cp_model.h

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// Copyright 2010-2021 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.
 
#ifndef OR_TOOLS_SAT_CP_MODEL_H_
#define OR_TOOLS_SAT_CP_MODEL_H_
 
#include <cstdint>
#include <initializer_list>
#include <limits>
#include <string>
 
#include "absl/container/flat_hash_map.h"
#include "absl/types/span.h"
#include "ortools/sat/cp_model.pb.h"
#include "ortools/sat/cp_model_solver.h"
#include "ortools/sat/cp_model_utils.h"
#include "ortools/sat/model.h"
#include "ortools/sat/sat_parameters.pb.h"
#include "ortools/util/sorted_interval_list.h"
 
namespace operations_research {
namespace sat {
 
class CpModelBuilder;
class LinearExpr;
class IntVar;
 
class BoolVar {
 public:
  BoolVar();
 
  BoolVar WithName(const std::string& name);
 
  std::string Name() const;
 
  BoolVar Not() const { return BoolVar(NegatedRef(index_), builder_); }
 
  bool operator==(const BoolVar& other) const {
    return other.builder_ == builder_ && other.index_ == index_;
  }
 
  bool operator!=(const BoolVar& other) const {
    return other.builder_ != builder_ || other.index_ != index_;
  }
 
  std::string DebugString() const;
 
  int index() const { return index_; }
 
 private:
  friend class CircuitConstraint;
  friend class Constraint;
  friend class CpModelBuilder;
  friend class DoubleLinearExpr;
  friend class IntVar;
  friend class IntervalVar;
  friend class MultipleCircuitConstraint;
  friend class LinearExpr;
  friend class ReservoirConstraint;
  friend bool SolutionBooleanValue(const CpSolverResponse& r, BoolVar x);
 
  BoolVar(int index, CpModelBuilder* builder);
 
  CpModelBuilder* builder_ = nullptr;
  int index_ = std::numeric_limits<int32_t>::min();
};
 
std::ostream& operator<<(std::ostream& os, const BoolVar& var);
 
BoolVar Not(BoolVar x);
 
class IntVar {
 public:
  IntVar();
 
  IntVar(const BoolVar& var);  // NOLINT(runtime/explicit)
 
  BoolVar ToBoolVar() const;
 
  IntVar WithName(const std::string& name);
 
  std::string Name() const;
 
  bool operator==(const IntVar& other) const {
    return other.builder_ == builder_ && other.index_ == index_;
  }
 
  bool operator!=(const IntVar& other) const {
    return other.builder_ != builder_ || other.index_ != index_;
  }
 
  // Returns the domain of the variable.
  ::operations_research::Domain Domain() const;
 
  std::string DebugString() const;
 
  int index() const { return index_; }
 
  LinearExpr AddConstant(int64_t value) const;
 
 private:
  friend class BoolVar;
  friend class CpModelBuilder;
  friend class CumulativeConstraint;
  friend class DoubleLinearExpr;
  friend class LinearExpr;
  friend class IntervalVar;
  friend class ReservoirConstraint;
  friend int64_t SolutionIntegerValue(const CpSolverResponse& r,
                                      const LinearExpr& expr);
 
  IntVar(int index, CpModelBuilder* builder);
 
  CpModelBuilder* builder_ = nullptr;
  int index_ = std::numeric_limits<int32_t>::min();
};
 
std::ostream& operator<<(std::ostream& os, const IntVar& var);
 
class LinearExpr {
 public:
  LinearExpr() = default;
 
  LinearExpr(BoolVar var);  // NOLINT(runtime/explicit)
 
  LinearExpr(IntVar var);  // NOLINT(runtime/explicit)
 
  LinearExpr(int64_t constant);  // NOLINT(runtime/explicit)
 
  static LinearExpr Sum(absl::Span<const IntVar> vars);
 
  static LinearExpr Sum(absl::Span<const BoolVar> vars);
 
  // TODO(user): Remove when the operators + and * are implemented.
  static LinearExpr Sum(std::initializer_list<IntVar> vars);
 
  static LinearExpr ScalProd(absl::Span<const IntVar> vars,
                             absl::Span<const int64_t> coeffs);
 
  static LinearExpr ScalProd(absl::Span<const BoolVar> vars,
                             absl::Span<const int64_t> coeffs);
 
