OR-Tools  9.1
variable_and_expressions.h
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13 
14 // An object oriented wrapper for variables in IndexedModel with support for
15 // arithmetic operations to build linear expressions and express linear
16 // constraints.
17 //
18 // Types are:
19 // - Variable: a reference to a variable of an IndexedModel.
20 //
21 // - LinearExpression: a weighted sum of variables with an optional offset;
22 // something like `3*x + 2*y + 5`.
23 //
24 // - LinearTerm: a term of a linear expression, something like `2*x`. It is
25 // used as an intermediate in the arithmetic operations that builds linear
26 // expressions.
27 //
28 // - (Lower|Upper)BoundedLinearExpression: two classes representing the result
29 // of the comparison of a LinearExpression with a constant. For example `3*x
30 // + 2*y + 5 >= 3`.
31 //
32 // - BoundedLinearExpression: the result of the comparison of a linear
33 // expression with two bounds, an upper bound and a lower bound. For example
34 // `2 <= 3*x + 2*y + 5 <= 3`; or `4 >= 3*x + 2*y + 5 >= 1`.
35 //
36 // - VariablesEquality: the result of comparing two Variable instances with
37 // the == operator. For example `a == b`. This intermediate class support
38 // implicit conversion to both bool and BoundedLinearExpression types. This
39 // enables using variables as key of maps (using the conversion to bool)
40 // without preventing adding constraints of variable equality.
41 //
42 // The basic arithmetic operators are overloaded for those types so that we can
43 // write math expressions with variables to build linear expressions. The >=, <=
44 // and == comparison operators are overloaded to produce BoundedLinearExpression
45 // that can be used to build constraints.
46 //
47 // For example we can have:
48 // const Variable x = ...;
49 // const Variable y = ...;
50 // const LinearExpression expr = 2 * x + 3 * y - 2;
51 // const BoundedLinearExpression bounded_expr = 1 <= 2 * x + 3 * y - 2 <= 10;
52 //
53 // To making working with containers of doubles/Variables/LinearExpressions
54 // easier, the template methods Sum() and InnerProduct() are provided, e.g.
55 // const std::vector<int> ints = ...;
56 // const std::vector<double> doubles = ...;
57 // const std::vector<Variable> vars = ...;
58 // const std::vector<LinearTerm> terms = ...;
59 // const std::vector<LinearExpression> exprs = ...;
60 // const LinearExpression s1 = Sum(ints);
61 // const LinearExpression s2 = Sum(doubles);
62 // const LinearExpression s3 = Sum(vars);
63 // const LinearExpression s4 = Sum(terms);
64 // const LinearExpression s5 = Sum(exprs);
65 // const LinearExpression p1 = InnerProduct(ints, vars);
66 // const LinearExpression p2 = InnerProduct(terms, doubles);
67 // const LinearExpression p3 = InnerProduct(doubles, exprs);
68 // These methods work on any iterable type (defining begin() and end()). For
69 // InnerProduct, the inputs must be of equal size, and a compile time error will
70 // be generated unless at least one input is a container of a type implicitly
71 // convertible to double.
72 //
73 // Pre C++20, avoid the use of std::accumulate and std::inner_product with
74 // LinearExpression, they cause a quadratic blowup in running time.
75 //
76 // While there is some complexity in the source, users typically should not need
77 // to look at types other than Variable and LinearExpression too closely. Their
78 // code usually will only refer to those types.
79 #ifndef OR_TOOLS_MATH_OPT_CPP_VARIABLE_AND_EXPRESSIONS_H_
80 #define OR_TOOLS_MATH_OPT_CPP_VARIABLE_AND_EXPRESSIONS_H_
81 
82 #include <stdint.h>
83 
84 #include <initializer_list>
85 #include <iterator>
86 #include <limits>
87 #include <string>
88 #include <utility>
89 
90 #include "ortools/base/logging.h"
91 #include "absl/container/flat_hash_map.h"
92 #include "ortools/base/int_type.h"
94 #include "ortools/math_opt/cpp/id_map.h" // IWYU pragma: export
95 
96 namespace operations_research {
97 namespace math_opt {
98 
99 // A value type that references a variable from IndexedModel. Usually this type
100 // is passed by copy.
101 class Variable {
102  public:
103  // The typed integer used for ids.
104  using IdType = VariableId;
105 
106  // Usually users will obtain variables using MathOpt::AddVariable(). There
107  // should be little for users to build this object from an IndexedModel.
108  inline Variable(IndexedModel* model, VariableId id);
109 
110  // Each call to AddVariable will produce Variables id() increasing by one,
111  // starting at zero. Deleted ids are NOT reused. Thus, if no variables are
112  // deleted, the ids in the model will be consecutive.
113  inline int64_t id() const;
114 
115  inline VariableId typed_id() const;
116  inline IndexedModel* model() const;
117 
118  inline double lower_bound() const;
119  inline double upper_bound() const;
120  inline bool is_integer() const;
121  inline const std::string& name() const;
122 
123  inline void set_lower_bound(double lower_bound) const;
124  inline void set_upper_bound(double upper_bound) const;
125  inline void set_is_integer(bool is_integer) const;
126  inline void set_integer() const;
127  inline void set_continuous() const;
128 
129  template <typename H>
130  friend H AbslHashValue(H h, const Variable& variable);
131  friend std::ostream& operator<<(std::ostream& ostr, const Variable& variable);
132 
133  private:
134  IndexedModel* model_;
135  VariableId id_;
136 };
137 
138 // Implements the API of std::unordered_map<Variable, V>, but forbids Variables
139 // from different models in the same map.
