README.md

Cbc 2.10.8

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Cbc (Coin-or branch and cut) is an open-source mixed integer linear programming solver written in C++. It can be used as a callable library or using a stand-alone executable. It can be used in a wide variety of ways through various modeling systems, packages, etc.

• Stand-alone modeling languages and systems
  • AIMMS (via the AIMMSlinks project),
  • AMPL (natively),
  • CMPL,
  • GAMS (through the GAMSlinks project),
  • Mathematica,
  • Matlab (https://inverseproblem.co.nz/OPTI/)
  • MiniZinc,
  • MPL (through the CoinMP project),
  • R (https://rdrr.io/github/yuehmeir2/myFormAssembler/man/cbc.html)
• Python-based modeling languages and extensions
  • cbcpy.
  • cvxpy
  • CyLP,
  • Google's or-tools,
  • PuLP/DiPPy,
  • python-mip,
  • yaposib
• Extensions in other languages
  • JuMP (Julia),
  • rust-lp-modeler (Rust)
  • good_lp (Rust)
• Spreadsheet extensions
  • OpenSolver for Excel
  • OpenSolver for Google Sheets

Binaries for most platforms are available for download from Bintray. AMPL also provides stand-alone Cbc executables that can be used with (or without) AMPL. Julia provides a wide range of binaries. Alternatives include conda and your favorite package manager, as detailed below.

Cbc is developed by John Forrest, now retired from IBM Research, and others. The project is currently managed by John Forrest, Ted Ralphs, Stefan Vigerske, Haroldo Gambini Santos, and the rest of the Cbc team.

Cbc is written in C++ and is released as open source under the Eclipse Public License 2.0.

It is distributed under the auspices of the COIN-OR Foundation.

The Cbc development site is https://github.com/coin-or/Cbc.

CITE

Code:

CURRENT BUILD STATUS

DOWNLOAD

What follows is a quick start guide for obtaining or building Cbc on common platforms. More detailed information is available here.

Docker image

There is a Docker image that provides Cbc, as well as other projects in the COIN-OR Optimization Suite here

Binaries

For newer releases, binaries will be made available as assets attached to releases in Github here. Older binaries are archived as part of Cbc here.

• Linux (see https://repology.org/project/coin-or-cbc/versions for a complete listing):

  • arch:

    $ sudo pacman -S  coin-or-cbc
    

  • Debian/Ubuntu:

    $ sudo apt-get install  coinor-cbc coinor-libcbc-dev
    

  • Fedora/Redhat/CentOS:

    $ sudo yum install  coin-or-Cbc coin-or-Cbc-devel
    

  • freebsd:

    $ sudo pkg install math/cbc
    

  • linuxbrew:

    $ brew install cbc
    

• Windows: The easiest way to get Cbc on Windows is to download an archive as described above.

• Mac OS X: The easiest way to get Cbc on Mac OS X is through Homebrew.

  $ brew tap coin-or-tools/coinor
  $ brew install coin-or-tools/coinor/cbc
  

• conda (cross-platform, no Windows for now):

  $ conda install coin-or-cbc
  

Due to license incompatibilities, pre-compiled binaries lack some functionality. If binaries are not available for your platform for the latest version and you would like to request them to be built and posted, feel free to let us know on the mailing list.

Source

Source code can be obtained either by

• Downloading a snapshot of the source code for the latest release version of Cbc from the releases page,
• Cloning this repository from Github, or
• Using the coinbrew script to get the project and all dependencies (recommended, see below).

Dependencies

Cbc has a number of dependencies, which are detailed in config.yml. Dependencies on other COIN-OR projects are automatically downloaded when obtaining the source with coinbrew. For some of the remaining third-party dependencies, automatic download scripts and build wrappers are provided (and will also be automatically run for required and recommended dependencies), while other libraries that are aeasy to obtain must be installed using an appropriate package manager (or may come with your OS by default).

BUILDING from source

These quick start instructions assume you are in a bash shell.