  // TODO(user): Remove when the operators + and * are implemented.
  static LinearExpr ScalProd(std::initializer_list<IntVar> vars,
                             absl::Span<const int64_t> coeffs);
 
  static LinearExpr Term(IntVar var, int64_t coefficient);
 
  static LinearExpr Term(BoolVar var, int64_t coefficient);
 
  static LinearExpr BooleanSum(absl::Span<const BoolVar> vars);
 
  static LinearExpr BooleanScalProd(absl::Span<const BoolVar> vars,
                                    absl::Span<const int64_t> coeffs);
 
  static LinearExpr FromProto(const LinearExpressionProto& proto);
 
  // Operators.
  LinearExpr& operator+=(const LinearExpr& other);
  LinearExpr& operator-=(const LinearExpr& other);
  LinearExpr& operator*=(int64_t factor);
 
  // Deprecated. Use operators instead.
  LinearExpr& AddConstant(int64_t value);
  LinearExpr& AddVar(IntVar var);
  LinearExpr& AddVar(BoolVar var);
  LinearExpr& AddTerm(BoolVar var, int64_t coeff);
  LinearExpr& AddTerm(IntVar var, int64_t coeff);
  LinearExpr& AddExpression(const LinearExpr& expr) { return *this += expr; }
 
  const std::vector<int>& variables() const { return variables_; }
 
  const std::vector<int64_t>& coefficients() const { return coefficients_; }
 
  const bool IsConstant() const { return variables_.empty(); }
 
  int64_t constant() const { return constant_; }
 
  std::string DebugString(const CpModelProto* proto = nullptr) const;
 
 private:
  std::vector<int> variables_;
  std::vector<int64_t> coefficients_;
  int64_t constant_ = 0;
};
 
std::ostream& operator<<(std::ostream& os, const LinearExpr& e);
 
class DoubleLinearExpr {
 public:
  DoubleLinearExpr();
 
  explicit DoubleLinearExpr(BoolVar var);
 
  explicit DoubleLinearExpr(IntVar var);
 
  explicit DoubleLinearExpr(double constant);
 
  DoubleLinearExpr& operator+=(double value);
 
  DoubleLinearExpr& operator+=(IntVar var);
  DoubleLinearExpr& operator+=(BoolVar var);
 
  DoubleLinearExpr& operator+=(const DoubleLinearExpr& expr);
 
  DoubleLinearExpr& AddTerm(IntVar var, double coeff);
  DoubleLinearExpr& AddTerm(BoolVar var, double coeff);
 
  DoubleLinearExpr& AddConstant(double constant);
 
  DoubleLinearExpr& operator-=(double value);
 
  DoubleLinearExpr& operator-=(IntVar var);
 
  DoubleLinearExpr& operator-=(const DoubleLinearExpr& expr);
 
  DoubleLinearExpr& operator*=(double coeff);
 
  static DoubleLinearExpr Sum(absl::Span<const IntVar> vars);
 
  static DoubleLinearExpr Sum(absl::Span<const BoolVar> vars);
 
  static DoubleLinearExpr Sum(std::initializer_list<IntVar> vars);
 
  static DoubleLinearExpr ScalProd(absl::Span<const IntVar> vars,
                                   absl::Span<const double> coeffs);
 
  static DoubleLinearExpr ScalProd(absl::Span<const BoolVar> vars,
                                   absl::Span<const double> coeffs);
 
  static DoubleLinearExpr ScalProd(std::initializer_list<IntVar> vars,
                                   absl::Span<const double> coeffs);
 
  const std::vector<int>& variables() const { return variables_; }
 
  const std::vector<double>& coefficients() const { return coefficients_; }
 
  // Returns true if the expression has no variable.
  const bool IsConstant() const { return variables_.empty(); }
 
  double constant() const { return constant_; }
 
  std::string DebugString(const CpModelProto* proto = nullptr) const;
 
 private:
  std::vector<int> variables_;
  std::vector<double> coefficients_;
  double constant_ = 0;
};
 
std::ostream& operator<<(std::ostream& os, const DoubleLinearExpr& e);
 
class IntervalVar {
 public:
  IntervalVar();
 
  IntervalVar WithName(const std::string& name);
 
  std::string Name() const;
 
