-
Notifications
You must be signed in to change notification settings - Fork 14
/
Copy pathcore.hpp
462 lines (390 loc) · 19.5 KB
/
core.hpp
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
#pragma once
#include <stdint.h>
#include <vector>
#include <optional>
#include "ankerl/unordered_dense.h"
using IndexT = std::int32_t;
using CoeffT = double;
constexpr CoeffT COEFTHRESHOLD = 1e-12;
template <typename K, typename V>
using Hashmap = ankerl::unordered_dense::map<K, V>;
template <typename K>
using Hashset = ankerl::unordered_dense::set<K>;
template <typename V>
using Vector = std::vector<V>;
struct VariableIndex;
struct ScalarAffineFunction;
struct ScalarQuadraticFunction;
struct ExprBuilder;
enum class VariableDomain
{
Continuous,
Integer,
Binary,
SemiContinuous,
};
struct VariableIndex
{
IndexT index;
VariableIndex() = default;
VariableIndex(IndexT v);
};
struct ScalarAffineFunction
{
Vector<CoeffT> coefficients;
Vector<IndexT> variables;
std::optional<CoeffT> constant;
ScalarAffineFunction() = default;
ScalarAffineFunction(CoeffT v);
ScalarAffineFunction(const VariableIndex &v);
// v * c
ScalarAffineFunction(const VariableIndex &v, CoeffT c);
// v * c1 + c2
ScalarAffineFunction(const VariableIndex &v, CoeffT c1, CoeffT c2);
ScalarAffineFunction(const Vector<CoeffT> &, const Vector<IndexT> &);
ScalarAffineFunction(const Vector<CoeffT> &, const Vector<IndexT> &,
const std::optional<CoeffT> &);
ScalarAffineFunction(const ExprBuilder &t);
size_t size() const;
void canonicalize(CoeffT threshold = COEFTHRESHOLD);
void reserve(size_t n);
void add_term(const VariableIndex &v, CoeffT c);
void add_constant(CoeffT c);
};
struct ScalarQuadraticFunction
{
Vector<CoeffT> coefficients;
Vector<IndexT> variable_1s;
Vector<IndexT> variable_2s;
std::optional<ScalarAffineFunction> affine_part;
ScalarQuadraticFunction() = default;
ScalarQuadraticFunction(const Vector<CoeffT> &, const Vector<IndexT> &, const Vector<IndexT> &);
ScalarQuadraticFunction(const Vector<CoeffT> &, const Vector<IndexT> &, const Vector<IndexT> &,
const std::optional<ScalarAffineFunction> &);
ScalarQuadraticFunction(const ExprBuilder &t);
size_t size() const;
void canonicalize(CoeffT threshold = COEFTHRESHOLD);
void reserve_quadratic(size_t n);
void reserve_affine(size_t n);
void add_quadratic_term(const VariableIndex &v1, const VariableIndex &v2, CoeffT c);
void add_affine_term(const VariableIndex &v, CoeffT c);
void add_constant(CoeffT c);
};
struct VariablePair
{
IndexT var_1;
IndexT var_2;
bool operator==(const VariablePair &x) const;
bool operator<(const VariablePair &x) const;
VariablePair() = default;
VariablePair(IndexT v1, IndexT v2) : var_1(v1), var_2(v2)
{
}
};
template <>
struct ankerl::unordered_dense::hash<VariablePair>
{
using is_avalanching = void;
[[nodiscard]] auto operator()(VariablePair const &x) const noexcept -> uint64_t
{
static_assert(std::has_unique_object_representations_v<VariablePair>);
return detail::wyhash::hash(&x, sizeof(x));
}
};
struct ExprBuilder
{
Hashmap<VariablePair, CoeffT> quadratic_terms;
Hashmap<IndexT, CoeffT> affine_terms;
std::optional<CoeffT> constant_term;
ExprBuilder() = default;
ExprBuilder(CoeffT c);
ExprBuilder(const VariableIndex &v);
ExprBuilder(const ScalarAffineFunction &a);
ExprBuilder(const ScalarQuadraticFunction &q);
ExprBuilder &operator+=(CoeffT c);
ExprBuilder &operator+=(const VariableIndex &v);
ExprBuilder &operator+=(const ScalarAffineFunction &a);
ExprBuilder &operator+=(const ScalarQuadraticFunction &q);
ExprBuilder &operator+=(const ExprBuilder &t);
ExprBuilder &operator-=(CoeffT c);
ExprBuilder &operator-=(const VariableIndex &v);
ExprBuilder &operator-=(const ScalarAffineFunction &a);
ExprBuilder &operator-=(const ScalarQuadraticFunction &q);
ExprBuilder &operator-=(const ExprBuilder &t);