140 template <typename V>
142 
143 inline std::ostream& operator<<(std::ostream& ostr, const Variable& variable);
144 
145 // A term in an sum of variables multiplied by coefficients.
146 struct LinearTerm {
147  // Usually this constructor is never called explicitly by users. Instead it
148  // will be implicitly used when writing linear expression. For example `x +
149  // 2*y` will automatically use this constructor to build a LinearTerm from `x`
150  // and the overload of the operator* will also automatically create the one
151  // from `2*y`.
152  inline LinearTerm(Variable variable, double coefficient);
153  inline LinearTerm operator-() const;
154  inline LinearTerm& operator*=(double d);
155  inline LinearTerm& operator/=(double d);
157  double coefficient;
158 };
159 
160 inline LinearTerm operator*(double coefficient, LinearTerm term);
161 inline LinearTerm operator*(LinearTerm term, double coefficient);
162 inline LinearTerm operator*(double coefficient, Variable variable);
163 inline LinearTerm operator*(Variable variable, double coefficient);
164 inline LinearTerm operator/(LinearTerm term, double coefficient);
165 inline LinearTerm operator/(Variable variable, double coefficient);
166 
167 // This class represents a sum of variables multiplied by coefficient and an
168 // optional offset constant. For example: "3*x + 2*y + 5".
169 //
170 // All operations, including constructor, will raise an assertion if the
171 // operands involve variables from different MathOpt objects.
172 //
173 // Contrary to Variable type, expressions owns the linear expression their
174 // represent. Hence they are usually passed by reference to prevent unnecessary
175 // copies.
176 //
177 // TODO(b/169415098): add a function to remove zero terms.
178 // TODO(b/169415834): study if exact zeros should be automatically removed.
179 // TODO(b/169415103): add tests that some expressions don't compile.
181  public:
182  // For unit testing purpose, we define optional counters. We have to
183  // explicitly define default constructors in that case.
184 #ifndef USE_LINEAR_EXPRESSION_COUNTERS
185  LinearExpression() = default;
186 #else // USE_LINEAR_EXPRESSION_COUNTERS
188  LinearExpression(const LinearExpression& other);
190  LinearExpression& operator=(const LinearExpression& other);
191 #endif // USE_LINEAR_EXPRESSION_COUNTERS
192  // Usually users should use the overloads of operators to build linear
193  // expressions. For example, assuming `x` and `y` are Variable, then `x + 2*y
194  // + 5` will build a LinearExpression automatically.
195  inline LinearExpression(std::initializer_list<LinearTerm> terms,
196  double offset);
197  inline LinearExpression(double offset); // NOLINT
198  inline LinearExpression(Variable variable); // NOLINT
199  inline LinearExpression(const LinearTerm& term); // NOLINT
200 
201  inline LinearExpression& operator+=(const LinearExpression& other);
202  inline LinearExpression& operator+=(const LinearTerm& term);
203  inline LinearExpression& operator+=(Variable variable);
204  inline LinearExpression& operator+=(double value);
205  inline LinearExpression& operator-=(const LinearExpression& other);
206  inline LinearExpression& operator-=(const LinearTerm& term);
207  inline LinearExpression& operator-=(Variable variable);
208  inline LinearExpression& operator-=(double value);
209  inline LinearExpression& operator*=(double value);
210  inline LinearExpression& operator/=(double value);
211 
212  // Adds each element of items to this.
213  //
214  // Specifically, letting
215  // (i_1, i_2, ..., i_n) = items
216  // adds
217  // i_1 + i_2 + ... + i_n
218  // to this.
219  //
220  // Example:
221  // Variable a = ...;
222  // Variable b = ...;
223  // const std::vector<Variable> vars = {a, b};
224  // LinearExpression expr(8.0);
225  // expr.AddSum(vars);
226  // Results in expr having the value a + b + 8.0.
227  //
228  // Compile time requirements:
229  // * Iterable is a sequence (an array or object with begin() and end()).
230  // * The type of an element of items is one of double, Variable, LinearTerm
231  // or LinearExpression (or is implicitly convertible to one of these types,
232  // e.g. int).
233  //
234  // Note: The implementation is equivalent to:
235  // for(const auto item : items) {
236  // *this += item;
237  // }
238  template <typename Iterable>
239  inline void AddSum(const Iterable& items);
240 
241  // Adds the inner product of left and right to this.
242  //
243  // Specifically, letting
244  // (l_1, l_2 ..., l_n) = left,
245  // (r_1, r_2, ..., r_n) = right,
246  // adds
247  // l_1 * r_1 + l_2 * r_2 + ... + l_n * r_n
248  // to this.
249  //
250  // Example:
251  // Variable a = ...;
252  // Variable b = ...;
253  // const std::vector<Variable> left = {a, b};
254  // const std::vector<double> right = {10.0, 2.0};
255  // LinearExpression expr(3.0);
256  // expr.AddInnerProduct(left, right)
257  // Results in expr having the value 10.0 * a + 2.0 * b + 3.0.
258  //
259  // Compile time requirements:
260  // * LeftIterable and RightIterable are both sequences (arrays or objects
261  // with begin() and end())
262  // * For both left and right, their elements a type of either double,
263  // Variable, LinearTerm or LinearExpression (or type implicitly convertible
264  // to one of these types, e.g. int).
265  // * At least one of left or right has elements with type double (or a type
266  // implicitly convertible, e.g. int).
267  // Runtime requirements (or CHECK fails):
268  // * left and right have an equal number of elements.