  LinearExpr StartExpr() const;
 
  LinearExpr SizeExpr() const;
 
  LinearExpr EndExpr() const;
 
  BoolVar PresenceBoolVar() const;
 
  bool operator==(const IntervalVar& other) const {
    return other.builder_ == builder_ && other.index_ == index_;
  }
 
  bool operator!=(const IntervalVar& other) const {
    return other.builder_ != builder_ || other.index_ != index_;
  }
 
  std::string DebugString() const;
 
  int index() const { return index_; }
 
 private:
  friend class CpModelBuilder;
  friend class CumulativeConstraint;
  friend class NoOverlap2DConstraint;
  friend std::ostream& operator<<(std::ostream& os, const IntervalVar& var);
 
  IntervalVar(int index, CpModelBuilder* builder);
 
  CpModelBuilder* builder_ = nullptr;
  int index_ = std::numeric_limits<int32_t>::min();
};
 
std::ostream& operator<<(std::ostream& os, const IntervalVar& var);
 
class Constraint {
 public:
  Constraint OnlyEnforceIf(absl::Span<const BoolVar> literals);
 
  Constraint OnlyEnforceIf(BoolVar literal);
 
  Constraint WithName(const std::string& name);
 
  const std::string& Name() const;
 
  const ConstraintProto& Proto() const { return *proto_; }
 
  ConstraintProto* MutableProto() const { return proto_; }
 
 protected:
  friend class CpModelBuilder;
 
  explicit Constraint(ConstraintProto* proto);
 
  ConstraintProto* proto_ = nullptr;
};
 
class CircuitConstraint : public Constraint {
 public:
  void AddArc(int tail, int head, BoolVar literal);
 
 private:
  friend class CpModelBuilder;
 
  using Constraint::Constraint;
};
 
class MultipleCircuitConstraint : public Constraint {
 public:
  void AddArc(int tail, int head, BoolVar literal);
 
 private:
  friend class CpModelBuilder;
 
  using Constraint::Constraint;
};
 
class TableConstraint : public Constraint {
 public:
  void AddTuple(absl::Span<const int64_t> tuple);
 
 private:
  friend class CpModelBuilder;
 
  using Constraint::Constraint;
};
 
class ReservoirConstraint : public Constraint {
 public:
  void AddEvent(LinearExpr time, int64_t level_change);
 
  void AddOptionalEvent(LinearExpr time, int64_t level_change,
                        BoolVar is_active);
 
 private:
  friend class CpModelBuilder;
 
  ReservoirConstraint(ConstraintProto* proto, CpModelBuilder* builder);
 
  CpModelBuilder* builder_;
};
 
class AutomatonConstraint : public Constraint {
 public:
  void AddTransition(int tail, int head, int64_t transition_label);
 
 private:
  friend class CpModelBuilder;
 
  using Constraint::Constraint;
};
 
class NoOverlap2DConstraint : public Constraint {
 public:
  void AddRectangle(IntervalVar x_coordinate, IntervalVar y_coordinate);
 
 private:
  friend class CpModelBuilder;
 
  using Constraint::Constraint;
};
 
class CumulativeConstraint : public Constraint {
 public:
  void AddDemand(IntervalVar interval, LinearExpr demand);
 
 private:
  friend class CpModelBuilder;
 
  CumulativeConstraint(ConstraintProto* proto, CpModelBuilder* builder);
 
  CpModelBuilder* builder_;
};
 
class CpModelBuilder {
 public:
  void SetName(const std::string& name);
 
  IntVar NewIntVar(const Domain& domain);
 
  BoolVar NewBoolVar();
 
  IntVar NewConstant(int64_t value);
 
  BoolVar TrueVar();
 
  BoolVar FalseVar();
 
  IntervalVar NewIntervalVar(const LinearExpr& start, const LinearExpr& size,
                             const LinearExpr& end);
 
  IntervalVar NewFixedSizeIntervalVar(const LinearExpr& start, int64_t size);
 
  IntervalVar NewOptionalIntervalVar(const LinearExpr& start,
                                     const LinearExpr& size,
                                     const LinearExpr& end, BoolVar presence);
 
  IntervalVar NewOptionalFixedSizeIntervalVar(const LinearExpr& start,
                                              int64_t size, BoolVar presence);
 
