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all_different.h
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all_different.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_ALL_DIFFERENT_H_
#define OR_TOOLS_SAT_ALL_DIFFERENT_H_
#include <cstdint>
#include <functional>
#include <utility>
#include <vector>
#include "absl/container/flat_hash_map.h"
#include "ortools/base/integral_types.h"
#include "ortools/base/macros.h"
#include "ortools/sat/integer.h"
#include "ortools/sat/model.h"
#include "ortools/sat/sat_base.h"
namespace operations_research {
namespace sat {
// Enforces that the given tuple of variables takes different values. This fully
// encodes all the variables and simply enforces a <= 1 constraint on each
// possible values.
std::function<void(Model*)> AllDifferentBinary(
const std::vector<IntegerVariable>& vars);
// Enforces that the given tuple of variables takes different values.
// Same as AllDifferentBinary() but use a different propagator that only enforce
// the so called "bound consistency" on the variable domains.
//
// Compared to AllDifferentBinary() this doesn't require fully encoding the
// variables and it is also quite fast. Note that the propagation is different,
// this will not remove already taken values from inside a domain, but it will
// propagates more the domain bounds.
std::function<void(Model*)> AllDifferentOnBounds(
const std::vector<IntegerVariable>& vars);
std::function<void(Model*)> AllDifferentOnBounds(
const std::vector<AffineExpression>& expressions);
// This constraint forces all variables to take different values. This is meant
// to be used as a complement to an alldifferent decomposition like
// AllDifferentBinary(): DO NOT USE WITHOUT ONE. Doing the filtering that the
// decomposition can do with an appropriate algorithm should be cheaper and
// yield more accurate explanations.
//
// It uses the matching algorithm described in Regin at AAAI1994:
// "A filtering algorithm for constraints of difference in CSPs".
//
// This will fully encode variables.
std::function<void(Model*)> AllDifferentAC(
const std::vector<IntegerVariable>& variables);
// Implementation of AllDifferentAC().
class AllDifferentConstraint : PropagatorInterface {
public:
AllDifferentConstraint(std::vector<IntegerVariable> variables,
IntegerEncoder* encoder, Trail* trail,
IntegerTrail* integer_trail);
bool Propagate() final;
void RegisterWith(GenericLiteralWatcher* watcher);
private:
// MakeAugmentingPath() is a step in Ford-Fulkerson's augmenting path
// algorithm. It changes its current internal state (see vectors below)
// to assign a value to the start vertex using an augmenting path.
// If it is not possible, it keeps variable_to_value_[start] to -1 and returns
// false, otherwise it modifies the current assignment and returns true.
// It uses value/variable_visited to mark the nodes it visits during its
// search: one can use this information to generate an explanation of failure,
// or manipulate it to create what-if scenarios without modifying successor_.
bool MakeAugmentingPath(int start);
// Accessors to the cache of literals.
inline LiteralIndex VariableLiteralIndexOf(int x, int64_t value);
inline bool VariableHasPossibleValue(int x, int64_t value);
// This caches all literals of the fully encoded variables.
// Values of a given variable are 0-indexed using offsets variable_min_value_,
// the set of all values is globally offset using offset min_all_values_.
// TODO(user): compare this encoding to a sparser hash_map encoding.
const int num_variables_;
const std::vector<IntegerVariable> variables_;
int64_t min_all_values_;
int64_t num_all_values_;
std::vector<int64_t> variable_min_value_;
std::vector<int64_t> variable_max_value_;
std::vector<std::vector<LiteralIndex>> variable_literal_index_;
// Internal state of MakeAugmentingPath().
// value_to_variable_ and variable_to_value_ represent the current assignment;
// -1 means not assigned. Otherwise,
// variable_to_value_[var] = value <=> value_to_variable_[value] = var.
std::vector<std::vector<int>> successor_;
std::vector<bool> value_visited_;
std::vector<bool> variable_visited_;
std::vector<int> value_to_variable_;
std::vector<int> variable_to_value_;
std::vector<int> prev_matching_;
std::vector<int> visiting_;
std::vector<int> variable_visited_from_;
// Internal state of ComputeSCCs().
// Variable nodes are indexed by [0, num_variables_),
// value nodes by [num_variables_, num_variables_ + num_all_values_),
// and a dummy node with index num_variables_ + num_all_values_ is added.