269  //
270  // Note: The implementation is equivalent to:
271  // for(const auto& [l, r] : zip(left, right)) {
272  // *this += l * r;
273  // }
274  // In particular, the multiplication will be performed on the types of the
275  // elements in left and right (take care with low precision types), but the
276  // addition will always use double precision.
277  template <typename LeftIterable, typename RightIterable>
278  inline void AddInnerProduct(const LeftIterable& left,
279  const RightIterable& right);
280 
281  // Returns the terms in this expression.
282  inline const VariableMap<double>& terms() const;
283  inline double offset() const;
284 
285  // Compute the numeric value of this expression when variables are substituted
286  // by their values in variable_values.
287  //
288  // Will CHECK fail the underlying model is different or if a variable in
289  // terms() is missing from variables_values.
290  double Evaluate(const VariableMap<double>& variable_values) const;
291 
292  // Compute the numeric value of this expression when variables are substituted
293  // by their values in variable_values, or zero if missing from the map.
294  //
295  // Will CHECK fail the underlying model is different.
297  const VariableMap<double>& variable_values) const;
298 
299  inline IndexedModel* model() const;
300  inline const absl::flat_hash_map<VariableId, double>& raw_terms() const;
301 
302 #ifdef USE_LINEAR_EXPRESSION_COUNTERS
303  static thread_local int num_calls_default_constructor_;
304  static thread_local int num_calls_copy_constructor_;
305  static thread_local int num_calls_move_constructor_;
306  static thread_local int num_calls_initializer_list_constructor_;
307  // Reset all counters in the current thread to 0.
308  static void ResetCounters();
309 #endif // USE_LINEAR_EXPRESSION_COUNTERS
310 
311  private:
313  friend std::ostream& operator<<(std::ostream& ostr,
314  const LinearExpression& expression);
315 
316  VariableMap<double> terms_;
317  double offset_ = 0.0;
318 };
319 
320 // Returns the sum of the elements of items.
321 //
322 // Specifically, letting
323 // (i_1, i_2, ..., i_n) = items
324 // returns
325 // i_1 + i_2 + ... + i_n.
326 //
327 // Example:
328 // Variable a = ...;
329 // Variable b = ...;
330 // const std::vector<Variable> vars = {a, b, a};
331 // Sum(vars)
332 // => 2.0 * a + b
333 // Note, instead of:
334 // LinearExpression expr(3.0);
335 // expr += Sum(items);
336 // Prefer:
337 // expr.AddSum(items);
338 //
339 // See LinearExpression::AddSum() for a precise contract on the type Iterable.
340 template <typename Iterable>
341 inline LinearExpression Sum(const Iterable& items);
342 
343 // Returns the inner product of left and right.
344 //
345 // Specifically, letting
346 // (l_1, l_2 ..., l_n) = left,
347 // (r_1, r_2, ..., r_n) = right,
348 // returns
349 // l_1 * r_1 + l_2 * r_2 + ... + l_n * r_n.
350 //
351 // Example:
352 // Variable a = ...;
353 // Variable b = ...;
354 // const std::vector<Variable> left = {a, b};
355 // const std::vector<double> right = {10.0, 2.0};
356 // InnerProduct(left, right);
357 // -=> 10.0 * a + 2.0 * b
358 // Note, instead of:
359 // LinearExpression expr(3.0);
360 // expr += InnerProduct(left, right);
361 // Prefer:
362 // expr.AddInnerProduct(left, right);
363 //
364 // Requires that left and right have equal size, see
365 // LinearExpression::AddInnerProduct for a precise contract on template types.
366 template <typename LeftIterable, typename RightIterable>
367 inline LinearExpression InnerProduct(const LeftIterable& left,
368  const RightIterable& right);
369 
370 std::ostream& operator<<(std::ostream& ostr,
371  const LinearExpression& expression);
372 
373 // We intentionally pass one of the LinearExpression argument by value so
374 // that we don't make unnecessary copies of temporary objects by using the move
375 // constructor and the returned values optimization (RVO).
377 inline LinearExpression operator+(Variable lhs, double rhs);
378 inline LinearExpression operator+(double lhs, Variable rhs);
380 inline LinearExpression operator+(const LinearTerm& lhs, double rhs);
381 inline LinearExpression operator+(double lhs, const LinearTerm& rhs);
382 inline LinearExpression operator+(const LinearTerm& lhs, Variable rhs);
383 inline LinearExpression operator+(Variable lhs, const LinearTerm& rhs);
384 inline LinearExpression operator+(const LinearTerm& lhs, const LinearTerm& rhs);
385 inline LinearExpression operator+(LinearExpression lhs, double rhs);
386 inline LinearExpression operator+(double lhs, LinearExpression rhs);
389 inline LinearExpression operator+(LinearExpression lhs, const LinearTerm& rhs);
392  const LinearExpression& rhs);
393 inline LinearExpression operator-(Variable lhs, double rhs);
394 inline LinearExpression operator-(double lhs, Variable rhs);
396 inline LinearExpression operator-(const LinearTerm& lhs, double rhs);
397 inline LinearExpression operator-(double lhs, const LinearTerm& rhs);
398 inline LinearExpression operator-(const LinearTerm& lhs, Variable rhs);
399 inline LinearExpression operator-(Variable lhs, const LinearTerm& rhs);
400 inline LinearExpression operator-(const LinearTerm& lhs, const LinearTerm& rhs);
401 inline LinearExpression operator-(LinearExpression lhs, double rhs);
402 inline LinearExpression operator-(double lhs, LinearExpression rhs);
405 inline LinearExpression operator-(LinearExpression lhs, const LinearTerm& rhs);
408  const LinearExpression& rhs);
409 inline LinearExpression operator*(LinearExpression lhs, double rhs);
410 inline LinearExpression operator*(double lhs, LinearExpression rhs);
411 inline LinearExpression operator/(LinearExpression lhs, double rhs);
412 
413 namespace internal {
414 
415 // The result of the equality comparison between two Variable.