ExprBuilder &operator*=(CoeffT c);
ExprBuilder &operator*=(const VariableIndex &v);
ExprBuilder &operator*=(const ScalarAffineFunction &a);
ExprBuilder &operator*=(const ScalarQuadraticFunction &q);
ExprBuilder &operator*=(const ExprBuilder &t);
ExprBuilder &operator/=(CoeffT c);
bool empty() const;
int degree() const;
void reserve_quadratic(size_t n);
void reserve_affine(size_t n);
void clear();
void clean_nearzero_terms(CoeffT threshold = COEFTHRESHOLD);
void _add_quadratic_term(IndexT i, IndexT j, CoeffT coeff);
void _set_quadratic_coef(IndexT i, IndexT j, CoeffT coeff);
void add_quadratic_term(const VariableIndex &i, const VariableIndex &j, CoeffT coeff);
void set_quadratic_coef(const VariableIndex &i, const VariableIndex &j, CoeffT coeff);
void _add_affine_term(IndexT i, CoeffT coeff);
void _set_affine_coef(IndexT i, CoeffT coeff);
void add_affine_term(const VariableIndex &i, CoeffT coeff);
void set_affine_coef(const VariableIndex &i, CoeffT coeff);
};
auto operator+(const VariableIndex &a, CoeffT b) -> ScalarAffineFunction;
auto operator+(CoeffT a, const VariableIndex &b) -> ScalarAffineFunction;
auto operator+(const VariableIndex &a, const VariableIndex &b) -> ScalarAffineFunction;
auto operator+(const ScalarAffineFunction &a, CoeffT b) -> ScalarAffineFunction;
auto operator+(CoeffT a, const ScalarAffineFunction &b) -> ScalarAffineFunction;
auto operator+(const ScalarAffineFunction &a, const VariableIndex &b) -> ScalarAffineFunction;
auto operator+(const VariableIndex &a, const ScalarAffineFunction &b) -> ScalarAffineFunction;
auto operator+(const ScalarAffineFunction &a,
const ScalarAffineFunction &b) -> ScalarAffineFunction;
auto operator+(const ScalarQuadraticFunction &a, CoeffT b) -> ScalarQuadraticFunction;
auto operator+(CoeffT a, const ScalarQuadraticFunction &b) -> ScalarQuadraticFunction;
auto operator+(const ScalarQuadraticFunction &a, const VariableIndex &b) -> ScalarQuadraticFunction;
auto operator+(const VariableIndex &a, const ScalarQuadraticFunction &b) -> ScalarQuadraticFunction;
auto operator+(const ScalarQuadraticFunction &a,
const ScalarAffineFunction &b) -> ScalarQuadraticFunction;
auto operator+(const ScalarAffineFunction &a,
const ScalarQuadraticFunction &b) -> ScalarQuadraticFunction;
auto operator+(const ScalarQuadraticFunction &a,
const ScalarQuadraticFunction &b) -> ScalarQuadraticFunction;
auto operator-(const VariableIndex &a, CoeffT b) -> ScalarAffineFunction;
auto operator-(CoeffT a, const VariableIndex &b) -> ScalarAffineFunction;
auto operator-(const VariableIndex &a, const VariableIndex &b) -> ScalarAffineFunction;
auto operator-(const ScalarAffineFunction &a, CoeffT b) -> ScalarAffineFunction;
auto operator-(CoeffT a, const ScalarAffineFunction &b) -> ScalarAffineFunction;
auto operator-(const ScalarAffineFunction &a, const VariableIndex &b) -> ScalarAffineFunction;
auto operator-(const VariableIndex &a, const ScalarAffineFunction &b) -> ScalarAffineFunction;
auto operator-(const ScalarAffineFunction &a,
const ScalarAffineFunction &b) -> ScalarAffineFunction;
auto operator-(const ScalarQuadraticFunction &a, CoeffT b) -> ScalarQuadraticFunction;
auto operator-(CoeffT a, const ScalarQuadraticFunction &b) -> ScalarQuadraticFunction;
auto operator-(const ScalarQuadraticFunction &a, const VariableIndex &b) -> ScalarQuadraticFunction;
auto operator-(const VariableIndex &a, const ScalarQuadraticFunction &b) -> ScalarQuadraticFunction;
auto operator-(const ScalarQuadraticFunction &a,
const ScalarAffineFunction &b) -> ScalarQuadraticFunction;
auto operator-(const ScalarAffineFunction &a,
const ScalarQuadraticFunction &b) -> ScalarQuadraticFunction;
auto operator-(const ScalarQuadraticFunction &a,
const ScalarQuadraticFunction &b) -> ScalarQuadraticFunction;
