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README

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NOMAD - Nonlinear Optimization by Mesh Adaptive Direct Search -

NOMAD - Version 4 has been created and developed by

Viviane Rochon Montplaisir - Polytechnique Montreal

Christophe Tribes - Polytechnique Montreal

The copyright of NOMAD - version 4 is owned by

Charles Audet - Polytechnique Montreal

Sebastien Le Digabel - Polytechnique Montreal

Viviane Rochon Montplaisir - Polytechnique Montreal

Christophe Tribes - Polytechnique Montreal

NOMAD 4 has been funded by Rio Tinto, Hydro-Québec, Huawei-Canada,

NSERC (Natural Sciences and Engineering Research Council of Canada),

InnovÉÉ (Innovation en Énergie Électrique) and IVADO (The Institute

for Data Valorization)

NOMAD v3 was created and developed by Charles Audet, Sebastien Le Digabel,

Christophe Tribes and Viviane Rochon Montplaisir and was funded by AFOSR

and Exxon Mobil.

NOMAD v1 and v2 were created and developed by Mark Abramson, Charles Audet,

Gilles Couture, and John E. Dennis Jr., and were funded by AFOSR and

Exxon Mobil.

Contact information:

Polytechnique Montreal - GERAD

C.P. 6079, Succ. Centre-ville, Montreal (Quebec) H3C 3A7 Canada

e-mail: nomad@gerad.ca

This program is free software: you can redistribute it and/or modify it

under the terms of the GNU Lesser General Public License as published by

the Free Software Foundation, either version 3 of the License, or (at your

option) any later version.

This program is distributed in the hope that it will be useful, but WITHOUT

ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or

FITNESS FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License

for more details.

You should have received a copy of the GNU Lesser General Public License

along with this program. If not, see http://www.gnu.org/licenses/.

You can find information on the NOMAD software at www.gerad.ca/nomad

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DESCRIPTION:

NOMAD is a C++ implementation of the Mesh Adaptive Direct Search (MADS) algorithm, designed for constrained optimization of black-box functions.

The algorithms implemented are based on the book "Derivative-Free and Blackbox Optimization", by Charles Audet and Warren Hare, Springer 2017.

WEB PAGES:

https://www.gerad.ca/nomad/ Https://github.com/bbopt/nomad

CONTACT:

nomad@gerad.ca

VERSION WARNING:

This repository is for NOMAD 4. The previous version, NOMAD 3, is not on GitHub. NOMAD 3 will be deprecated in the future.

NOMAD 4 is similar in usage to NOMAD 3.

NOMAD 4 has a new software architecture, uses OpenMP to run evaluations in parallel, and also has some new functionalities.

HOW TO CITE:

Please cite NOMAD 4 with reference: C. Audet, S. Le Digabel, V. Rochon Montplaisir, and C. Tribes. Algorithm 1027: NOMAD version 4: Nonlinear optimization with the MADS algorithm. ACM Transactions on Mathematical Software Volume 48, Issue 3, Article No.: 35, pp 1–22 https://doi.org/10.1145/3544489

COMPILATION (Release):

On Linux, Unix, Windows and Mac OS X, NOMAD can be compiled using CMake. The minimum version of CMake is 3.14. Older versions will trigger an error. A recent C++ compiler is also required.

Before starting the procedure, we recommend setting the environment variable $NOMAD_HOME with the path where NOMAD has been copied. For Linux and OSX,

export NOMAD_HOME=/home/myUserName/PathToNomad

For Windows, add an environment variable %NOMAD_HOME% containing the path. The remaining text uses the $NOMAD_HOME environment variable.

The procedure is the following. On the command line in the $NOMAD_HOME directory:

cmake -S . -B build/release
---> Create the CMake files and directories for building (-B) in build/release. The source (-S) CMakeLists.txt file is in the $NOMAD_HOME directory.

     To deactivate compilation with OpenMP:
          cmake -DTEST_OPENMP=OFF -S . -B build/release

     To enable *C interface* building:
          cmake -DBUILD_INTERFACE_C=ON -S . -B build/release

     To enable *Matlab* interface building:
          cmake -DBUILD_INTERFACE_MATLAB=ON  -DTEST_OPENMP=OFF -S . -B build/release

          ! Before proceeding, have a look into 
          $NOMAD_HOME/interfaces/Matlab_MEX/readme.txt

          ! Extra flags might be required to prevent CMake errors. 

          ! Compiler version and Matlab version need to be compatible;
          ! Check https://www.mathworks.com/support/requirements/supported-compilers.html
           
          ! The Matlab interface will not be built if OpenMP is enabled.

          ! An extra addpath Matlab command must be done to have access 
          to nomad Mex binaries:
          addpath(strcat(getenv('NOMAD_HOME'),'/build/release/bin'))

     To enable *Python* interface (PyNomad) building:
          cmake -DBUILD_INTERFACE_PYTHON=ON -S . -B build/release

          ! Before proceeding, have a look into 
          $NOMAD_HOME/interfaces/PyNomad/readme.txt

          ! More details are provided in $NOMAD_HOME/interfaces/PyNomad/readme.txt 
         
          ! Building requires Cython. Cython can be obtained with
          Anaconda distribution platform.

          ! On *Windows*, using Visual Studio, see the user guide or the README
          to properly manage x86/x64 building of binaries. 
          
     To enable *Java* interface building (with Swig):
          cmake -DBUILD_INTERFACE_JAVA=ON -S . -B build/release

cmake --build build/release --config Release (for Windows) or cmake --build build/release (for OSX and Linux) ---> Build all the libraries and applications

     Option --parallel xx can be added for faster build.

     The option --config Release should be used on *Windows* 
     multi-configuration build environment (VisualStudio) to build only
     Release configuration. The default configuration is Debug.
     The same option should be used for *OSX* when using a *Xcode* project. 

cmake --install build/release --config Release (for Windows) or cmake --install build/release (for OSX and Linux) ---> Copy binaries and headers in build/release/[bin, include, lib] and in the examples/tests directories.

By default, the executable "nomad" will be installed into the directory: build/release/bin/ (build/debug/bin/ when in debug mode). A symbolic link is added in the bin directory (not functional for windows).

It is possible to build only a single application in its working directory: (with NOMAD_HOME environment variable properly set)

cd $NOMAD_HOME/examples/basic/library/example1 cmake --build $NOMAD_HOME/build/release --target example1_lib.exe cmake --install $NOMAD_HOME/build/release

COMPILATION (Debug):

The procedure to build the debug version is the following. On the command line in the $NOMAD_HOME directory:

cmake -S . -B build/debug -D CMAKE_BUILD_TYPE=Debug ---> On Windows, all 4 configurations are configured (Debug, RelWithDebugInfo, MinSizeRel, Release); flag CMAKE_BUILD_TYPE is ignored.

cmake --build build/debug --config Debug (for Windows) or cmake --build build/debug (for OSX and Linux)
---> Build the libraries and applications

     Option --parallel xx can be added for faster build.

cmake --install build/debug --config Debug (for Windows) or cmake --install build/debug (for OSX and Linux) ---> Copy binaries and headers in build/debug/[bin, include, lib] and in the examples/tests directories

EXAMPLES OF OPTIMIZATION:

Batch Mode: There are examples in batch mode in $NOMAD_HOME/examples/basic/batch/. In each