416 //
417 // We use an object here to delay the evaluation of equality so that we can use
418 // the operator== in two use-cases:
419 //
420 // 1. when the user want to test that two Variable values references the same
421 // variable. This is supported by having this object support implicit
422 // conversion to bool.
423 //
424 // 2. when the user want to use the equality to create a constraint of equality
425 // between two variables.
427  // Users are not expected to call this constructor. Instead they should only
428  // use the overload of `operator==` that returns this when comparing two
429  // Variable. For example `x == y`.
431  inline operator bool() const; // NOLINT
434 };
435 
436 } // namespace internal
437 
439  const Variable& rhs);
440 inline bool operator!=(const Variable& lhs, const Variable& rhs);
441 
442 // A LinearExpression with a lower bound.
444  // Users are not expected to use this constructor. Instead they should build
445  // this object using the overloads of >= and <= operators. For example `x + y
446  // >= 3`.
448  double lower_bound);
450  double lower_bound;
451 };
452 
453 // A LinearExpression with an upper bound.
455  // Users are not expected to use this constructor. Instead they should build
456  // this object using the overloads of >= and <= operators. For example `x + y
457  // <= 3`.
459  double upper_bound);
461  double upper_bound;
462 };
463 
464 // A LinearExpression with upper and lower bounds.
466  // Users are not expected to use this constructor. Instead they should build
467  // this object using the overloads of >= and <= operators. For example `3 <= x
468  // + y <= 3`.
470  double lower_bound, double upper_bound);
471  // Users are not expected to use this constructor. This implicit conversion
472  // will be used where a BoundedLinearExpression is expected and the user uses
473  // == comparison of two variables. For example `AddLinearConstraint(x == y);`.
474  inline BoundedLinearExpression( // NOLINT
475  const internal::VariablesEquality& eq);
476  inline BoundedLinearExpression( // NOLINT
477  LowerBoundedLinearExpression lb_expression);
478  inline BoundedLinearExpression( // NOLINT
479  UpperBoundedLinearExpression ub_expression);
480 
481  // Returns the actual lower_bound after taking into account the linear
482  // expression offset.
483  inline double lower_bound_minus_offset() const;
484  // Returns the actual upper_bound after taking into account the linear
485  // expression offset.
486  inline double upper_bound_minus_offset() const;
487 
489  double lower_bound;
490  double upper_bound;
491 };
492 
493 std::ostream& operator<<(std::ostream& ostr,
494  const BoundedLinearExpression& bounded_expression);
495 
496 // We intentionally pass the LinearExpression argument by value so that we don't
497 // make unnecessary copies of temporary objects by using the move constructor
498 // and the returned values optimization (RVO).
500  double constant);
501 inline LowerBoundedLinearExpression operator<=(double constant,
502  LinearExpression expression);
504  double constant);
505 inline LowerBoundedLinearExpression operator<=(double constant,
506  const LinearTerm& term);
508  double constant);
509 inline LowerBoundedLinearExpression operator<=(double constant,
510  Variable variable);
512  double constant);
513 inline UpperBoundedLinearExpression operator>=(double constant,
514  LinearExpression expression);
516  double constant);
517 inline UpperBoundedLinearExpression operator>=(double constant,
518  const LinearTerm& term);
520  double constant);
521 inline UpperBoundedLinearExpression operator>=(double constant,
522  Variable variable);
523 
524 // We intentionally pass the UpperBoundedLinearExpression and
525 // LowerBoundedLinearExpression arguments by value so that we don't
526 // make unnecessary copies of temporary objects by using the move constructor
527 // and the returned values optimization (RVO).
529  double rhs);
530 inline BoundedLinearExpression operator>=(double lhs,
533  double rhs);
534 inline BoundedLinearExpression operator<=(double lhs,
536 // We intentionally pass one LinearExpression argument by value so that we don't
537 // make unnecessary copies of temporary objects by using the move constructor
538 // and the returned values optimization (RVO).
