<Arc> *GetFst() const {
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if (Arc::Type() != ArcType()) {
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return nullptr;
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} else {
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FstClassImpl<Arc> *typed_impl =
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down_cast<FstClassImpl<Arc> *>(impl_.get());
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return typed_impl->GetImpl();
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}
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}
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template <class Arc>
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static std::unique_ptr<FstClass> Read(std::istream &stream,
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const FstReadOptions &opts) {
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if (!opts.header) {
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LOG(ERROR) << "FstClass::Read: Options header not specified";
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return nullptr;
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}
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const FstHeader &hdr = *opts.header;
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if (hdr.Properties() & kMutable) {
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return ReadTypedFst<MutableFstClass, MutableFst<Arc>>(stream, opts);
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} else {
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return ReadTypedFst<FstClass, Fst<Arc>>(stream, opts);
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}
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}
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protected:
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explicit FstClass(std::unique_ptr<FstClassImplBase> impl)
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: impl_(std::move(impl)) {}
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const FstClassImplBase *GetImpl() const { return impl_.get(); }
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FstClassImplBase *GetImpl() { return impl_.get(); }
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// Generic template method for reading an arc-templated FST of type
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// UnderlyingT, and returning it wrapped as FstClassT, with appropriate
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// error checking. Called from arc-templated Read() static methods.
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template <class FstClassT, class UnderlyingT>
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static std::unique_ptr<FstClassT> ReadTypedFst(std::istream &stream,
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const FstReadOptions &opts) {
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std::unique_ptr<UnderlyingT> u(UnderlyingT::Read(stream, opts));
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return u ? std::make_unique<FstClassT>(std::move(u)) : nullptr;
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}
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private:
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std::unique_ptr<FstClassImplBase> impl_;
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};
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// Specific types of FstClass with special properties
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class MutableFstClass : public FstClass {
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public:
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bool AddArc(int64_t s, const ArcClass &ac) {
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if (!WeightTypesMatch(ac.weight, "AddArc")) return false;
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return GetImpl()->AddArc(s, ac);
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}
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int64_t AddState() { return GetImpl()->AddState(); }
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void AddStates(size_t n) { return GetImpl()->AddStates(n); }
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bool DeleteArcs(int64_t s, size_t n) { return GetImpl()->DeleteArcs(s, n); }
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bool DeleteArcs(int64_t s) { return GetImpl()->DeleteArcs(s); }
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bool DeleteStates(const std::vector<int64_t> &dstates) {
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return GetImpl()->DeleteStates(dstates);
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}
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void DeleteStates() { GetImpl()->DeleteStates(); }
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SymbolTable *MutableInputSymbols() {
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return GetImpl()->MutableInputSymbols();
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}
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SymbolTable *MutableOutputSymbols() {
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return GetImpl()->MutableOutputSymbols();
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}
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int64_t NumStates() const { return GetImpl()->NumStates(); }
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bool ReserveArcs(int64_t s, size_t n) { return GetImpl()->ReserveArcs(s, n); }
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void ReserveStates(int64_t n) { GetImpl()->ReserveStates(n); }
|
|
|
|
static std::unique_ptr<MutableFstClass> Read(
|
|
const std::string &source, bool convert = false);
|
|
|
|
void SetInputSymbols(const SymbolTable *isyms) {
|
|
GetImpl()->SetInputSymbols(isyms);
|
|
}
|
|
|
|
bool SetFinal(int64_t s, const WeightClass &weight) {
|
|
if (!WeightTypesMatch(weight, "SetFinal")) return false;
|
|
return GetImpl()->SetFinal(s, weight);
|
|
}
|
|
|
|
void SetOutputSymbols(const SymbolTable *osyms) {
|
|
GetImpl()->SetOutputSymbols(osyms);
|
|
}
|
|
|
|
void SetProperties(uint64_t props, uint64_t mask) {
|
|
GetImpl()->SetProperties(props, mask);
|
|
}
|
|
|
|
bool SetStart(int64_t s) { return GetImpl()->SetStart(s); }
|
|
|
|
template <class Arc>
|
|
explicit MutableFstClass(std::unique_ptr<MutableFst<Arc>> fst)
|
|
// NB: The natural cast-less way to do this doesn't compile for some
|
|
// arcane reason.