  Constraint AddBoolOr(absl::Span<const BoolVar> literals);
 
  Constraint AddBoolAnd(absl::Span<const BoolVar> literals);
 
  Constraint AddBoolXor(absl::Span<const BoolVar> literals);
 
  Constraint AddImplication(BoolVar a, BoolVar b) {
    return AddBoolOr({a.Not(), b});
  }
 
  Constraint AddEquality(const LinearExpr& left, const LinearExpr& right);
 
  Constraint AddGreaterOrEqual(const LinearExpr& left, const LinearExpr& right);
 
  Constraint AddGreaterThan(const LinearExpr& left, const LinearExpr& right);
 
  Constraint AddLessOrEqual(const LinearExpr& left, const LinearExpr& right);
 
  Constraint AddLessThan(const LinearExpr& left, const LinearExpr& right);
 
  Constraint AddLinearConstraint(const LinearExpr& expr, const Domain& domain);
 
  Constraint AddNotEqual(const LinearExpr& left, const LinearExpr& right);
 
  Constraint AddAllDifferent(absl::Span<const IntVar> vars);
 
  Constraint AddAllDifferent(absl::Span<const LinearExpr> exprs);
 
  Constraint AddAllDifferent(std::initializer_list<LinearExpr> exprs);
 
  Constraint AddVariableElement(IntVar index,
                                absl::Span<const IntVar> variables,
                                IntVar target);
 
  Constraint AddElement(IntVar index, absl::Span<const int64_t> values,
                        IntVar target);
 
  CircuitConstraint AddCircuitConstraint();
 
  MultipleCircuitConstraint AddMultipleCircuitConstraint();
 
  TableConstraint AddAllowedAssignments(absl::Span<const IntVar> vars);
 
  TableConstraint AddForbiddenAssignments(absl::Span<const IntVar> vars);
 
  Constraint AddInverseConstraint(absl::Span<const IntVar> variables,
                                  absl::Span<const IntVar> inverse_variables);
 
  ReservoirConstraint AddReservoirConstraint(int64_t min_level,
                                             int64_t max_level);
 
  AutomatonConstraint AddAutomaton(
      absl::Span<const IntVar> transition_variables, int starting_state,
      absl::Span<const int> final_states);
 
  Constraint AddMinEquality(const LinearExpr& target,
                            absl::Span<const IntVar> vars);
 
  Constraint AddMinEquality(const LinearExpr& target,
                            absl::Span<const LinearExpr> exprs);
 
  Constraint AddMinEquality(const LinearExpr& target,
                            std::initializer_list<LinearExpr> exprs);
 
  // Deprecated, use AddMinEquality.
  Constraint AddLinMinEquality(const LinearExpr& target,
                               absl::Span<const LinearExpr> exprs) {
    return AddMinEquality(target, exprs);
  }
 
  Constraint AddMaxEquality(const LinearExpr& target,
                            absl::Span<const IntVar> vars);
 
  Constraint AddMaxEquality(const LinearExpr& target,
                            absl::Span<const LinearExpr> exprs);
 
  Constraint AddMaxEquality(const LinearExpr& target,
                            std::initializer_list<LinearExpr> exprs);
 
  // Deprecated, use AddMaxEquality.
  Constraint AddLinMaxEquality(const LinearExpr& target,
                               absl::Span<const LinearExpr> exprs) {
    return AddMaxEquality(target, exprs);
  }
 
  Constraint AddDivisionEquality(const LinearExpr& target,
                                 const LinearExpr& numerator,
                                 const LinearExpr& denominator);
 
  Constraint AddAbsEquality(const LinearExpr& target, const LinearExpr& expr);
 
  Constraint AddModuloEquality(const LinearExpr& target, const LinearExpr& var,
                               const LinearExpr& mod);
 
  Constraint AddMultiplicationEquality(const LinearExpr& target,
                                       absl::Span<const LinearExpr> exprs);
 
  Constraint AddMultiplicationEquality(const LinearExpr& target,
                                       absl::Span<const IntVar> vars);
 
  Constraint AddMultiplicationEquality(const LinearExpr& target,
                                       std::initializer_list<LinearExpr> exprs);
 
  Constraint AddNoOverlap(absl::Span<const IntervalVar> vars);
 