540  const LinearExpression& rhs);
542  const LinearExpression& rhs);
544  const LinearTerm& rhs);
546  const LinearTerm& rhs);
548  LinearExpression rhs);
550  LinearExpression rhs);
556  const LinearTerm& rhs);
558  const LinearTerm& rhs);
559 inline BoundedLinearExpression operator<=(const LinearTerm& lhs, Variable rhs);
560 inline BoundedLinearExpression operator>=(const LinearTerm& lhs, Variable rhs);
561 inline BoundedLinearExpression operator<=(Variable lhs, const LinearTerm& rhs);
562 inline BoundedLinearExpression operator>=(Variable lhs, const LinearTerm& rhs);
566  const LinearExpression& rhs);
568  const LinearTerm& rhs);
570  LinearExpression rhs);
573 inline BoundedLinearExpression operator==(LinearExpression lhs, double rhs);
574 inline BoundedLinearExpression operator==(double lhs, LinearExpression rhs);
576  const LinearTerm& rhs);
577 inline BoundedLinearExpression operator==(const LinearTerm& lhs, Variable rhs);
578 inline BoundedLinearExpression operator==(Variable lhs, const LinearTerm& rhs);
579 inline BoundedLinearExpression operator==(const LinearTerm& lhs, double rhs);
580 inline BoundedLinearExpression operator==(double lhs, const LinearTerm& rhs);
581 inline BoundedLinearExpression operator==(Variable lhs, double rhs);
582 inline BoundedLinearExpression operator==(double lhs, Variable rhs);
583 
585 // Inline function implementations
587 
589 // Variable
591 
592 Variable::Variable(IndexedModel* const model, const VariableId id)
593  : model_(model), id_(id) {
594  DCHECK(model != nullptr);
595 }
596 
597 int64_t Variable::id() const { return id_.value(); }
598 
599 VariableId Variable::typed_id() const { return id_; }
600 
601 IndexedModel* Variable::model() const { return model_; }
602 
603 double Variable::lower_bound() const {
604  return model_->variable_lower_bound(id_);
605 }
606 double Variable::upper_bound() const {
607  return model_->variable_upper_bound(id_);
608 }
609 bool Variable::is_integer() const { return model_->is_variable_integer(id_); }
610 const std::string& Variable::name() const { return model_->variable_name(id_); }
611 
612 void Variable::set_lower_bound(const double lower_bound) const {
614 }
615 void Variable::set_upper_bound(const double upper_bound) const {
617 }
618 void Variable::set_is_integer(const bool is_integer) const {
619  model_->set_variable_is_integer(id_, is_integer);
620 }
621 void Variable::set_integer() const { set_is_integer(true); }
622 void Variable::set_continuous() const { set_is_integer(false); }
623 
624 template <typename H>
625 H AbslHashValue(H h, const Variable& variable) {
626  return H::combine(std::move(h), variable.id_.value(), variable.model_);
627 }
628 
629 std::ostream& operator<<(std::ostream& ostr, const Variable& variable) {
630  // TODO(b/170992529): handle the case of empty variable name and quoting when
631  // the variable name contains invalid characters.
632  ostr << variable.name();
633  return ostr;
634 }
635 
637 // LinearTerm
639 
641  : variable(std::move(variable)), coefficient(coefficient) {}
642 
644  return LinearTerm(variable, -coefficient);
645 }
646 
648  coefficient *= d;
649  return *this;
650 }
651 
653  coefficient /= d;
654  return *this;
655 }
656 
658  term *= coefficient;
659  return term;
660 }
661 
663  term *= coefficient;
664  return term;
665 }
666 
667 LinearTerm operator*(const double coefficient, Variable variable) {
668  return LinearTerm(std::move(variable), coefficient);
669 }
670 
671 LinearTerm operator*(Variable variable, const double coefficient) {
672  return LinearTerm(std::move(variable), coefficient);
673 }
674 
676  term /= coefficient;
677  return term;
678 }
679 
680 LinearTerm operator/(Variable variable, const double coefficient) {
681  return LinearTerm(std::move(variable), 1 / coefficient);
682 }
683 
685 // LinearExpression
687 
688 LinearExpression::LinearExpression(std::initializer_list<LinearTerm> terms,
689  const double offset)
690  : offset_(offset) {
691 #ifdef USE_LINEAR_EXPRESSION_COUNTERS
692  ++num_calls_initializer_list_constructor_;
693 #endif // USE_LINEAR_EXPRESSION_COUNTERS
694  for (const auto& term : terms) {
695  // The same variable may appear multiple times in the input list; we must
696  // accumulate the coefficients.
697  terms_[term.variable] += term.coefficient;
698  }
699 }
700 
702  : LinearExpression({}, offset) {}
703 
705  : LinearExpression({LinearTerm(variable, 1.0)}, 0.0) {}
706 
708  : LinearExpression({term}, 0.0) {}
709 
711  expr.offset_ = -expr.offset_;
712  for (auto term : expr.terms_) {
713  term.second = -term.second;
714  }
715  return expr;
716 }
717 
718 LinearExpression operator+(const Variable lhs, const double rhs) {
719  return LinearTerm(lhs, 1.0) + rhs;
720 }
721 
722 LinearExpression operator+(const double lhs, const Variable rhs) {
723  return lhs + LinearTerm(rhs, 1.0);
724 }
725 
727  return LinearTerm(lhs, 1.0) + LinearTerm(rhs, 1.0);
728 }
729 
730 LinearExpression operator+(const LinearTerm& lhs, const double rhs) {