|
|
: FstClass(
|
|
fst::implicit_cast<std::unique_ptr<Fst<Arc>>>(std::move(fst))) {}
|
|
|
|
template <class Arc>
|
|
explicit MutableFstClass(const MutableFst<Arc> &fst) : FstClass(fst) {}
|
|
|
|
// These methods are required by IO registration.
|
|
|
|
template <class Arc>
|
|
static std::unique_ptr<FstClassImplBase> Convert(const FstClass &other) {
|
|
FSTERROR() << "Doesn't make sense to convert any class to type "
|
|
<< "MutableFstClass";
|
|
return nullptr;
|
|
}
|
|
|
|
template <class Arc>
|
|
static std::unique_ptr<FstClassImplBase> Create() {
|
|
FSTERROR() << "Doesn't make sense to create a MutableFstClass with a "
|
|
<< "particular arc type";
|
|
return nullptr;
|
|
}
|
|
|
|
template <class Arc>
|
|
MutableFst<Arc> *GetMutableFst() {
|
|
Fst<Arc> *fst = const_cast<Fst<Arc> *>(this->GetFst<Arc>());
|
|
MutableFst<Arc> *mfst = down_cast<MutableFst<Arc> *>(fst);
|
|
return mfst;
|
|
}
|
|
|
|
template <class Arc>
|
|
static std::unique_ptr<MutableFstClass> Read(std::istream &stream,
|
|
const FstReadOptions &opts) {
|
|
std::unique_ptr<MutableFst<Arc>> mfst(MutableFst<Arc>::Read(stream, opts));
|
|
return mfst ? std::make_unique<MutableFstClass>(std::move(mfst)) : nullptr;
|
|
}
|
|
|
|
protected:
|
|
explicit MutableFstClass(std::unique_ptr<FstClassImplBase> impl)
|
|
: FstClass(std::move(impl)) {}
|
|
};
|
|
|
|
class VectorFstClass : public MutableFstClass {
|
|
public:
|
|
explicit VectorFstClass(std::unique_ptr<FstClassImplBase> impl)
|
|
: MutableFstClass(std::move(impl)) {}
|
|
|
|
explicit VectorFstClass(const FstClass &other);
|
|
|
|
explicit VectorFstClass(std::string_view arc_type);
|
|
|
|
static std::unique_ptr<VectorFstClass> Read(
|
|
const std::string &source);
|
|
|
|
template <class Arc>
|
|
static std::unique_ptr<VectorFstClass> Read(std::istream &stream,
|
|
const FstReadOptions &opts) {
|
|
std::unique_ptr<VectorFst<Arc>> vfst(VectorFst<Arc>::Read(stream, opts));
|
|
return vfst ? std::make_unique<VectorFstClass>(std::move(vfst)) : nullptr;
|
|
}
|
|
|
|
template <class Arc>
|
|
explicit VectorFstClass(std::unique_ptr<VectorFst<Arc>> fst)
|
|
// NB: The natural cast-less way to do this doesn't compile for some
|
|
// arcane reason.
|
|
: MutableFstClass(fst::implicit_cast<std::unique_ptr<MutableFst<Arc>>>(
|
|
std::move(fst))) {}
|
|
|
|
template <class Arc>
|
|
explicit VectorFstClass(const VectorFst<Arc> &fst) : MutableFstClass(fst) {}
|
|
|
|
template <class Arc>
|
|
static std::unique_ptr<FstClassImplBase> Convert(const FstClass &other) {
|
|
return std::make_unique<FstClassImpl<Arc>>(
|
|
std::make_unique<VectorFst<Arc>>(*other.GetFst<Arc>()));
|
|
}
|
|
|
|
template <class Arc>
|
|
static std::unique_ptr<FstClassImplBase> Create() {
|
|
return std::make_unique<FstClassImpl<Arc>>(
|
|
std::make_unique<VectorFst<Arc>>());
|
|
}
|
|
};
|
|
|
|
// Registration stuff.
