KaPoCE - An Exact and Heuristic Solver for the Cluster Editing Problem

The Karlsruhe and Potsdam Cluster Editing framework is a software for solving the cluster editing problem. The cluster editing problem is to transform an input graph into a cluster graph (a disjoint union of complete graphs) by performing a minimum number of edge editing operations. An edit operation can be either adding a new edge or removing an existing edge. This repository provides an exact and heuristic solver for the cluster editing problem. For a detailed overview of techniques used in our solvers, we refer to the following resources:

• Exact Solver (PDF)
• Heuristic Solver (PDF)

Requirements

• A 64-bit Linux operating system.
• A modern, -ready compiler
• The cmake build system (>= 3.16).
• The Boost - Program Options library and the boost header files (>= 1.48).

Build Application

1. Clone the repository including submodules:

   git clone --recursive [email protected]:kittobi1992/cluster_editing.git

2. Create a build directory: mkdir build && cd build

3. Run cmake: cmake .. -DCMAKE_BUILD_TYPE=RELEASE (or cmake .. -DCMAKE_BUILD_TYPE=DEBUG for debug build)

4. Run make: make -j 8

Run Application

There are two applications: heuristic and exact. Both read a cluster editing instance from stdin and print the edits to stdout. For the input and output format, please refer to the PACE challenge web page.

A usage example from the build folder of the exact solver would be:

cat ../instances/exact/exact015.gr | ./exact > edits.txt

and of the heuristic solver (also from the build folder):

cat ../instances/heur/heur011.gr | ./heuristic > edits.txt

Per default, the heuristic solver runs for 10 minutes and the exact solver until an optimal solution is found. The time limit of the solvers can be adjusted via the --time-limit flag (in seconds):

cat ../instances/heur/heur011.gr | ./heuristic --time-limit=100 > edits.txt

Detailed output can be enabled via the --enable-logging flag:

cat ../instances/heur/heur011.gr | ./heuristic --enable-logging=true > edits.txt

Run Tests

To run the tests, use the following command (from build folder):

./ClusterEditingTests

or

./ClusterEditingTests --gtest_filter=<test-regex>

to run a specific test.

Submit

Prepare CMake submission for optil.io with

tar -czvf exact.tgz cluster_editing/ cmake/ CMakeLists.txt config/ googletest/ tests/
tar -czvf heuristic.tgz cluster_editing/ cmake/ CMakeLists.txt config/ googletest/ tests/