731  return LinearExpression({lhs}, rhs);
732 }
733 
734 LinearExpression operator+(const double lhs, const LinearTerm& rhs) {
735  return LinearExpression({rhs}, lhs);
736 }
737 
739  return lhs + LinearTerm(rhs, 1.0);
740 }
741 
743  return LinearTerm(lhs, 1.0) + rhs;
744 }
745 
747  return LinearExpression({lhs, rhs}, 0);
748 }
749 
751  lhs += rhs;
752  return lhs;
753 }
754 
756  rhs += lhs;
757  return rhs;
758 }
759 
761  return std::move(lhs) + LinearTerm(rhs, 1.0);
762 }
763 
765  return LinearTerm(lhs, 1.0) + std::move(rhs);
766 }
767 
769  lhs += rhs;
770  return lhs;
771 }
772 
774  rhs += lhs;
775  return rhs;
776 }
777 
779  lhs += rhs;
780  return lhs;
781 }
782 
783 LinearExpression operator-(const Variable lhs, const double rhs) {
784  return LinearTerm(lhs, 1.0) - rhs;
785 }
786 
787 LinearExpression operator-(const double lhs, const Variable rhs) {
788  return lhs - LinearTerm(rhs, 1.0);
789 }
790 
792  return LinearTerm(lhs, 1.0) - LinearTerm(rhs, 1.0);
793 }
794 
795 LinearExpression operator-(const LinearTerm& lhs, const double rhs) {
796  return LinearExpression({lhs}, -rhs);
797 }
798 
799 LinearExpression operator-(const double lhs, const LinearTerm& rhs) {
800  return LinearExpression({-rhs}, lhs);
801 }
802 
804  return lhs - LinearTerm(rhs, 1.0);
805 }
806 
808  return LinearTerm(lhs, 1.0) - rhs;
809 }
810 
812  return LinearExpression({lhs, -rhs}, 0);
813 }
814 
816  lhs -= rhs;
817  return lhs;
818 }
819 
821  auto ret = -std::move(rhs);
822  ret += lhs;
823  return ret;
824 }
825 
827  return std::move(lhs) - LinearTerm(rhs, 1.0);
828 }
829 
831  return LinearTerm(lhs, 1.0) - std::move(rhs);
832 }
833 
835  lhs -= rhs;
836  return lhs;
837 }
838 
840  auto ret = -std::move(rhs);
841  ret += lhs;
842  return ret;
843 }
844 
846  lhs -= rhs;
847  return lhs;
848 }
849 
851  lhs *= rhs;
852  return lhs;
853 }
854 
856  rhs *= lhs;
857  return rhs;
858 }
859 
861  lhs /= rhs;
862  return lhs;
863 }
864 
866  terms_.Add(other.terms_);
867  offset_ += other.offset_;
868  return *this;
869 }
870 
872  terms_[term.variable] += term.coefficient;
873  return *this;
874 }
875 
877  return *this += LinearTerm(variable, 1.0);
878 }
879 
881  offset_ += value;
882  return *this;
883 }
884 
886  terms_.Subtract(other.terms_);
887  offset_ -= other.offset_;
888  return *this;
889 }
890 
892  terms_[term.variable] -= term.coefficient;
893  return *this;
894 }
895 
897  return *this -= LinearTerm(variable, 1.0);
898 }
899 
901  offset_ -= value;
902  return *this;
903 }
904 
906  offset_ *= value;
907  for (auto term : terms_) {
908  term.second *= value;
909  }
910  return *this;
911 }
912 
914  offset_ /= value;
915  for (auto term : terms_) {
916  term.second /= value;
917  }
918  return *this;
919 }
920 
921 template <typename Iterable>
922 void LinearExpression::AddSum(const Iterable& items) {
923  for (const auto& item : items) {
924  *this += item;
925  }
926 }
927 
928 template <typename Iterable>
929 LinearExpression Sum(const Iterable& items) {
930  LinearExpression result;
931  result.AddSum(items);
932  return result;
933 }
934 
935 template <typename LeftIterable, typename RightIterable>
936 void LinearExpression::AddInnerProduct(const LeftIterable& left,
937  const RightIterable& right) {
938  using std::begin;
939  using std::end;
940  auto l = begin(left);
941  auto r = begin(right);
942  auto l_end = end(left);
943  auto r_end = end(right);
944  for (; l != l_end && r != r_end; ++l, ++r) {
945  *this += (*l) * (*r);
946  }
947  CHECK(l == l_end)
948  << "left had more elements than right, sizes should be equal";
949  CHECK(r == r_end)
950  << "right had more elements than left, sizes should be equal";
951 }
952 
953 template <typename LeftIterable, typename RightIterable>
954 LinearExpression InnerProduct(const LeftIterable& left,
955  const RightIterable& right) {
956  LinearExpression result;
957  result.AddInnerProduct(left, right);
958  return result;
959 }
960 
961 const VariableMap<double>& LinearExpression::terms() const { return terms_; }
962 
963 double LinearExpression::offset() const { return offset_; }
964 
965 IndexedModel* LinearExpression::model() const { return terms_.model(); }
966 
967 const absl::flat_hash_map<VariableId, double>& LinearExpression::raw_terms()
968  const {
969  return terms_.raw_map();
970 }
971 
973 // VariablesEquality
975 
976 namespace internal {
977 
979  : lhs(std::move(lhs)), rhs(std::move(rhs)) {}
980 
981 inline VariablesEquality::operator bool() const {
982  return lhs.typed_id() == rhs.typed_id() && lhs.model() == rhs.model();
983 }
984 
985 } // namespace internal
986 
988  const Variable& rhs) {
989  return internal::VariablesEquality(lhs, rhs);
990 }
991 
992 bool operator!=(const Variable& lhs, const Variable& rhs) {
993  return !(lhs == rhs);
994 }
995 
997 // LowerBoundedLinearExpression
998 // UpperBoundedLinearExpression
999 // BoundedLinearExpression
1001 
1003  LinearExpression expression, const double lower_bound)