// The graph passed to ComputeSCCs() is the residual of the possible graph
// by the current matching, i.e. its arcs are:
// _ (var, val) if val \in dom(var) and var not matched to val,
// _ (val, var) if var matched to val,
// _ (val, dummy) if val not matched to any variable,
// _ (dummy, var) for all variables.
// In the original paper, forbidden arcs are identified by detecting that they
// are not in any alternating cycle or alternating path starting at a
// free vertex. Adding the dummy node allows to factor the alternating path
// part in the alternating cycle, and filter with only the SCC decomposition.
// When num_variables_ == num_all_values_, the dummy node is useless,
// we add it anyway to simplify the code.
std::vector<std::vector<int>> residual_graph_successors_;
std::vector<int> component_number_;
Trail* trail_;
IntegerTrail* integer_trail_;
};
// Implements the all different bound consistent propagator with explanation.
// That is, given n affine expressions that must take different values, this
// propagates the bounds of each expression as much as possible. The key is to
// detect the so called Hall interval which are interval of size k that contains
// the domain of k expressinos. Because all the variables must take different
// values, we can deduce that the domain of the other variables cannot contains
// such Hall interval.
//
// We use a "fast" O(n log n) algorithm.
//
// TODO(user): It might be difficult to find something faster than what is
// implemented here. Some related reference:
// https://cs.uwaterloo.ca/~vanbeek/Publications/ijcai03_TR.pdf
class AllDifferentBoundsPropagator : public PropagatorInterface {
public:
AllDifferentBoundsPropagator(const std::vector<AffineExpression>& expressions,
IntegerTrail* integer_trail);
bool Propagate() final;
void RegisterWith(GenericLiteralWatcher* watcher);
private:
// We locally cache the lb/ub for faster sorting and to guarantee some
// invariant when we push bounds.
struct CachedBounds {
AffineExpression expr;
IntegerValue lb;
IntegerValue ub;
};
// Fills integer_reason_ with the reason why we have the given hall interval.
void FillHallReason(IntegerValue hall_lb, IntegerValue hall_ub);
// Do half the job of Propagate(). This will split the variable into
// independent subset, and call PropagateLowerBoundsInternal() on each of
// them.
bool PropagateLowerBounds();
bool PropagateLowerBoundsInternal(IntegerValue min_lb,
absl::Span<CachedBounds> vars);
// Internally, we will maintain a set of non-consecutive integer intervals of
// the form [start, end]. Each point (i.e. IntegerValue) of such interval will
// be associated to an unique input expression and via an union-find algorithm
// point to its start. The end only make sense for representative.
//
// TODO(user): Because we don't use rank, we have a worst case complexity of
// O(n log n). We could try a normal Union-find data structure, but then we
// also have to maintain a start vector.
//
// Note that during the execution of the algorithm we start from empty
// intervals and finish with a set of points of size num_vars.
//
// The list of all points are maintained in the dense vectors index_to_*_
// where we have remapped values to indices (with GetIndex()) to make sure it
// always fall into the correct range.
int FindStartIndexAndCompressPath(int index);
int GetIndex(IntegerValue value) const {
DCHECK_GE(value, base_);
DCHECK_LT(value - base_, index_to_start_index_.size());
return (value - base_).value();
}
IntegerValue GetValue(int index) const { return base_ + IntegerValue(index); }
IntegerTrail* integer_trail_;
// These vector will be either sorted by lb or by -ub.
std::vector<CachedBounds> bounds_;
std::vector<CachedBounds> negated_bounds_;
// The list of Hall intervalls detected so far, sorted.
std::vector<IntegerValue> hall_starts_;
std::vector<IntegerValue> hall_ends_;
// Non-consecutive intervals related data-structures.
IntegerValue base_;
std::vector<int> indices_to_clear_;
std::vector<int> index_to_start_index_;
std::vector<int> index_to_end_index_;
std::vector<bool> index_is_present_;
std::vector<AffineExpression> index_to_expr_;
// Temporary integer reason.
std::vector<IntegerLiteral> integer_reason_;
DISALLOW_COPY_AND_ASSIGN(AllDifferentBoundsPropagator);
};
} // namespace sat
} // namespace operations_research
#endif // OR_TOOLS_SAT_ALL_DIFFERENT_H_