  NoOverlap2DConstraint AddNoOverlap2D();
 
  CumulativeConstraint AddCumulative(LinearExpr capacity);
 
  void Minimize(const LinearExpr& expr);
 
  void Minimize(const DoubleLinearExpr& expr);
 
  void Maximize(const LinearExpr& expr);
 
  void Maximize(const DoubleLinearExpr& expr);
 
  void AddDecisionStrategy(
      absl::Span<const IntVar> variables,
      DecisionStrategyProto::VariableSelectionStrategy var_strategy,
      DecisionStrategyProto::DomainReductionStrategy domain_strategy);
 
  void AddDecisionStrategy(
      absl::Span<const BoolVar> variables,
      DecisionStrategyProto::VariableSelectionStrategy var_strategy,
      DecisionStrategyProto::DomainReductionStrategy domain_strategy);
 
  void AddHint(IntVar var, int64_t value);
 
  void AddHint(BoolVar var, bool value);
 
  void ClearHints();
 
  void AddAssumption(BoolVar lit);
 
  void AddAssumptions(absl::Span<const BoolVar> literals);
 
  void ClearAssumptions();
 
  const CpModelProto& Build() const { return Proto(); }
 
  const CpModelProto& Proto() const { return cp_model_; }
  CpModelProto* MutableProto() { return &cp_model_; }
 
  void CopyFrom(const CpModelProto& model_proto);
 
  BoolVar GetBoolVarFromProtoIndex(int index);
 
  IntVar GetIntVarFromProtoIndex(int index);
 
  IntervalVar GetIntervalVarFromProtoIndex(int index);
 
 private:
  friend class CumulativeConstraint;
  friend class ReservoirConstraint;
  friend class IntervalVar;
  friend class IntVar;
 
  // Fills the 'expr_proto' with the linear expression represented by 'expr'.
  LinearExpressionProto LinearExprToProto(const LinearExpr& expr,
                                          bool negate = false);
 
  // Returns a (cached) integer variable index with a constant value.
  int IndexFromConstant(int64_t value);
 
  // Returns a valid integer index from a BoolVar index.
  // If the input index is a positive, it returns this index.
  // If the input index is negative, it creates a cached IntVar equal to
  // 1 - BoolVar(PositiveRef(index)), and returns the index of this new
  // variable.
  int GetOrCreateIntegerIndex(int index);
 
  void FillLinearTerms(const LinearExpr& left, const LinearExpr& right,
                       LinearConstraintProto* proto);
 
  CpModelProto cp_model_;
  absl::flat_hash_map<int64_t, int> constant_to_index_map_;
  absl::flat_hash_map<int, int> bool_to_integer_index_map_;
};
 
int64_t SolutionIntegerValue(const CpSolverResponse& r, const LinearExpr& expr);
 
bool SolutionBooleanValue(const CpSolverResponse& r, BoolVar x);
 
// Returns a more readable and compact DebugString() than
// proto.variables(index).DebugString(). This is used by IntVar::DebugString()
// but also allow to get the same string from a const proto.
std::string VarDebugString(const CpModelProto& proto, int index);
 
// ============================================================================
// Minimal support for "natural" API to create LinearExpr.
//
// Note(user): This might be optimized further by optimizing LinearExpr for
// holding one term, or introducing an LinearTerm class, but these should mainly
// be used to construct small expressions. Revisit if we run into performance
// issues. Note that if perf become a bottleneck for a client, then probably
// directly writing the proto will be even faster.
// ============================================================================
 
inline LinearExpr operator-(LinearExpr expr) { return expr *= -1; }
 
inline LinearExpr operator+(const LinearExpr& lhs, const LinearExpr& rhs) {
  LinearExpr temp(lhs);
  temp += rhs;
  return temp;
}
inline LinearExpr operator+(LinearExpr&& lhs, const LinearExpr& rhs) {
  lhs += rhs;
  return std::move(lhs);
}
inline LinearExpr operator+(const LinearExpr& lhs, LinearExpr&& rhs) {
  rhs += lhs;
  return std::move(rhs);
}
inline LinearExpr operator+(LinearExpr&& lhs, LinearExpr&& rhs) {
  if (lhs.variables().size() < rhs.variables().size()) {
    rhs += std::move(lhs);
    return std::move(rhs);
  } else {
    lhs += std::move(rhs);
    return std::move(lhs);
  }
}
 