auto operator*(const VariableIndex &a, CoeffT b) -> ScalarAffineFunction;
auto operator*(CoeffT a, const VariableIndex &b) -> ScalarAffineFunction;
auto operator*(const VariableIndex &a, const VariableIndex &b) -> ScalarQuadraticFunction;
auto operator*(const ScalarAffineFunction &a, CoeffT b) -> ScalarAffineFunction;
auto operator*(CoeffT a, const ScalarAffineFunction &b) -> ScalarAffineFunction;
auto operator*(const ScalarAffineFunction &a, const VariableIndex &b) -> ScalarQuadraticFunction;
auto operator*(const VariableIndex &a, const ScalarAffineFunction &b) -> ScalarQuadraticFunction;
auto operator*(const ScalarAffineFunction &a,
const ScalarAffineFunction &b) -> ScalarQuadraticFunction;
auto operator*(const ScalarQuadraticFunction &a, CoeffT b) -> ScalarQuadraticFunction;
auto operator*(CoeffT a, const ScalarQuadraticFunction &b) -> ScalarQuadraticFunction;
auto operator/(const VariableIndex &a, CoeffT b) -> ScalarAffineFunction;
auto operator/(const ScalarAffineFunction &a, CoeffT b) -> ScalarAffineFunction;
auto operator/(const ScalarQuadraticFunction &a, CoeffT b) -> ScalarQuadraticFunction;
// unary minus operator
auto operator-(const VariableIndex &a) -> ScalarAffineFunction;
auto operator-(const ScalarAffineFunction &a) -> ScalarAffineFunction;
auto operator-(const ScalarQuadraticFunction &a) -> ScalarQuadraticFunction;
auto operator-(const ExprBuilder &a) -> ExprBuilder;
// Operator overloading for ExprBuilder
// Sadly, they are inefficient than the +=£¬-=,*=,/= functions but they are important for a
// user-friendly interface
// The functions are like ScalarQuadraticFunction but returns a ExprBuilder
auto operator+(const ExprBuilder &a, CoeffT b) -> ExprBuilder;
auto operator+(CoeffT b, const ExprBuilder &a) -> ExprBuilder;
auto operator+(const ExprBuilder &a, const VariableIndex &b) -> ExprBuilder;
auto operator+(const VariableIndex &b, const ExprBuilder &a) -> ExprBuilder;
auto operator+(const ExprBuilder &a, const ScalarAffineFunction &b) -> ExprBuilder;
auto operator+(const ScalarAffineFunction &b, const ExprBuilder &a) -> ExprBuilder;
auto operator+(const ExprBuilder &a, const ScalarQuadraticFunction &b) -> ExprBuilder;
auto operator+(const ScalarQuadraticFunction &b, const ExprBuilder &a) -> ExprBuilder;
auto operator+(const ExprBuilder &a, const ExprBuilder &b) -> ExprBuilder;
auto operator-(const ExprBuilder &a, CoeffT b) -> ExprBuilder;
auto operator-(CoeffT b, const ExprBuilder &a) -> ExprBuilder;
auto operator-(const ExprBuilder &a, const VariableIndex &b) -> ExprBuilder;
auto operator-(const VariableIndex &b, const ExprBuilder &a) -> ExprBuilder;
auto operator-(const ExprBuilder &a, const ScalarAffineFunction &b) -> ExprBuilder;
auto operator-(const ScalarAffineFunction &b, const ExprBuilder &a) -> ExprBuilder;
auto operator-(const ExprBuilder &a, const ScalarQuadraticFunction &b) -> ExprBuilder;
auto operator-(const ScalarQuadraticFunction &b, const ExprBuilder &a) -> ExprBuilder;
auto operator-(const ExprBuilder &a, const ExprBuilder &b) -> ExprBuilder;
auto operator*(const ExprBuilder &a, CoeffT b) -> ExprBuilder;
auto operator*(CoeffT b, const ExprBuilder &a) -> ExprBuilder;
auto operator*(const ExprBuilder &a, const VariableIndex &b) -> ExprBuilder;
auto operator*(const VariableIndex &b, const ExprBuilder &a) -> ExprBuilder;
auto operator*(const ExprBuilder &a, const ScalarAffineFunction &b) -> ExprBuilder;
auto operator*(const ScalarAffineFunction &b, const ExprBuilder &a) -> ExprBuilder;
auto operator*(const ExprBuilder &a, const ScalarQuadraticFunction &b) -> ExprBuilder;
auto operator*(const ScalarQuadraticFunction &b, const ExprBuilder &a) -> ExprBuilder;
auto operator*(const ExprBuilder &a, const ExprBuilder &b) -> ExprBuilder;
auto operator/(const ExprBuilder &a, CoeffT b) -> ExprBuilder;
enum class ConstraintType
{
