2 #include <barvinok/options.h>
3 #include <barvinok/sample.h>
4 #include <barvinok/util.h>
12 Matrix
*Cone_Hilbert_Integer_Hull(Polyhedron
*C
,
13 struct barvinok_options
*options
)
20 Polyhedron
*P
; /* Original polyhedron or cone */
21 Polyhedron
*init
; /* Initial (under)approximation of integer hull */
23 Matrix
*F
; /* Set of already computed facets */
24 int n_F
; /* The number of computed facets */
26 /* Computes a lower bound for the objective function obj over
27 * the integer hull, possibly exploiting the already computed
28 * facets of the integer hull given in hull->F.
30 void (*set_lower_bound
)(struct integer_hull
*hull
, Value
*obj
,
31 Value
*lower
, struct barvinok_options
*options
);
34 static int matrix_add(Matrix
*M
, int n
, Value
*v
)
37 Matrix_Extend(M
, 3*(M
->NbRows
+10)/2);
38 Vector_Copy(v
, M
->p
[n
], M
->NbColumns
);
42 /* Select "best" constraint from P over which to optimize,
43 * where P is the current approximation of the integer hull
44 * and where a constraint is better if the difference between
45 * the value at the constraint and the lower bound (based on
46 * the original polytope (the linear relaxation) is smaller.
48 static int select_best(struct integer_hull
*hull
,
50 Value
*min
, Value
*max
,
51 struct barvinok_options
*options
)
54 Vector
*lower
= Vector_Alloc(P
->NbConstraints
);
55 Vector
*upper
= Vector_Alloc(P
->NbConstraints
);
56 Vector
*distances
= Vector_Alloc(P
->NbConstraints
);
61 for (i
= 0; i
< P
->NbConstraints
; ++i
) {
62 if (First_Non_Zero(P
->Constraint
[i
]+1, P
->Dimension
) == -1)
64 for (j
= 0; j
< hull
->n_F
; ++j
)
65 if (Vector_Equal(hull
->F
->p
[j
]+1, P
->Constraint
[i
]+1, P
->Dimension
))
69 hull
->set_lower_bound(hull
, P
->Constraint
[i
]+1, &lower
->p
[i
], options
);
70 value_oppose(upper
->p
[i
], P
->Constraint
[i
][1+P
->Dimension
]);
71 value_subtract(distances
->p
[i
], upper
->p
[i
], lower
->p
[i
]);
72 if (value_zero_p(distances
->p
[i
]))
74 if (i_min
== -1 || value_lt(distances
->p
[i
], distances
->p
[i_min
]))
80 value_decrement(*max
, upper
->p
[i_min
]);
81 value_assign(*min
, lower
->p
[i_min
]);
86 Vector_Free(distances
);
91 /* Return the (integer) vertices of P */
92 static Matrix
*Polyhedron_Vertices(Polyhedron
*P
)
95 Matrix
*M
= Matrix_Alloc(P
->NbRays
, P
->Dimension
+1);
97 for (i
= 0, j
= 0; i
< P
->NbRays
; ++i
) {
98 if (value_zero_p(P
->Ray
[i
][1+P
->Dimension
]))
100 assert(value_one_p(P
->Ray
[i
][1+P
->Dimension
]));
101 value_set_si(M
->p
[j
][P
->Dimension
], 1);
102 Vector_Copy(P
->Ray
[i
]+1, M
->p
[j
++], P
->Dimension
);
109 /* Set INCLUDE_KNOWN_FACETS_IN_LP to 1 to compute a lower bound for
110 * the minimal value wrt a facet based on the facets that have
111 * already been determined to be facets of the integer hull,
112 * rather than simply setting the lower bound to 0 or 1.
113 * This does not appear to be profitable, probably because
114 * the lower bound is recomputed every time we optimize
115 * wrt a facet. If we were to cache the lower bounds for
116 * facets that do not change when a new vertex is added,
117 * this may still turn out to be useful.
119 #define INCLUDE_KNOWN_FACETS_IN_LP 0
120 /* Set INCLUDE_KNOWN_FACETS_IN_ILP to 1 to take into account the
121 * facets that have already been determined to be facets
122 * of the integer hull while optimizing wrt some other
123 * facet. The idea is that the polytope over which to
124 * optimize could be flatter. However, in practice, adding
125 * these constraints seems to slow down the computation
126 * (on at least one example).
