huge improvement to binpacking_2d_sat code

This commit is contained in:
Laurent Perron
2023-10-25 17:05:47 +02:00
parent 044bc5ebce
commit 55642325ce
3 changed files with 95 additions and 14 deletions

View File

@@ -30,6 +30,7 @@ cc_binary(
"//ortools/packing:binpacking_2d_parser",
"//ortools/packing:multiple_dimensions_bin_packing_cc_proto",
"//ortools/sat:cp_model",
"@com_google_absl//absl/container:btree",
"@com_google_absl//absl/flags:flag",
"@com_google_absl//absl/strings",
"@com_google_protobuf//:protobuf",

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@@ -21,6 +21,7 @@
#include <string>
#include <vector>
#include "absl/container/btree_set.h"
#include "absl/flags/flag.h"
#include "absl/log/check.h"
#include "absl/strings/str_cat.h"
@@ -114,20 +115,69 @@ void LoadAndSolve(const std::string& file_name, int instance) {
cp_model.AddExactlyOne(item_to_bin[item]);
}
absl::btree_set<int> fixed_items;
// We start by fixing big pairwise incompatible items. Each to its own bin.
// See https://arxiv.org/pdf/1909.06835.pdf.
for (int i = 0; i < num_items; ++i) {
if (2 * problem.items(i).shapes(0).dimensions(0) > box_dimensions[0] &&
2 * problem.items(i).shapes(0).dimensions(1) > box_dimensions[1]) {
// Big items are pairwise incompatible. Just fix them in different bins.
fixed_items.insert(i);
}
}
auto items_are_incompatible = [&problem, &box_dimensions](int i1, int i2) {
return (problem.items(i1).shapes(0).dimensions(0) +
problem.items(i2).shapes(0).dimensions(0) >
box_dimensions[0]) &&
(problem.items(i1).shapes(0).dimensions(1) +
problem.items(i2).shapes(0).dimensions(1) >
box_dimensions[1]);
};
// This loop looks redundant with the loop above but the order we add the
// items to fixed_items is important.
for (int i = 0; i < num_items; ++i) {
if (fixed_items.contains(i)) {
continue;
}
bool incompatible_with_all = true;
for (int item : fixed_items) {
if (!items_are_incompatible(item, i)) {
incompatible_with_all = false;
break;
}
}
if (incompatible_with_all) {
fixed_items.insert(i);
}
}
if (!fixed_items.empty()) {
LOG(INFO) << fixed_items.size() << " items are pairwise incompatible";
}
// Detect incompatible pairs of items and add conflict at the bin level.
int num_incompatible_pairs = 0;
for (int i1 = 0; i1 + 1 < num_items; ++i1) {
for (int i2 = i1 + 1; i2 < num_items; ++i2) {
if ((problem.items(i1).shapes(0).dimensions(0) +
problem.items(i2).shapes(0).dimensions(0) >
box_dimensions[0]) &&
(problem.items(i1).shapes(0).dimensions(1) +
problem.items(i2).shapes(0).dimensions(1) >
box_dimensions[1])) {
num_incompatible_pairs++;
for (int b = 0; b < max_bins; ++b) {
cp_model.AddAtMostOne({item_to_bin[i1][b], item_to_bin[i2][b]});
}
if (fixed_items.contains(i1) && fixed_items.contains(i2)) {
// Both are already fixed to different bins.
continue;
}
if (!items_are_incompatible(i1, i2)) {
continue;
}
if (num_incompatible_pairs == 0 && fixed_items.empty()) {
// If nothing is already fixed, fix the first incompatible pair to break
// symmetry.
fixed_items.insert(i1);
fixed_items.insert(i2);
}
num_incompatible_pairs++;
for (int b = 0; b < max_bins; ++b) {
cp_model.AddAtMostOne({item_to_bin[i1][b], item_to_bin[i2][b]});
}
}
}
@@ -135,6 +185,15 @@ void LoadAndSolve(const std::string& file_name, int instance) {
LOG(INFO) << num_incompatible_pairs << " incompatible pairs of items";
}
// Fix the fixed_items to the first fixed_items.size() bins.
CHECK_LT(fixed_items.size(), max_bins)
<< "Infeasible problem, increase max_bins";
int count = 0;
for (const int item : fixed_items) {
cp_model.FixVariable(item_to_bin[item][count], true);
++count;
}
// Manages positions and sizes for each item.
std::vector<std::vector<std::vector<IntervalVar>>>
interval_by_item_bin_dimension(num_items);
@@ -213,12 +272,31 @@ void LoadAndSolve(const std::string& file_name, int instance) {
}
if (absl::GetFlag(FLAGS_symmetry_breaking)) {
// Symmetry breaking: item[i] is in bin <= i for the first max_bins items.
for (int i = 0; i + 1 < std::min(num_items, max_bins); ++i) {
for (int b = i + 1; b < max_bins; ++b) {
cp_model.FixVariable(item_to_bin[i][b], false);
// First sort the items not yet fixed by area.
std::vector<int> not_placed_items;
for (int item = 0; item < num_items; ++item) {
if (!fixed_items.contains(item)) {
not_placed_items.push_back(item);
}
}
std::sort(not_placed_items.begin(), not_placed_items.end(),
[&problem](int a, int b) {
return problem.items(a).shapes(0).dimensions(0) *
problem.items(a).shapes(0).dimensions(1) >
problem.items(b).shapes(0).dimensions(0) *
problem.items(b).shapes(0).dimensions(1);
});
// Symmetry breaking: i-th biggest item is in bin <= i for the first
// max_bins items.
int first_empty_bin = fixed_items.size();
for (const int item : not_placed_items) {
if (first_empty_bin + 1 >= max_bins) break;
for (int b = first_empty_bin + 1; b < max_bins; ++b) {
cp_model.FixVariable(item_to_bin[item][b], false);
}
++first_empty_bin;
}
}
// Setup parameters.

View File

@@ -748,7 +748,9 @@ void Solve(const JsspInputProblem& problem) {
}
// Tells the solver we have a makespan objective.
// Also take decision based on precedence, this usually work better.
parameters.set_push_all_tasks_toward_start(true);
parameters.set_use_dynamic_precedence_in_disjunctive(true);
const CpSolverResponse response =
SolveWithParameters(cp_model.Build(), parameters);