Linear,
Quadratic,
SOS,
Cone,
COPT_ExpCone
};
enum class SOSType
{
SOS1,
SOS2,
};
enum class ConstraintSense
{
LessEqual,
GreaterEqual,
Equal,
Within
};
struct ConstraintIndex
{
ConstraintType type;
IndexT index;
ConstraintIndex() = default;
ConstraintIndex(ConstraintType t, IndexT i) : type(t), index(i)
{
}
};
enum class ComparisonConstraintExprKind
{
ScalarAffineFunction,
ScalarQuadraticFunction,
ExprBuilder,
ScalarAffineFunctionPointer,
ScalarQuadraticFunctionPointer,
ExprBuilderPointer,
};
struct ComparisonConstraint
{
ConstraintSense sense;
ComparisonConstraintExprKind expr_kind;
ScalarAffineFunction lhs_saf;
ScalarQuadraticFunction lhs_sqf;
ExprBuilder lhs_eb;
const ScalarAffineFunction *lhs_saf_ptr = nullptr;
const ScalarQuadraticFunction *lhs_sqf_ptr = nullptr;
const ExprBuilder *lhs_eb_ptr = nullptr;
CoeffT rhs = 0.0;
};
// <= Operator
auto operator<=(const VariableIndex &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator<=(const ScalarAffineFunction &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator<=(const ScalarQuadraticFunction &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator<=(const ExprBuilder &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator<=(CoeffT lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator<=(CoeffT lhs, const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator<=(CoeffT lhs, const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator<=(CoeffT lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator<=(const VariableIndex &lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator<=(const ScalarAffineFunction &lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator<=(const ScalarQuadraticFunction &lhs,
const VariableIndex &rhs) -> ComparisonConstraint;
auto operator<=(const VariableIndex &lhs, const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator<=(const ScalarAffineFunction &lhs,
const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator<=(const ScalarQuadraticFunction &lhs,
const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator<=(const VariableIndex &lhs,
const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator<=(const ScalarAffineFunction &lhs,
const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator<=(const ScalarQuadraticFunction &lhs,
const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator<=(const ExprBuilder &lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator<=(const ExprBuilder &lhs, const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator<=(const ExprBuilder &lhs, const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator<=(const VariableIndex &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator<=(const ScalarAffineFunction &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator<=(const ScalarQuadraticFunction &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator<=(const ExprBuilder &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
// >= Operator
auto operator>=(const VariableIndex &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator>=(const ScalarAffineFunction &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator>=(const ScalarQuadraticFunction &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator>=(const ExprBuilder &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator>=(CoeffT lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator>=(CoeffT lhs, const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator>=(CoeffT lhs, const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator>=(CoeffT lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator>=(const VariableIndex &lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator>=(const ScalarAffineFunction &lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator>=(const ScalarQuadraticFunction &lhs,