1004  : expression(std::move(expression)), lower_bound(lower_bound) {}
1005 
1007  LinearExpression expression, const double upper_bound)
1008  : expression(std::move(expression)), upper_bound(upper_bound) {}
1009 
1011  const double lower_bound,
1012  const double upper_bound)
1013  : expression(std::move(expression)),
1016 
1018  const internal::VariablesEquality& eq)
1019  : expression({{eq.lhs, 1.0}, {eq.rhs, -1.0}}, 0.0),
1020  lower_bound(0.0),
1021  upper_bound(0.0) {}
1022 
1024  LowerBoundedLinearExpression lb_expression)
1025  : expression(std::move(lb_expression.expression)),
1026  lower_bound(lb_expression.lower_bound),
1027  upper_bound(std::numeric_limits<double>::infinity()) {}
1028 
1030  UpperBoundedLinearExpression ub_expression)
1031  : expression(std::move(ub_expression.expression)),
1032  lower_bound(-std::numeric_limits<double>::infinity()),
1033  upper_bound(ub_expression.upper_bound) {}
1034 
1036  return lower_bound - expression.offset();
1037 }
1038 
1040  return upper_bound - expression.offset();
1041 }
1042 
1044  const double constant) {
1045  return LowerBoundedLinearExpression(std::move(expression), constant);
1046 }
1047 
1049  LinearExpression expression) {
1050  return LowerBoundedLinearExpression(std::move(expression), constant);
1051 }
1052 
1054  const double constant) {
1055  return LowerBoundedLinearExpression(LinearExpression({term}, 0.0), constant);
1056 }
1057 
1059  const LinearTerm& term) {
1060  return LowerBoundedLinearExpression(LinearExpression({term}, 0.0), constant);
1061 }
1062 
1064  const double constant) {
1065  return LinearTerm(variable, 1.0) >= constant;
1066 }
1067 
1069  const Variable variable) {
1070  return constant <= LinearTerm(variable, 1.0);
1071 }
1072 
1074  const double constant) {
1075  return UpperBoundedLinearExpression(std::move(expression), constant);
1076 }
1077 
1079  LinearExpression expression) {
1080  return UpperBoundedLinearExpression(std::move(expression), constant);
1081 }
1082 
1084  const double constant) {
1085  return UpperBoundedLinearExpression(LinearExpression({term}, 0.0), constant);
1086 }
1087 
1089  const LinearTerm& term) {
1090  return UpperBoundedLinearExpression(LinearExpression({term}, 0.0), constant);
1091 }
1092 
1094  const double constant) {
1095  return LinearTerm(variable, 1.0) <= constant;
1096 }
1097 
1099  const Variable variable) {
1100  return constant >= LinearTerm(variable, 1.0);
1101 }
1102 
1104  const double rhs) {
1105  return BoundedLinearExpression(std::move(lhs.expression),
1106  /*lower_bound=*/lhs.lower_bound,
1107  /*upper_bound=*/rhs);
1108 }
1109 
1112  return BoundedLinearExpression(std::move(rhs.expression),
1113  /*lower_bound=*/rhs.lower_bound,
1114  /*upper_bound=*/lhs);
1115 }
1116 
1118  const double rhs) {
1119  return BoundedLinearExpression(std::move(lhs.expression),
1120  /*lower_bound=*/rhs,
1121  /*upper_bound=*/lhs.upper_bound);
1122 }
1123 
1126  return BoundedLinearExpression(std::move(rhs.expression),
1127  /*lower_bound=*/lhs,
1128  /*upper_bound=*/rhs.upper_bound);
1129 }
1130 
1132  const LinearExpression& rhs) {
1133  lhs -= rhs;
1134  return BoundedLinearExpression(
1135  std::move(lhs), /*lower_bound=*/-std::numeric_limits<double>::infinity(),
1136  /*upper_bound=*/0.0);
1137 }
1138 
1140  const LinearExpression& rhs) {
1141  lhs -= rhs;
1142  return BoundedLinearExpression(
1143  std::move(lhs), /*lower_bound=*/0.0,
1144  /*upper_bound=*/std::numeric_limits<double>::infinity());
1145 }
1146 
1148  const LinearTerm& rhs) {
1149  lhs -= rhs;
1150  return BoundedLinearExpression(
1151  std::move(lhs), /*lower_bound=*/-std::numeric_limits<double>::infinity(),
1152  /*upper_bound=*/0.0);
1153 }
1154 
1156  const LinearTerm& rhs) {
1157  lhs -= rhs;
1158  return BoundedLinearExpression(
1159  std::move(lhs), /*lower_bound=*/0.0,
1160  /*upper_bound=*/std::numeric_limits<double>::infinity());
1161 }
1162 
1164  LinearExpression rhs) {
1165  rhs -= lhs;
1166  return BoundedLinearExpression(
1167  std::move(rhs), /*lower_bound=*/0.0,
1168  /*upper_bound=*/std::numeric_limits<double>::infinity());
1169 }
1170 
1172  LinearExpression rhs) {
1173  rhs -= lhs;
1174  return BoundedLinearExpression(
1175  std::move(rhs), /*lower_bound=*/-std::numeric_limits<double>::infinity(),
1176  /*upper_bound=*/0.0);
1177 }
1178 
1180  return std::move(lhs) <= LinearTerm(rhs, 1.0);
1181 }
1182 
1184  return std::move(lhs) >= LinearTerm(rhs, 1.0);
1185 }
1186 
1188  return LinearTerm(lhs, 1.0) <= std::move(rhs);
1189 }
1190 
1192  return LinearTerm(lhs, 1.0) >= std::move(rhs);
1193 }
1194 
1196  const LinearTerm& rhs) {
1197  return BoundedLinearExpression(
1198  LinearExpression({lhs, -rhs}, 0.0),
1199  /*lower_bound=*/-std::numeric_limits<double>::infinity(),
1200  /*upper_bound=*/0.0);
1201 }
1202 
1204  const LinearTerm& rhs) {
1205  return BoundedLinearExpression(
1206  LinearExpression({lhs, -rhs}, 0.0), /*lower_bound=*/0.0,
1207  /*upper_bound=*/std::numeric_limits<double>::infinity());
1208 }
1209 
1211  return lhs <= LinearTerm(rhs, 1.0);