128 #define INCLUDE_KNOWN_FACETS_IN_ILP 0
130 Polyhedron
*add_facets(Polyhedron
*P
, Matrix
*facets
, int n
,
131 struct barvinok_options
*options
)
137 M
= Matrix_Alloc(P
->NbConstraints
+ n
, facets
->NbColumns
);
138 for (i
= 0; i
< n
; ++i
)
139 Vector_Copy(facets
->p
[i
], M
->p
[i
], facets
->NbColumns
);
140 for (i
= 0; i
< P
->NbConstraints
; ++i
)
141 Vector_Copy(P
->Constraint
[i
], M
->p
[n
+ i
], M
->NbColumns
);
142 R
= Constraints2Polyhedron(M
, options
->MaxRays
);
147 /* Add optimal and suboptimal points found by Polyhedron_Integer_Minimum
148 * to Q, replacing (and destroying) the old Q.
149 * rays is a temporary array for use in AddRays that can be reused
150 * over multiple calls and that is extended as needed.
152 Polyhedron
*add_points(Polyhedron
*Q
, Vector
*opt
, Matrix
*subopt
,
153 int n_subopt
, Matrix
*rays
,
154 struct barvinok_options
*options
)
159 if (1 + n_subopt
> rays
->NbRows
) {
160 int n
= rays
->NbRows
;
161 Matrix_Extend(rays
, 1+n_subopt
);
162 for (i
= n
; i
< rays
->NbRows
; ++i
) {
163 value_set_si(rays
->p
[i
][0], 1);
164 value_set_si(rays
->p
[i
][1+Q
->Dimension
], 1);
168 Vector_Copy(opt
->p
, rays
->p
[0]+1, Q
->Dimension
);
169 for (i
= 0; i
< n_subopt
; ++i
)
170 Vector_Copy(subopt
->p
[i
], rays
->p
[1+i
]+1, Q
->Dimension
);
172 R
= AddRays(rays
->p
[0], 1+n_subopt
, Q
, options
->MaxRays
);
178 /* Extends an initial approximation hull->init of the integer hull
179 * of hull->P using generalized basis reduction.
180 * In particular, it considers each facet of the current
181 * approximation add optimizes in the direction of the normal,
182 * adding the optimal point to the approximation as well as
183 * all other points that may have been found along the way,
184 * until no facet yields any more new points.
185 * Returns a list of the vertices of this integer hull.
187 static Matrix
*gbr_hull_extend(struct integer_hull
*hull
,
188 struct barvinok_options
*options
)
191 Polyhedron
*Q
= hull
->init
;
192 Matrix
*rays
= Matrix_Alloc(1, 2+Q
->Dimension
);
194 int n_candidates
= 0;
198 hull
->F
= Matrix_Alloc(Q
->NbConstraints
, 2+Q
->Dimension
);
201 candidates
= Matrix_Alloc(0, Q
->Dimension
);
206 value_set_si(rays
->p
[0][0], 1);
207 value_set_si(rays
->p
[0][1+Q
->Dimension
], 1);
209 while ((i_min
= select_best(hull
, Q
, &min
, &max
, options
)) != -1) {
214 if (INCLUDE_KNOWN_FACETS_IN_ILP
)
215 R
= add_facets(hull
->P
, hull
->F
, hull
->n_F
, options
);
220 opt
= Polyhedron_Integer_Minimum(R
, Q
->Constraint
[i_min
]+1,
221 min
, max
, candidates
, &n_candidates
,
223 candidates
->NbRows
= n_candidates
;
224 if (INCLUDE_KNOWN_FACETS_IN_ILP
)
227 hull
->n_F
= matrix_add(hull
->F
, hull
->n_F
, Q
->Constraint
[i_min
]);
232 Inner_Product(hull
->F
->p
[hull
->n_F
-1]+1, opt
->p
, Q
->Dimension
,
233 &hull
->F
->p
[hull
->n_F
-1][1+Q
->Dimension
]);
234 value_oppose(hull
->F
->p
[hull
->n_F
-1][1+Q
->Dimension
],
235 hull
->F
->p
[hull
->n_F
-1][1+Q
->Dimension
]);
237 Q
= add_points(Q
, opt
, candidates
, n_candidates
, rays
, options
);
242 vertices
= Polyhedron_Vertices(Q
);
251 Matrix_Free(hull
->F
);
253 Matrix_Free(candidates
);
258 /* Returns the Minkowski sum of the cone and the polytope
259 * that is the convex hull of its (integer) extremal rays.