Using coinbrew

To download and build Cbc from source, execute the following on the command line.

wget https://raw.githubusercontent.com/coin-or/coinbrew/master/coinbrew
chmod u+x coinbrew
./coinbrew fetch [email protected]
./coinbrew build Cbc

For more detailed instructions on coinbrew, see https://coin-or.github.io/coinbrew. The coinbrew script will fetch the additional projects specified in the Dependencies section of config.yml.

Without coinbrew (Expert users)

• Download the source code, e.g., by cloning the git repo https://github.com/coin-or/Cbc
• Download and install the source code for the dependencies listed in config.yml
• Build the code as follows (make sure to set PKG_CONFIG_PTH to install directory for dependencies).

./configure -C
make
make test
make install

With Microsoft Visual Studio

For Microsoft Visual C++ users, there are project files for version 10 available in the MSVisualStudio directory. First, obtain the source code using either a Windows git client or download a snapshot. In MSVC++ Version 10, open the solution file (this should be converted to whatever version of MSVC+ you are using) and build the Cbc project. The code should build out of the box with default settings.

It is also possible to build Cbc with the Visual Studio compiler from the command line using the procedure for Unix-like environments, using the Msys2 shell or CYGWIN. This is the recommended and best-supported way of building Cbc in Windows from source. To do so, make sure the cl compiler is in your path and add --enable-msvc to build command of coinbrew`.

If you want to build a parallel version of CBC using Visual Studio you can following instructions: (thanks to Tobias Stengel and Alexis Guigue).

Assumptions:

• A VS solution with all necessary projects (libCbc, libClp, libCbcSolver, libCgl, libCoinUtils, libOsi, libOsiCbc, libOsiClp). The project files can be found inside the MSVisualStudio folders.

Steps (based on VS 2013):

1. for each of the lib* projects do: add CBC_THREAD under Properties -> Configuration Properties -> C/C++ -> Preprocessor -> Preprocessor Definitions (a subset of the lib* projects may be sufficient, but it doesn't hurt to do it for all)

2. Link against a pthreads library. PThreadsWin32 works (even in 64 bits systems) and is distributed under the LGPL. If you decide to use the precompiled binaries: both pthreadVC2 and pthreadVS2 seem to work. Otherwise: third party VS project files for pthreads4win can be found on github.

   Note: If you use C++/Cli, make sure that no callback (eventHandlers, custom cut generators, custom heuristics, ...) contains managed code. Otherwise your code will crash at runtime with AssembyNotFoundExceptions inside the native threads created by Cbc. Even if not, problems with the GC are likely.

3. If you link statically against pthreads4win, you have to define PTW32_STATIC_LIB when building your program/Cbc (e.g. via Properties -> C/C++/Preprocessor -> Preprocessor Definitions) AND - only if you build pthreads yourself - when building pthreads. Linking pthreads dynamically works without additional preprocessor definitions.

4. pass -threads yourNumber to CbcMain1

Doxygen Documentation

If you have Doxygen available, you can build a HTML documentation by typing

make doxygen-docs

in the build directory. If Cbc was built via coinbrew, then the build directory will be ./build/Cbc/2.10.8 by default. The doxygen documentation main file is found at <build-dir>/doxydoc/html/index.html.

If you don't have doxygen installed locally, you can use also find the documentation here.

DOCUMENTATION

• User's Guide (from 2005)
• Source code examples
• Cbc command-line guide

Project Links

• Code of Conduct
• COIN-OR Web Site
• COIN-OR general discussion forum
• Cbc Discussion forum
• Report a bug
• Doxygen generated documentation

CHANGELOG

• Release 3.0 (in preparation)