1212 }
1213 
1215  return lhs >= LinearTerm(rhs, 1.0);
1216 }
1217 
1219  return LinearTerm(lhs, 1.0) <= rhs;
1220 }
1221 
1223  return LinearTerm(lhs, 1.0) >= rhs;
1224 }
1225 
1227  return LinearTerm(lhs, 1.0) <= LinearTerm(rhs, 1.0);
1228 }
1229 
1231  return LinearTerm(lhs, 1.0) >= LinearTerm(rhs, 1.0);
1232 }
1233 
1235  const LinearExpression& rhs) {
1236  lhs -= rhs;
1237  return BoundedLinearExpression(std::move(lhs), /*lower_bound=*/0.0,
1238  /*upper_bound=*/0.0);
1239 }
1240 
1242  const LinearTerm& rhs) {
1243  lhs -= rhs;
1244  return BoundedLinearExpression(std::move(lhs), /*lower_bound=*/0.0,
1245  /*upper_bound=*/0.0);
1246 }
1247 
1249  LinearExpression rhs) {
1250  rhs -= lhs;
1251  return BoundedLinearExpression(std::move(rhs), /*lower_bound=*/0.0,
1252  /*upper_bound=*/0.0);
1253 }
1254 
1256  return std::move(lhs) == LinearTerm(rhs, 1.0);
1257 }
1258 
1260  return LinearTerm(lhs, 1.0) == std::move(rhs);
1261 }
1262 
1264  lhs -= rhs;
1265  return BoundedLinearExpression(std::move(lhs), /*lower_bound=*/0.0,
1266  /*upper_bound=*/0.0);
1267 }
1268 
1270  rhs -= lhs;
1271  return BoundedLinearExpression(std::move(rhs), /*lower_bound=*/0.0,
1272  /*upper_bound=*/0.0);
1273 }
1274 
1276  const LinearTerm& rhs) {
1277  return BoundedLinearExpression(LinearExpression({lhs, -rhs}, 0.0),
1278  /*lower_bound=*/0.0,
1279  /*upper_bound=*/0.0);
1280 }
1281 
1283  return lhs == LinearTerm(rhs, 1.0);
1284 }
1285 
1287  return LinearTerm(lhs, 1.0) == rhs;
1288 }
1289 
1290 BoundedLinearExpression operator==(const LinearTerm& lhs, const double rhs) {
1291  return BoundedLinearExpression(LinearExpression({lhs}, -rhs),
1292  /*lower_bound=*/0.0, /*upper_bound=*/0.0);
1293 }
1294 
1295 BoundedLinearExpression operator==(const double lhs, const LinearTerm& rhs) {
1296  return BoundedLinearExpression(LinearExpression({rhs}, -lhs),
1297  /*lower_bound=*/0.0, /*upper_bound=*/0.0);
1298 }
1299 
1300 BoundedLinearExpression operator==(const Variable lhs, const double rhs) {
1301  return LinearTerm(lhs, 1.0) == rhs;
1302 }
1303 
1304 BoundedLinearExpression operator==(const double lhs, const Variable rhs) {
1305  return lhs == LinearTerm(rhs, 1.0);
1306 }
1307 
1308 } // namespace math_opt
1309 } // namespace operations_research
1310 
1311 #endif // OR_TOOLS_MATH_OPT_CPP_VARIABLE_AND_EXPRESSIONS_H_
LowerBoundedLinearExpression operator>=(LinearExpression expression, double constant)
#define CHECK(condition)
Definition: base/logging.h:491
double Evaluate(const VariableMap< double > &variable_values) const
LinearTerm operator/(LinearTerm term, double coefficient)
const std::string & variable_name(VariableId id) const
LinearTerm(Variable variable, double coefficient)
bool operator==(const LinearConstraint &lhs, const LinearConstraint &rhs)
LinearExpression operator-(LinearExpression expr)
friend H AbslHashValue(H h, const Variable &variable)
const absl::flat_hash_map< VariableId, double > & raw_terms() const
bool operator!=(const LinearConstraint &lhs, const LinearConstraint &rhs)
friend LinearExpression operator-(LinearExpression expr)
void set_upper_bound(double upper_bound) const
std::ostream & operator<<(std::ostream &ostr, const LinearConstraint &linear_constraint)
GRBmodel * model
Variable(IndexedModel *model, VariableId id)
int64_t coefficient
void set_variable_lower_bound(VariableId id, double lower_bound)
LowerBoundedLinearExpression(LinearExpression expression, double lower_bound)
double upper_bound
BoundedLinearExpression(LinearExpression expression, double lower_bound, double upper_bound)
double lower_bound
H AbslHashValue(H h, const LinearConstraint &linear_constraint)
double variable_lower_bound(VariableId id) const
LinearExpression operator+(Variable lhs, double rhs)
#define DCHECK(condition)
Definition: base/logging.h:885
bool is_variable_integer(VariableId id) const
void set_variable_is_integer(VariableId id, bool is_integer)
UpperBoundedLinearExpression(LinearExpression expression, double upper_bound)
void set_variable_upper_bound(VariableId id, double upper_bound)
Collection of objects used to extend the Constraint Solver library.
const int64_t offset_
Definition: interval.cc:2108
LinearExpression Sum(const Iterable &items)
LinearExpression & operator-=(const LinearExpression &other)
void AddInnerProduct(const LeftIterable &left, const RightIterable &right)
double EvaluateWithDefaultZero(const VariableMap< double > &variable_values) const
friend std::ostream & operator<<(std::ostream &ostr, const LinearExpression &expression)
void set_lower_bound(double lower_bound) const
friend std::ostream & operator<<(std::ostream &ostr, const Variable &variable)
int64_t value
LinearTerm operator *(double coefficient, LinearTerm term)
double variable_upper_bound(VariableId id) const
LinearExpression & operator+=(const LinearExpression &other)
LinearExpression InnerProduct(const LeftIterable &left, const RightIterable &right)
LowerBoundedLinearExpression operator<=(double constant, LinearExpression expression)