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affine_relation.h
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affine_relation.h
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// Copyright 2010-2024 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_UTIL_AFFINE_RELATION_H_
#define OR_TOOLS_UTIL_AFFINE_RELATION_H_
#include <algorithm>
#include <vector>
#include "ortools/base/iterator_adaptors.h"
#include "ortools/base/logging.h"
#include "ortools/base/macros.h"
namespace operations_research {
// Union-Find algorithm to maintain "representative" for relations of the form:
// x = coeff * y + offset, where "coeff" and "offset" are integers. The variable
// x and y are represented by non-negative integer indices. The idea is to
// express variables in affine relation using as little different variables as
// possible (the representatives).
//
// IMPORTANT: If there are relations with std::abs(coeff) != 1, then some
// relations might be ignored. See TryAdd() for more details.
//
// TODO(user): it might be possible to do something fancier and drop less
// relations if all the affine relations are given before hand.
class AffineRelation {
public:
AffineRelation() : num_relations_(0) {}
// Returns the number of relations added to the class and not ignored.
int NumRelations() const { return num_relations_; }
// Adds the relation x = coeff * y + offset to the class.
// Returns true if it wasn't ignored.
//
// This relation will only be taken into account if the representative of x
// and the one of y are different and if the relation can be transformed into
// a similar relation with integer coefficient between the two
// representatives.
//
// That is, given that:
// - x = coeff_x * representative_x + offset_x
// - y = coeff_y * representative_y + offset_y
// we have:
// coeff_x * representative_x + offset_x =
// coeff * coeff_y * representative_y + coeff * offset_y + offset.
// Which can be simplified with the introduction of new variables to:
// coeff_x * representative_x = new_coeff * representative_y + new_offset.
// And we can merge the two if:
// - new_coeff and new_offset are divisible by coeff_x.
// - OR coeff_x and new_offset are divisible by new_coeff.
//
// Checked preconditions: x >=0, y >= 0, coeff != 0 and x != y.
//
// IMPORTANT: we do not check for integer overflow, but that could be added
// if it is needed.
bool TryAdd(int x, int y, int64_t coeff, int64_t offset);
// Same as TryAdd() with the option to disallow the use of a given
// representative.
bool TryAdd(int x, int y, int64_t coeff, int64_t offset, bool allow_rep_x,
bool allow_rep_y);
// Returns a valid relation of the form x = coeff * representative + offset.
// Note that this can return x = x. Non-const because of path-compression.
struct Relation {
int representative;
int64_t coeff;
int64_t offset;
Relation(int r, int64_t c, int64_t o)
: representative(r), coeff(c), offset(o) {}
explicit Relation(int r) : representative(r) {}
bool operator==(const Relation& other) const {
return representative == other.representative && coeff == other.coeff &&
offset == other.offset;
}
};
Relation Get(int x) const;
// Advanced usage. This is a bit hacky and will just decrease the class size
// of a variable without any extra checks. Use with care. In particular when
// this is called, then x should never be used anymore in any of the non const
// calls of this class.
void IgnoreFromClassSize(int x) {
if (x >= size_.size()) return; // never seen here.
CHECK_NE(size_[x], kSizeForRemovedEntry) << x;
const int r = Get(x).representative;
if (r != x) {
CHECK_GT(size_[r], 1);
size_[r]--;
} else {
CHECK_EQ(size_[r], 1);
}
size_[x] = kSizeForRemovedEntry;
}
// Returns the size of the class of x.
int ClassSize(int x) const {
if (x >= representative_.size()) return 1;
return size_[Get(x).representative];
}
private:
const int kSizeForRemovedEntry = 0;
void IncreaseSizeOfMemberVectors(int new_size) {
if (new_size <= representative_.size()) return;
for (int i = representative_.size(); i < new_size; ++i) {
representative_.push_back(i);
}
offset_.resize(new_size, 0);
coeff_.resize(new_size, 1);
size_.resize(new_size, 1);
}
void CompressPath(int x) const {
DCHECK_GE(x, 0);
DCHECK_LT(x, representative_.size());
tmp_path_.clear();
int parent = x;
while (parent != representative_[parent]) {
tmp_path_.push_back(parent);
parent = representative_[parent];
}
for (const int var : ::gtl::reversed_view(tmp_path_)) {
const int old_parent = representative_[var];
offset_[var] += coeff_[var] * offset_[old_parent];
coeff_[var] *= coeff_[old_parent];
representative_[var] = parent;
}
}
int num_relations_;
// The equivalence class representative for each variable index.
mutable std::vector<int> representative_;
// The offset and coefficient such that
// variable[index] = coeff * variable[representative_[index]] + offset;
mutable std::vector<int64_t> coeff_;
mutable std::vector<int64_t> offset_;
// The size of each representative "tree", used to get a good complexity when
// we have the choice of which tree to merge into the other.
//
// TODO(user): Using a "rank" might be faster, but because we sometimes
// need to merge the bad subtree into the better one, it is trickier to
// maintain than in the classic union-find algorithm.
std::vector<int> size_;
// Used by CompressPath() to maintain the coeff/offset during compression.
mutable std::vector<int> tmp_path_;
};
inline bool AffineRelation::TryAdd(int x, int y, int64_t coeff,
int64_t offset) {
return TryAdd(x, y, coeff, offset, true, true);
}
inline bool AffineRelation::TryAdd(int x, int y, int64_t coeff, int64_t offset,
bool allow_rep_x, bool allow_rep_y) {
CHECK_NE(coeff, 0);
CHECK_NE(x, y);
CHECK_GE(x, 0);
CHECK_GE(y, 0);
IncreaseSizeOfMemberVectors(std::max(x, y) + 1);
CHECK_NE(size_[x], kSizeForRemovedEntry) << x;
CHECK_NE(size_[y], kSizeForRemovedEntry) << y;
CompressPath(x);
CompressPath(y);
const int rep_x = representative_[x];
const int rep_y = representative_[y];
if (rep_x == rep_y) return false;
// TODO(user): It should be possible to optimize this code block a bit, for
// instance depending on the magnitude of new_coeff vs coeff_x, we may already
// know that one of the two merge is not possible.
const int64_t coeff_x = coeff_[x];
const int64_t new_coeff = coeff * coeff_[y];
const int64_t new_offset = coeff * offset_[y] + offset - offset_[x];
const bool condition1 =
allow_rep_y && (new_coeff % coeff_x == 0) && (new_offset % coeff_x == 0);
const bool condition2 = allow_rep_x && (coeff_x % new_coeff == 0) &&
(new_offset % new_coeff == 0);
if (condition1 && (!condition2 || size_[x] <= size_[y])) {
representative_[rep_x] = rep_y;
size_[rep_y] += size_[rep_x];
coeff_[rep_x] = new_coeff / coeff_x;
offset_[rep_x] = new_offset / coeff_x;
} else if (condition2) {
representative_[rep_y] = rep_x;
size_[rep_x] += size_[rep_y];
coeff_[rep_y] = coeff_x / new_coeff;
offset_[rep_y] = -new_offset / new_coeff;
} else {
return false;
}
++num_relations_;
return true;
}
inline AffineRelation::Relation AffineRelation::Get(int x) const {
if (x >= representative_.size() || representative_[x] == x) return {x, 1, 0};
CompressPath(x);
return {representative_[x], coeff_[x], offset_[x]};
}
} // namespace operations_research
#endif // OR_TOOLS_UTIL_AFFINE_RELATION_H_