  • Added possibility for incomplete MIP start files. The filename suffix indicates which values Cbc should choose for missing variables (see change r2549)
  • Larger renovation of the build system and a changed directory structure. As a consequence, a monolithic build of Cbc, which builds Cbc with all its dependencies in one run of configure and make is no longer possible. Dependencies should now be build and installed before building Cbc.
    • Removed svn:externals. Dependencies (CoinUtils, Osi, Clp, Cgl, etc) now need to be build and installed in advance, either manually or by using coinbrew.
    • When using a GCC-compatible compiler, the Cbc interface functions are now declared with visibility(default)-attribute, thus building Cbc with -fvisibility=hidden still produces a usable library.
    • When using a MSVC-compatible compiler, Cbc interface functions are now declared with dllimport-attribute, so that a Cbc C++ DLL can be used.
    • Under Windows/Msys2, DLLs are now build by default.
    • Cygwin and MSys1 are no longer supported.
    • pkg-config is now mandatory. On Windows, make sure to use a pkg-config version that produces Unix-style paths.
    • *_addlibs files have been removed, pkg-config should be used instead.
    • Script compile is now used to wrap around calls of cl/icl/ifort and translate GCC-style compiler flags to MSVC style.
    • Header files are now installed in the better named $prefix/include/coin-or instead of $prefix/include/coin.
    • The default for --prefix is no longer the build directory, but the autotools-default, probably /usr/local.
    • --enable-debug does not imply --disable-shared anymore.
    • Removed --enable-debug-cbc, use --enable-debug instead.
    • Removed configure variables OPT/DBG_C/CXXFLAGS. Use C/CXXFLAGS instead.
    • Silent build output is now enabled by default, use configure flag --disable-silent-rules or call make with V=1 to disable.
    • Also for static builds, PIC objects are now generated by default, use --without-pic to disable.
    • The --with-*-incdir and --with-*-lib configure flags have been replaced by corresponding --with-*-cflags and --with-*-lflags flags. Note that the include directories need to be specified via -I<dir> in --with-*-cflags.
  • --enable-cbc-parallel is now enabled by default if a pthread library is found. Use --disable-cbc-parallel to disable.
  • Added a conflict graph infrastructure and conflict-based routines:
    • CglCliqueStrengthening: preprocessing routine applied on set packing constraints.
    • CglBKClique: clique cut separator based on an improved version of Bron-Kerbosch algorithm.
    • CglOddWheel: odd-cycle separator with a lifting routine.
    • New parameters in the command line:
      • cgraph: sets the use of conflict graph-based routines (CglBKClique, CglOddWheel and CliqueStrengthening) - "off"=turns these routines off, "on"=turns these routines on, "clq"=turns these routines off and enables the cut separator of CglClique - default="on"
      • clqstr: sets the use of the preprocessing routine based on clique strengthening (CglCliqueStrengthening) - "off"=turn off this routine, "before"=perform clique strengthening before initial solve, "after"=perform clique strengthening after initial solve - default="after".
      • clique: sets the use of CglBKClique (on, root, ifmove, forceOn, onglobal) - default="ifmove".
      • bkpivot: pivoting strategy used by Bron-Kerbosch algorithm in CglBKClique - 0=off, 1=random, 2=degree, 3=weight, 4=modified degree, 5=modified weight, 6=modified degree + modified weight - default=3.
      • bkmaxcalls: maximum number of recursive calls that can be made by Bron-Kerbosch algorithm in CglBKClique - default=1000.
      • bkclqext: strategy used to extend violated cliques found by CglBKClique - 0=off, 1=random, 2=degree, 3=modified degree, 4=reduced cost(inversely proportional), 5=reduced cost(inversely proportional) + modified degree - default = 4.
      • oddwheel: sets the use of CglOddWheel (on, root, ifmove, forceOn, onglobal) - default = ifmove.
      • oddwext: strategy used to search for wheel centers for the cuts found by CglOddWheel - 0=off, 1=one variable, 2=clique - default=2.
    • CglClique was replaced by CglBKClique as the default clique separator in CbcSolver.cpp.

• Release 2.10.8

  • Re-generate binaries due to mistake in Github Actions configuration and incorporate new release of Cgl.

• Release 2.10.7

  • Fix a bug that would cause the unit test not to run correctly if the MIPLIB3 project was not present

• Release 2.10.6

  • Accumulated fixes related to build, test, and CI.

