Cplex
Texas Engineers Selected for 2021 NSF Graduate Research Fellowship Program Four graduate students with the Walker Department of Mechanical Engineering have been selected for the 2021 National Science Foundation's Graduate Research Fellowship Program. Here I’ve selected CPLEX and Gurobi, since they are among the leading commercial solvers, and PuLP, which is a powerful open-source modeling package in Python. I’ll provide a side-by-side. IBM ILOG CPLEX Optimization Studio (often informally referred to simply as CPLEX) is an optimization software package. In 2004, the work on CPLEX earned the first INFORMS Impact Prize.
| Developer(s) | IBM |
|---|---|
| Stable release | |
| Type | Technical computing |
| License | Proprietary |
| Website | www.ibm.com/products/ilog-cplex-optimization-studio |
IBM ILOG CPLEX Optimization Studio (often informally referred to simply as CPLEX) is an optimization software package. In 2004, the work on CPLEX earned the first INFORMS Impact Prize.
Cplex Academic License
History[edit]
The CPLEX Optimizer was named for the simplex method as implemented in the C programming language, although today it also supports other types of mathematical optimization and offers interfaces other than C. It was originally developed by Robert E. Bixby and sold commercially from 1988 by CPLEX Optimization Inc. This was acquired by ILOG in 1997 and ILOG was subsequently acquired by IBM in January 2009.[2] CPLEX continues to be actively developed by IBM.
Cplex Tutorial
Features[edit]
The IBM ILOG CPLEX Optimizer solves integer programming problems, very large[3]linear programming problems using either primal or dual variants of the simplex method or the barrier interior point method, convex and non-convex quadratic programming problems, and convex quadratically constrained problems (solved via second-order cone programming, or SOCP).
The CPLEX Optimizer has a modeling layer called Concert that provides interfaces to the C++, C#, and Java languages. There is a Python language interface based on the C interface. Scs driver. Additionally, connectors to Microsoft Excel and MATLAB are provided. Finally, a stand-alone Interactive Optimizer executable is provided for debugging and other purposes.
The CPLEX Optimizer is accessible through independent modeling systems such as AIMMS, AMPL, GAMS, OptimJ and TOMLAB. In addition to that AMPL provides an interface to the CPLEX CP Optimizer.
The full IBM ILOG CPLEX Optimization Studio consists of the CPLEX Optimizer for mathematical programming, the CP Optimizer for constraint programming,[4] the Optimization Programming Language (OPL), and a tightly integrated IDE.
Release History[edit]
Prior to IBM acquiring ILOG, the CPLEX team published a release history of CPLEX. [5] This has been updated and replicated here for posterity.
| Version | Release Date | Key Features |
|---|---|---|
| 20.1 | December, 2020 | MIP performance improvements, new 'emphasis mip 5' mode, etc. [6] |
| 12.10 | December, 2019 | MIP performance improvements and the addition of a generic branching callback to the other generic callbacks introduced in version 12.8. |
| 12.9 | March, 2019 | Direct support for multiobjective optimization, callback functionality improvement. |
| 12.8 | December, 2017 | Generic callback, API recorder to facilitate debugging, subMIP control parameters, Download and Go offering. |
| 12.7 | November, 2016 | Automated Benders decomposition, modeling assistance tool, runseeds command to better assess performance variability. |
| 12.6.2 | June, 2015 | Performance improvements (mainly for SOCP, MISOCP, non-convex QP), support for cloud based optimization. |
| 12.6 | December, 2013 | Support for nonconvex QPs and MIQPs, distributed parallel MIP and more parallelism at the root node for MIPs. |
| 12.5 | October, 2012 | MIP performance improvements, random seed parameter to address performance variability, remote object, duals for QCPs, deterministic tuning tool. |
| 12.4 | November, 2011 | Deterministic time limit support, duals for SOCPs, quadratic expression API in Concert, performance improvements across all algorithms, but especially MIP. |
| 12.3 | June, 2011 | Support for large nonzero counts that require 64 bit indexing, local optima for non-convex QP, and globalization. |
| 12.2 | June, 2010 | More parallelism at the root node, deterministic parallel concurrent LP optimization, along with some additional barrier performance improvements and additional tools for diagnosing ill conditioned basis matrices in MIPs. |
| 12.0 | April, 2009 | The first version after IBM acquired ILOG. Includes connectors for Python, MATLAB and Excel. Deterministic parallel barrier is also included. |
| 11.0 | October, 2007 | Breakthrough performance gains for mixed integer programming (MIP) models and enhanced parallel MIP optimization. The MIP solution pool feature and the performance tuning utility are introduced. |
| 10.0 | January, 2006 | Performance improvements in the primal simplex and barrier methods, as well as the MIP optimizer. Indicator constraints and solution polishing heuristics are introduced and improvements to infeasibility analysis are made. |
| 9.0 | December, 2003 | Performance improvements in primal and dual simplex methods and the MIP optimizer. It includes ILOG Concert Technology for .NET users and support for quadratically constrained programs. |
| 8.0 | July, 2002 | MIP performance improvements and support for mixed integer quadratic programs. |
| 7.5 | December, 2001 | ILOG Concert Technology for Java users. |
| 7.0 | October, 2000 | ILOG Concert Technology for C++ users. |
| 6.5 | March, 1999 | Significant performance improvements in primal and dual simplex methods, and ILOG CPLEX Mixed Integer Optimizer. |
| 6.0 | April, 1998 | Significant performance improvements in primal and dual simplex methods, and CPLEX Barrier Optimizer. |
| 5.0 | September, 1997 | New memory model for easy C++ integration. |
| 4.0.5 | March, 1996 | Parallel CPLEX Mixed Integer Solver is introduced. |
| 4.0 | December, 1995 | Redesigned advanced programming interface (API) to allow thread-safe applications. |
| 3.0.8 | March, 1995 | Parallel CPLEX Barrier Solver is introduced. |
| 3.0 | April, 1994 | CPLEX Barrier Solver is introduced. |
| 2.1 | March, 1993 | Introduction of CPLEX Presolve algorithms. |
| 2.0 | April, 1992 | Performance improvements. |
| 1.2 | 1991 | Support for the dual simplex method and CPLEX Mixed Integer Optimizer. |
| 1.0 | 1988 | Primal Simplex Method |
See also[edit]
References[edit]
- ^'CPLEX Optimization Studio 20.1 is available'.
- ^IBM Completes Acquisition of ILOG, 6 Jan 2009, retrieved 24 June 2020
- ^Mittelmann, H. D. (10 July 2007), 'Recent Benchmarks of Optimization Software', 22nd European Conference on Operational Research, EURO XXII Prague, Czech Republic: Dept of Math and Stats Arizona State University
- ^Laborie P, Rogerie J, Shaw P, Vilim P (2018). 'IBM ILOG CP optimizer for scheduling'. Constraints. 23 (2): 210–250. doi:10.1007/s10601-018-9281-x.
- ^'CPLEX History'. CPLEX History as published by ILOG. Archived from the original on 13 April 2009. Retrieved 24 June 2020.CS1 maint: discouraged parameter (link)
- ^'CPLEX 20.1 Release Notes'. Retrieved 4 March 2021.CS1 maint: discouraged parameter (link)
Cplex Mixed Integer Programming
External links[edit]
Ibm Ilog Cplex