261 static Polyhedron
*truncate_cone(Polyhedron
*C
,
262 struct barvinok_options
*options
)
268 V
= Matrix_Alloc(2*C
->NbRays
, 2+C
->Dimension
);
269 for (i
= 0; i
< C
->NbRays
; ++i
) {
270 if (value_notzero_p(C
->Ray
[i
][1+C
->Dimension
]))
272 Vector_Copy(C
->Ray
[i
], V
->p
[C
->NbRays
+i
], 1+C
->Dimension
+1);
273 Vector_Copy(C
->Ray
[i
], V
->p
[i
], 1+C
->Dimension
);
274 value_set_si(V
->p
[i
][1+C
->Dimension
], 1);
276 P
= Rays2Polyhedron(V
, options
->MaxRays
);
281 /* Frees original list and transformation matrix CV */
282 static Matrix
*transform_list_of_vertices(Matrix
*list
, Matrix
*CV
)
286 M
= Matrix_Alloc(list
->NbRows
, T
->NbColumns
);
287 Matrix_Product(list
, T
, M
);
295 /* Set the lower bound for optimizing along the normal of a facet
296 * in case of computing the integer hull of a truncated cone
297 * (i.e., a cone with the origin removed).
298 * In particular, if the constraint is one bounding the original
299 * cone, then the lower bound is zero; if it is a new constraint,
300 * then the lower bound is one.
301 * A more accurate bound can be obtained by looking at the
302 * already computed facets of the integer hull.
304 static void set_to_one(struct integer_hull
*hull
, Value
*obj
,
305 Value
*lower
, struct barvinok_options
*options
)
307 if (INCLUDE_KNOWN_FACETS_IN_LP
) {
312 if (hull
->F
->NbRows
< hull
->n_F
+hull
->P
->NbConstraints
)
313 Matrix_Extend(hull
->F
, hull
->n_F
+hull
->P
->NbConstraints
);
314 for (i
= 0; i
< hull
->P
->NbConstraints
; ++i
)
315 Vector_Copy(hull
->P
->Constraint
[i
], hull
->F
->p
[hull
->n_F
+i
],
319 value_set_si(one
, 1);
321 res
= constraints_opt(hull
->F
, obj
, one
, lp_min
, lower
, options
);
322 value_subtract(*lower
, *lower
, obj
[hull
->P
->Dimension
]);
323 assert(res
== lp_ok
);
325 if (value_notzero_p(*lower
))
329 if (value_zero_p(obj
[hull
->P
->Dimension
]))
330 value_set_si(*lower
, 0);
332 value_set_si(*lower
, 1);
335 /* Add to Q those points that the calling function already knows about,
336 * replacing (and destroying) the original Q.
338 static Polyhedron
*add_known_points(Polyhedron
*Q
,
339 Matrix
*c
, int n_c
, unsigned MaxRays
)
343 R
= AddRays(c
->p
[0], n_c
, Q
, MaxRays
);
348 /* Computes the integer hull of the (truncated) cone C
349 * using generalized basis reduction, where c contains a list
350 * of vertices that are known to be part of this integer hull.
352 static Matrix
*gbr_cone_hull(Polyhedron
*C
, Matrix
*c
, int n_c
,
353 struct barvinok_options
*options
)
357 struct integer_hull hull
;
359 POL_ENSURE_VERTICES(C
);
360 remove_all_equalities(&C
, NULL
, NULL
, &CV
, 0, options
->MaxRays
);
362 POL_ENSURE_VERTICES(C
);
365 hull
.init
= truncate_cone(C
, options
);
366 hull
.set_lower_bound
= set_to_one
;
368 hull
.init
= add_known_points(hull
.init
, c
, n_c
, options
->MaxRays
);
369 vertices
= gbr_hull_extend(&hull
, options
);
372 vertices
= transform_list_of_vertices(vertices
, CV
);
379 /* Computes the integer hull of the cone C with the origin removed. */
380 Matrix
*Cone_Integer_Hull(Polyhedron
*C
, Matrix
*candidates
,
381 int n_candidates
, struct barvinok_options
*options
)
383 switch(options
->integer_hull
) {
385 return gbr_cone_hull(C
, candidates
, n_candidates
, options
);
386 case BV_HULL_HILBERT
:
387 return Cone_Hilbert_Integer_Hull(C
, options
);
393 /* Computes initial full-dimensional approximation of the integer hull of P,
394 * or discovers an implicit equality of P.