• Release 2.10.5

  • Revert fix that stopped Clp when timelimit reached, as that lead to all cleanup solves afterwards to stop without proper finishing and giving wrong results

• Release 2.10.4

  • Allow .lp files to be read from stdin.
  • Fix parsing of optional arguments to AMPL interface.
  • More bugfixes.

• Release 2.10.3

  • Improve performance of some primal heuristics, incl. feasibility pump, by making integer slacks continuous
  • Added additional timelimit checks
  • Fixed initialization of Cbc_clone result
  • Additional bugfixes

• Release 2.10.2

  • Bugfixes

• Release 2.10.1

  • Fixed Cbc_clone in C interface
  • Fixed CbcMain1() call in examples/driver3.cpp
  • Fixed possible issue with MIPstart if presolve added variables
  • More minor bugfixes

• Release 2.10.0

  • Improved handling of SOS, starting point, and symmetries
  • Improved performance of primal heuristics regarding the handling of implicit integer variables
  • Mini-B&B is now disabled when solving with multiple threads
  • Changed default value for zero half cuts parameter from off to ifmove
  • Added CbcModel::postProcessedSolver() to obtained LP after presolve
  • New option PrepNames to indicate whether column names should be kept in the pre-processed model
  • New option sosPrioritize to determine how to prioritize SOS
  • Added new event generatedCuts
  • CbcSolver can now read compressed .lp files (GZIP, BZIP2)
  • New functions in the C interface: Cbc_readLp, Cbc_writeLp, Cbc_addCol, Cbc_addRow, Cbc_getNumIntegers, Cbc_bestSolution, Cbc_getObjValue, Cbc_getRowNz, Cbc_getRowIndices, Cbc_getRowCoeffs, Cbc_getRowRHS, Cbc_getRowSense, Cbc_getColNz, Cbc_getColIndices, Cbc_getColCoeffs, Cbc_getReducedCost, Cbc_numberSavedSolutions, Cbc_savedSolution, Cbc_savedSolutionObj, Cbc_setMIPStart, Cbc_setMIPStartI, Cbc_addCutCallback, Osi_getNumCols, Osi_getColName, Osi_getColLower, Osi_getColUpper, Osi_isInteger, Osi_getNumRows, Osi_getRowNz, Osi_getRowIndices, Osi_getRowCoeffs, Osi_getRowRHS, Osi_getRowSense, Osi_getColSolution, OsiCuts_addRowCut, Cbc_getAllowableGap, Cbc_setAllowableGap, Cbc_getAllowableFractionGap, Cbc_setAllowableFractionGap, Cbc_getAllowablePercentageGap, Cbc_setAllowablePercentageGap, Cbc_getCutoff, Cbc_setCutoff, Cbc_getMaximumNodes, Cbc_setMaximumNodes, Cbc_getMaximumSolutions, Cbc_setMaximumSolutions, Cbc_getLogLevel, Cbc_setLogLevel, Cbc_getMaximumSeconds, Cbc_setMaximumSeconds
  • New action guess checks properties of the model to decide the best parameters for solving the LP relaxation.
  • New example inc.cpp to illustrate solution callback
  • New example driver5.cpp to illustrate user-defined branching rule
  • New example clpdriver.cpp to illustrate use of ClpEventHandler
  • Added support for using OsiHiGHS with CbcGeneric
  • Added MSVC 14 project files
  • Bugfixes

• Release 2.9.10

  • Fix a numerical issue
  • Fix some memory leaks
  • Fix issue when root node is obviously infeasible
  • Performance improvements for mini-B&B
  • Fix name of bound in final message
  • Fix names in preprocessed problem

• Release 2.9.9

  • Fixes for SOS2
  • Updates to mipstart
  • Switching to new build system
  • Updates for CI

• Release 2.9.8

  • Update to most current releases of dependencies
  • Small bug fixes
  • Add support for automatic build and test with Travis and Appveyor