|
|
|
|
// This class definition is to avoid a nested class definition inside the
|
|
// FstClassIORegistration struct.
|
|
template <class Reader, class Creator, class Converter>
|
|
struct FstClassRegEntry {
|
|
Reader reader;
|
|
Creator creator;
|
|
Converter converter;
|
|
|
|
FstClassRegEntry(Reader r, Creator cr, Converter co)
|
|
: reader(r), creator(cr), converter(co) {}
|
|
|
|
FstClassRegEntry() : reader(nullptr), creator(nullptr), converter(nullptr) {}
|
|
};
|
|
|
|
// Actual FST IO method register.
|
|
template <class Reader, class Creator, class Converter>
|
|
class FstClassIORegister
|
|
: public GenericRegister<std::string,
|
|
FstClassRegEntry<Reader, Creator, Converter>,
|
|
FstClassIORegister<Reader, Creator, Converter>> {
|
|
public:
|
|
Reader GetReader(std::string_view arc_type) const {
|
|
return this->GetEntry(arc_type).reader;
|
|
}
|
|
|
|
Creator GetCreator(std::string_view arc_type) const {
|
|
return this->GetEntry(arc_type).creator;
|
|
}
|
|
|
|
Converter GetConverter(std::string_view arc_type) const {
|
|
return this->GetEntry(arc_type).converter;
|
|
}
|
|
|
|
protected:
|
|
std::string ConvertKeyToSoFilename(std::string_view key) const final {
|
|
std::string legal_type(key);
|
|
ConvertToLegalCSymbol(&legal_type);
|
|
legal_type.append("-arc.so");
|
|
return legal_type;
|
|
}
|
|
};
|
|
|
|
// Struct containing everything needed to register a particular type
|
|
// of FST class (e.g., a plain FstClass, or a MutableFstClass, etc.).
|
|
template <class FstClassType>
|
|
struct FstClassIORegistration {
|
|
using Reader = std::unique_ptr<FstClassType> (*)(std::istream &stream,
|
|
const FstReadOptions &opts);
|
|
|
|
using Creator = std::unique_ptr<FstClassImplBase> (*)();
|
|
|
|
using Converter =
|
|
std::unique_ptr<FstClassImplBase> (*)(const FstClass &other);
|
|
|
|
using Entry = FstClassRegEntry<Reader, Creator, Converter>;
|
|
|
|
// FST class Register.
|
|
using Register = FstClassIORegister<Reader, Creator, Converter>;
|
|
|
|
// FST class Register-er.
|
|
using Registerer =
|
|
GenericRegisterer<FstClassIORegister<Reader, Creator, Converter>>;
|
|
};
|
|
|
|
// Macros for registering other arc types.
|
|
|
|
#define REGISTER_FST_CLASS(Class, Arc) \
|
|
static FstClassIORegistration<Class>::Registerer Class##_##Arc##_registerer( \
|
|
Arc::Type(), \
|
|
FstClassIORegistration<Class>::Entry( \
|
|
Class::Read<Arc>, Class::Create<Arc>, Class::Convert<Arc>))
|
|
|
|
#define REGISTER_FST_CLASSES(Arc) \
|
|
REGISTER_FST_CLASS(FstClass, Arc); \
|
|
REGISTER_FST_CLASS(MutableFstClass, Arc); \
|
|
REGISTER_FST_CLASS(VectorFstClass, Arc);
|
|
|
|
} // namespace script
|
|
} // namespace fst
|
|
|
|
#endif // FST_SCRIPT_FST_CLASS_H_
|