395 * We start off with the integer vertices of P itself, if any.
396 * If there are no such vertices (available), then we simply
397 * take an arbitrary integer point in the polytope.
398 * Then we keep optimizing over normals of equalities in the description
399 * of the current approximation, until we find an equality that holds
400 * for the entire integer hull of P or until we have obtained a
401 * full-dimensional approximation.
403 static Polyhedron
*internal_polytope(Polyhedron
*P
,
404 struct barvinok_options
*options
)
408 Matrix
*vertices
= Matrix_Alloc(P
->NbRays
, P
->Dimension
+2);
410 for (i
= 0, j
= 0; i
< P
->NbRays
; ++i
) {
411 if (value_notone_p(P
->Ray
[i
][1+P
->Dimension
]))
413 Vector_Copy(P
->Ray
[i
], vertices
->p
[j
++], 2+P
->Dimension
);
415 vertices
->NbRows
= j
;
417 Vector
*sample
= Polyhedron_Sample(P
, options
);
419 value_set_si(vertices
->p
[0][1], 1);
420 Vector_Copy(sample
->p
, vertices
->p
[0]+1, P
->Dimension
+1);
422 vertices
->NbRows
= 1;
425 init
= Rays2Polyhedron(vertices
, options
->MaxRays
);
426 Matrix_Free(vertices
);
428 while (!emptyQ(init
) && init
->NbEq
) {
430 Vector
*v
= Vector_Alloc(init
->Dimension
+2);
433 value_set_si(v
->p
[0], 1);
434 Vector_Copy(init
->Constraint
[0]+1, v
->p
+1, init
->Dimension
+1);
435 value_decrement(v
->p
[1+init
->Dimension
],v
->p
[1+init
->Dimension
]);
437 Q
= AddConstraints(v
->p
, 1, P
, options
->MaxRays
);
438 sample
= Polyhedron_Sample(Q
, options
);
441 Vector_Oppose(init
->Constraint
[0]+1, v
->p
+1, init
->Dimension
+1);
442 value_decrement(v
->p
[1+init
->Dimension
],v
->p
[1+init
->Dimension
]);
444 Q
= AddConstraints(v
->p
, 1, P
, options
->MaxRays
);
445 sample
= Polyhedron_Sample(Q
, options
);
449 P
= AddConstraints(init
->Constraint
[0], 1, P
, options
->MaxRays
);
450 Polyhedron_Free(init
);
456 Vector_Copy(sample
->p
, v
->p
+1, init
->Dimension
+1);
457 Q
= AddRays(v
->p
, 1, init
, options
->MaxRays
);
458 Polyhedron_Free(init
);
468 /* Set the lower bound for optimizing along the normal of a facet
469 * in case of computing the integer hull of a polyhedron.
470 * Although obj contains the full affine objective function,
471 * the calling function expect a lower bound on the linear part only.
472 * We therefore need to subtract the constant from the computed
473 * optimum of the linear relaxation.
475 static void set_lower(struct integer_hull
*hull
, Value
*obj
,
476 Value
*lower
, struct barvinok_options
*options
)
482 value_set_si(one
, 1);
484 res
= polyhedron_opt(hull
->P
, obj
, one
, lp_min
, lower
, options
);
485 value_subtract(*lower
, *lower
, obj
[hull
->P
->Dimension
]);
486 assert(res
== lp_ok
);
491 /* Computes the vertices of the integer hull of P
493 Matrix
*Polyhedron_Integer_Hull(Polyhedron
*P
,
494 struct barvinok_options
*options
)
500 POL_ENSURE_VERTICES(P
);
501 remove_all_equalities(&P
, NULL
, NULL
, &CV
, 0, options
->MaxRays
);
503 POL_ENSURE_VERTICES(P
);
505 if (P
->Dimension
== 0) {
506 vertices
= Matrix_Alloc(1, 1);
507 value_set_si(vertices
->p
[0][0], 1);
509 init
= internal_polytope(P
, options
);
511 vertices
= Matrix_Alloc(0, P
->Dimension
+1);
512 Polyhedron_Free(init
);
513 } else if (init
->NbEq
) {
514 vertices
= Polyhedron_Integer_Hull(init
, options
);
515 Polyhedron_Free(init
);
517 struct integer_hull hull
;
520 hull
.set_lower_bound
= set_lower
;
521 vertices
= gbr_hull_extend(&hull
, options
);
526 vertices
= transform_list_of_vertices(vertices
, CV
);