Software

Modular Structure

The DESDEO framework consists of various modules defined as Python software packages. The modular structure can be seen in the image below, and a short description of the different packages follows. The descriptions contain links to the invdividual documentation pages for each of the package.

_images/desdeo-structure.png

desdeo-problem

The desdeo_problem package contains tools and classes for defining and modelling multiobjective optimization problems. The defined problem classes can be used in the other packages in the DESDEO framework, such as desdeo_mcdm and desdeo-emo.

desdeo-tools

The desdeo_tools package contains tools to facilitate different tasks in the other packages in the DESDEO framework. These tools include, for example, scalarization routines and various solvers.

desdeo-emo

The desdeo_emo package contains evolutionary algorithms for solving multiobjective optimization problems. These algorithms include, for example, interactive RVEA.

desdeo-mcdm

The desdeo_mcdm package contains traditional methods for performing interactive multiobjective optimization. These methods include, but are not limited to, Synchronous NIMBUS and E-NAUTILUS, for example.

desdeo-vis

(coming soon) The desdeo_vis package contains tools for building visualizations.

desdeo-mix

(coming soon) The desdeo_mix package contains routines and algorithms which make use of the other packages in the DESDEO framework, and warrant their own implementation to be included as part of the framework.

Installation

To install a single package, see that package’s documentation. To install the whole DESDEO framework, follow one of the alternatives given below according to the operating system on the machine you plan to install DESDEO on.

Linux and Windows

The recommended way of installing the DESDEO framework is to use pip by invoking the command:

pip install desdeo

For developing, usage of the poetry dependency management tool is recommended. However, no framework code should be contributed to the main DESDEO package. Instead, contributions should go to the relevant subpackage, which are listed here. See the documentation for the individual for further details. See Modular Structure for links to the individual documentations.

OSX

Instruction coming eventually.