CPLEX.jl is an unofficial interface to the IBM® ILOG® CPLEX® Optimization Studio. It provides an interface to the low-level C API, as well as an implementation of the solver-independent MathProgBase
and MathOptInterface
API's.
You cannot use CPLEX.jl without having purchased and installed a copy of CPLEX Optimization Studio from IBM. This package is available free of charge and in no way replaces or alters any functionality of IBM's CPLEX Optimization Studio product.
Note: This wrapper is maintained by the JuliaOpt community and is not officially supported by IBM. If you are a commercial customer interested in official support for CPLEX in Julia, let them know!.
NOTE: CPLEX does not officially support linking to their dynamic C library, which is necessary for use from Julia. However, the steps outlined below have worked for OS-X, Windows, and Linux machines.
First, you must obtain a copy of the CPLEX software and a license; trial versions and academic licenses are available here.
Once CPLEX is installed on your machine, point the LD_LIBRARY_PATH
variable to the directory containing the CPLEX library by adding, for example, export LD_LIBRARY_PATH="/path/to/cplex/bin/x86-64_linux":$LD_LIBRARY_PATH
to your start-up file (e.g. .bash_profile
, [adding library path on Ubuntu](http://stackoverflow.com/questions/13428910/how-to-set-the-environmental-variable-ld-library-path-in-linux for a)). On linux, make sure this directory contains libcplexXXX.so
where XXX
is stands for the version number; on OS-X the file should be named libcplexXXX.dylib
. Alternatively, you can also use the CPLEX_STUDIO_BINARIES
environment variable as follows:
$ CPLEX_STUDIO_BINARIES=/path/to/cplex/bin/x86-64_linux julia -e 'Pkg.add("CPLEX"); Pkg.build("CPLEX")'
julia> Pkg.add("CPLEX")
(or manually clone this module to your .julia
directory).
deps/build.jl
in the aliases for the library dependency; if not, open an issue.Currently, CPLEX.jl is compatible only with 64-bit CPLEX and 64-bit Julia on Windows. CPLEX.jl attempts to automatically find the CPLEX library based on the CPLEX_STUDIO_BINARIESXXX
environmental variable set by the CPLEX installer where XXX
is the CPLEX version. For example:
julia> ENV["CPLEX_STUDIO_BINARIES128"] = "C:/IBM/CPLEX_Studio128/cplex/bin/x64_win64" julia> Pkg.build("CPLEX")
LoadError: Unable to locate CPLEX installation
Which version of CPLEX are you trying to install? Currently CPLEX.jl only supports 1260, 1261, 1262, 1263, 1270, 1271, and 1280. If it's not one of those, file an issue with the version number you'd like to support. Some steps need to be taken (like checking for new or renamed parameters) before CPLEX.jl can support new versions.
If you're on OS X or Linux
The most common problem is not setting LD_LIBRARY_PATH
correctly. Open a terminal and check the output of
echo $LD_LIBRARY_PATH
is the path to the CPLEX installation. If it's not, did you follow step 2 above?
Hint: on OS X the path should probably be something like /Users/[username]/Applications/IBM/ILOG/CPLEX_Studio[version number]/cplex/bin/x86-64_osx/
If you're on Linux
The most common problem is not setting CPLEX_STUDIO_BINARIES
correctly. Open a Julia prompt and check that the output of
julia> ENV["CPLEX_STUDIO_BINARIES"]
is the path to the CPLEX installation. If you get a key "CPLEX_STUDIO_BINARIES" not found
error, make sure the environment variable is set correctly, or just set it from within the Julia prompt
julia> ENV["CPLEX_STUDIO_BINARIES"] = "path/to/cplex/installation" julia> Pkg.build("CPLEX")
Another alternative is to run
CPLEX_STUDIO_BINARIES="path/to/cplex/installation" julia -e 'Pkg.build("CPLEX")'
If you're on Windows
The environment variable needs to be CPLEX_STUDIO_BINARIESXXX
where XXX
is the version of CPLEX.
Solver parameters can be passed through the CplexSolver()
object, e.g., CplexSolver(CPX_PARAM_EPINT=1e-8)
. Parameters match those of the CPLEX documentation. Additionally, the mipstart_effortlevel
parameter can be used to tell CPLEX how much effort to put into turning warmstarts into feasible solutions, with possible values CPLEX.CPX_MIPSTART_AUTO
, CPLEX.CPX_MIPSTART_CHECKFEAS
, CPLEX.CPX_MIPSTART_SOLVEFIXED
, CPLEX.CPX_MIPSTART_SOLVEMIP
, CPLEX.CPX_MIPSTART_REPAIR
, and CPLEX.CPX_MIPSTART_NOCHECK
.