• Release 2.9.7

  • Small bug fixes
  • Option to switch to line buffered output

• Release 2.9.6

  • Small bug fixes

• Release 2.9.5

  • Small bug fixes

• Release 2.9.4

  • Small fixes for stability
  • Fixes for Doygen documentation generation

• Release 2.9.3

  • Minor bug fixes

• Release 2.9.2

  • Fix for proper installation with DESTDIR

• Release 2.9.1

  • Fix for dependency linking
  • Minor bug fixes

• Release 2.9.0

  • Introduced specialized branching methods for dealing with "big Ms".
  • Introduced new methods for dealing with symmetry (requires installation of nauty)
  • Introduction of conflict cuts (off by default, turn on with -constraint conflict)

• Release 2.8.13

  • Improved message handling
  • Miscellaneous bug fixes.

• Release 2.8.12

  • Update for dependencies.

• Release 2.8.11

  • Major overhaul of C interface
  • Fixes to SOS
  • Miscellaneous bug fixes

• Release 2.8.10

  • More changes related to thread safety.
  • Fix bug in build system with Visual Studio compiler.
  • Miscellaneous bug fixes.

• Release 2.8.9

  • Attempt to make Cbc thread safe.
  • Add parallel examples.
  • Add CbcSolverUsefulInfo.
  • Bug fixes.

• Release 2.8.8

  • Added example to show how to use Cbc with installed libraries in MSVC++
  • Fixed inconsistency in addition of libCbcSolver to dependencies in {{{cbc_addlibs.txt}}}.

• Release 2.8.7

  • Changed so that Doxygen builds LaTex
  • Fixes for build system

• Release 2.8.6

  • Added option to explicitly link dependencies to comply with packaging requirements on Fedora and Debian, as well as allow building of MinGW DLLs.

• Release 2.8.5

  • Minor fixes to build system

• Release 2.8.4

  • Small bug fixes
  • Upgrades to build system

• Release 2.8.3:

  • Fix for handling SOS.

• Release 2.8.2:

  • Fixed recognition of Glpk source in main configure.
  • Minor bug fixes in CoinUtils, Clp, and Cbc.

• Release 2.8.1:

  • Minor bug fixes

• Release 2.8.0:

  • Introduced new secondaryStatus 8 to indicate that solving stopped due to an iteration limit.

  • Solution pool is now accessible via the command line and the CbcMain* interface.

  • New mipstart option to read an initial feasible solution from a file. Only values for discrete variables need to be provided.

  • Added Proximity Search heuristic by Fischetti and Monaci (off by default): The simplest way to switch it on using stand-alone version is -proximity on.

    Proximity Search is the new "No-Neighborhood Search" 0-1 MIP refinement heuristic recently proposed by Fischetti and Monaci (2012). The idea is to define a sub-MIP without additional constraints but with a modified objective function intended to attract the search in the proximity of the incumbent. The approach works well for 0-1 MIPs whose solution landscape is not too irregular (meaning the there is reasonable probability of finding an improved solution by flipping a small number of binary variables), in particular when it is applied to the first heuristic solutions found at the root node.

  • An implementation of Zero-Half-Cuts by Alberto Caprara is now available. By default, these cuts are off. To use add to your command line -zerohalfCuts root (or other options) or just -zero. So far, they may help only on a small subset of problems and may need some tuning.

    The implementation of these cuts is described in G. Andreello, A. Caprara, and M. Fischetti "Embedding Cuts in a Branch and Cut Framework: a Computational Study with {0,1/2}-Cuts" INFORMS Journal on Computing 19(2), 229-238, 2007 http://dx.doi.org/10.1287/ijoc.1050.0162

  • An alternative implementation of a reduce and split cut generator by Giacomo Nannicini is now available. By default, these cuts are off. To use add to your command line -reduce2AndSplitCuts root (or other options).