const VariableIndex &rhs) -> ComparisonConstraint;
auto operator>=(const VariableIndex &lhs, const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator>=(const ScalarAffineFunction &lhs,
const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator>=(const ScalarQuadraticFunction &lhs,
const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator>=(const VariableIndex &lhs,
const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator>=(const ScalarAffineFunction &lhs,
const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator>=(const ScalarQuadraticFunction &lhs,
const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator>=(const ExprBuilder &lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator>=(const ExprBuilder &lhs, const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator>=(const ExprBuilder &lhs, const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator>=(const VariableIndex &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator>=(const ScalarAffineFunction &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator>=(const ScalarQuadraticFunction &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator>=(const ExprBuilder &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
// == Operator
auto operator==(const VariableIndex &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator==(const ScalarAffineFunction &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator==(const ScalarQuadraticFunction &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator==(const ExprBuilder &lhs, CoeffT rhs) -> ComparisonConstraint;
auto operator==(CoeffT lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator==(CoeffT lhs, const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator==(CoeffT lhs, const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator==(CoeffT lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator==(const VariableIndex &lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator==(const ScalarAffineFunction &lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator==(const ScalarQuadraticFunction &lhs,
const VariableIndex &rhs) -> ComparisonConstraint;
auto operator==(const VariableIndex &lhs, const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator==(const ScalarAffineFunction &lhs,
const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator==(const ScalarQuadraticFunction &lhs,
const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator==(const VariableIndex &lhs,
const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator==(const ScalarAffineFunction &lhs,
const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator==(const ScalarQuadraticFunction &lhs,
const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator==(const ExprBuilder &lhs, const VariableIndex &rhs) -> ComparisonConstraint;
auto operator==(const ExprBuilder &lhs, const ScalarAffineFunction &rhs) -> ComparisonConstraint;
auto operator==(const ExprBuilder &lhs, const ScalarQuadraticFunction &rhs) -> ComparisonConstraint;
auto operator==(const VariableIndex &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator==(const ScalarAffineFunction &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator==(const ScalarQuadraticFunction &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
auto operator==(const ExprBuilder &lhs, const ExprBuilder &rhs) -> ComparisonConstraint;
// struct LinearConstraint
//{
// ScalarAffineFunction function;
// ConstraintSense sense;
// CoeffT rhs;
// };
//
// struct QuadraticConstraint
//{
// ScalarQuadraticFunction function;
// ConstraintSense sense;
// CoeffT rhs;
// };
//
// struct SOSConstraint
//{
// Vector<VariableIndex> variables;
// Vector<CoeffT> weights;
// };
enum class ObjectiveSense
{
Minimize,
Maximize
};