inline LinearExpr operator-(const LinearExpr& lhs, const LinearExpr& rhs) {
  LinearExpr temp(lhs);
  temp -= rhs;
  return temp;
}
inline LinearExpr operator-(LinearExpr&& lhs, const LinearExpr& rhs) {
  lhs -= rhs;
  return std::move(lhs);
}
inline LinearExpr operator-(const LinearExpr& lhs, LinearExpr&& rhs) {
  rhs -= lhs;
  return std::move(rhs);
}
inline LinearExpr operator-(LinearExpr&& lhs, LinearExpr&& rhs) {
  if (lhs.variables().size() < rhs.variables().size()) {
    rhs -= std::move(lhs);
    return std::move(rhs);
  } else {
    lhs -= std::move(rhs);
    return std::move(lhs);
  }
}
 
inline LinearExpr operator*(LinearExpr expr, int64_t factor) {
  expr *= factor;
  return expr;
}
inline LinearExpr operator*(int64_t factor, LinearExpr expr) {
  expr *= factor;
  return expr;
}
 
// For DoubleLinearExpr.
 
inline DoubleLinearExpr operator-(DoubleLinearExpr expr) {
  expr *= -1;
  return expr;
}
 
inline DoubleLinearExpr operator+(const DoubleLinearExpr& lhs,
                                  const DoubleLinearExpr& rhs) {
  DoubleLinearExpr temp(lhs);
  temp += rhs;
  return temp;
}
inline DoubleLinearExpr operator+(DoubleLinearExpr&& lhs,
                                  const DoubleLinearExpr& rhs) {
  lhs += rhs;
  return std::move(lhs);
}
inline DoubleLinearExpr operator+(const DoubleLinearExpr& lhs,
                                  DoubleLinearExpr&& rhs) {
  rhs += lhs;
  return std::move(rhs);
}
inline DoubleLinearExpr operator+(DoubleLinearExpr&& lhs,
                                  DoubleLinearExpr&& rhs) {
  if (lhs.variables().size() < rhs.variables().size()) {
    rhs += std::move(lhs);
    return std::move(rhs);
  } else {
    lhs += std::move(rhs);
    return std::move(lhs);
  }
}
 
inline DoubleLinearExpr operator+(DoubleLinearExpr expr, double rhs) {
  expr += rhs;
  return expr;
}
inline DoubleLinearExpr operator+(double lhs, DoubleLinearExpr expr) {
  expr += lhs;
  return expr;
}
 
inline DoubleLinearExpr operator-(const DoubleLinearExpr& lhs,
                                  const DoubleLinearExpr& rhs) {
  DoubleLinearExpr temp(lhs);
  temp -= rhs;
  return temp;
}
inline DoubleLinearExpr operator-(DoubleLinearExpr&& lhs,
                                  const DoubleLinearExpr& rhs) {
  lhs -= rhs;
  return std::move(lhs);
}
inline DoubleLinearExpr operator-(const DoubleLinearExpr& lhs,
                                  DoubleLinearExpr&& rhs) {
  rhs -= lhs;
  return std::move(rhs);
}
inline DoubleLinearExpr operator-(DoubleLinearExpr&& lhs,
                                  DoubleLinearExpr&& rhs) {
  if (lhs.variables().size() < rhs.variables().size()) {
    rhs -= std::move(lhs);
    return std::move(rhs);
  } else {
    lhs -= std::move(rhs);
    return std::move(lhs);
  }
}
 
inline DoubleLinearExpr operator-(DoubleLinearExpr epxr, double rhs) {
  epxr -= rhs;
  return epxr;
}
inline DoubleLinearExpr operator-(double lhs, DoubleLinearExpr expr) {
  expr *= -1;
  expr += lhs;
  return expr;
}
 
inline DoubleLinearExpr operator*(DoubleLinearExpr expr, double factor) {
  expr *= factor;
  return expr;
}
 
inline DoubleLinearExpr operator*(double factor, DoubleLinearExpr expr) {
  expr *= factor;
  return expr;
}
 
}  // namespace sat
}  // namespace operations_research
 
#endif  // OR_TOOLS_SAT_CP_MODEL_H_