    The implementation of these cuts is described in G. Cornuejols and G. Nannicini "Practical strategies for generating rank-1 split cuts in mixed-integer linear programming" Mathematical Programming Computation 3(4), 281-318, 2011 http://dx.doi.org/10.1007/s12532-011-0028-6

  • An alternative robust implementation of a Gomory cut generator by Giacomo Nannicini is now available. By default, these cuts are off. To use add to your command line -GMI root (or other options).

    The implementation of these cuts is described in G. Cornuejols, F. Margot, and G. Nannicini "On the safety of Gomory cut generators" http://faculty.sutd.edu.sg/~nannicini/index.php?page=publications

  • To encourage the use of some of the more exotic/expensive cut generators a parameter -slowcutpasses has been added. The idea is that the code does these cuts just a few times - less than the more usual cuts. The default is 10. The cut generators identified by "may be slow" at present are just Lift and project and ReduceAndSplit (both versions).

  • Allow initialization of random seed by user. Pseudo-random numbers are used in Cbc and Clp. In Clp they are used to break ties in degenerate problems, while in Cbc heuristics such as the Feasibility Pump use them to decide whether to round up or down. So if a different pseudo-random seed is given to Clp then you may get a different continuous optimum and so different cuts and heuristic solutions. This can be switched on by setting randomSeed for Clp and/or randomCbcSeed for Cbc. The special value of 0 tells code to use time of day for initial seed.

  • Building on this idea, Andrea Lodi, Matteo Fischetti, Michele Monaci, Domenico Salvagnin, Yuji Shinano, and Andrea Tramontani suggest that this idea be improved by running at the root node with multiple copies of solver, each with its own different seed and then passing in the solutions and cuts so that the main solver has a richer set of solutions and possibly stronger cuts. This is switched on by setting -multipleRootPasses. These can also be done in parallel.

  • Few changes to presolve for special variables and badly scaled problems (in CoinUtils).

  • New option -extraVariables which switches on a trivial re-formulation that introduces extra integer variables to group together variables with same cost.

  • For some problems, cut generators and general branching work better if the problem would be infeasible if the cost is too high. If the new option -constraintFromCutoff is set, the objective function is added as a constraint which rhs is set to the current cutoff value (objective value of best known solution).

• Release 2.7.8:

  • Change message when LP simplex iteration limit is hit from "Exiting on maximum nodes" to "Exiting on maximum number of iterations"
  • Fix for using overlapping SOS.
  • Fixes in buildsystem.

• Release 2.7.7:

  • Fix to report interruption on user event if SIGINT is received by CbcSolver. model->status() should now be 5 if this event happened. Added method CbcModel::sayEventHappened() to make cbc stop due to an 'user event'.

  • Other minor fixes.

• Release 2.7.6:

  • Fixes to build system.

  • Other minor fixes.

• Release 2.7.5:

  • Fixes to get AMPL interface working again.

  • More fixes to MSVC++ files.

• Release 2.7.4:

  • Minor bugfixes.

• Release 2.7.3:

  • Minor bugfixes.

  • Fixes to MSVC++ files.

• Release 2.7.2:

  • Allow row/column names for GMPL models.

  • Added CbcModel::haveMultiThreadSupport() to indicate whether Cbc library has been compiled with multithread support.

  • Added CbcModel::waitingForMiniBranchAndBound() to indicate whether sub-MIP heuristic is currently running.

  • Cbc shell should work with readline if configured with --enable-gnu-packages.

  • Support for compressed input files (.gz, .bz2) is now enabled by default.

  • Fix problems with relative gap tolerance > 100% and further bugs.

  • Fixes for MSVC++ Version 9 files.

  • Minor fixes in buildsystem; update to BuildTools 0.7.1.

• Release 2.7.1:

  • Fixes to MSVC++ files

• Release 2.7.0:

  • License has been changed to the EPL.

  • Support for MSVC++ version 10 added.

  • Support for BuildTools version 0.7 to incorporate recent enhancements, including proper library versioning in Linux, prohibiting installation of private headers, etc.

  • Updated externals to new stable versions of dependent projects.

  • Improvements to heuristics.

  • New options for cut generation.

  • Improved reporting of results.