C++ library of Revenue Management and Optimisation Library

Summary

RMOL is a C++ library of Revenue Management and Optimisation classes and functions. Typically, that library may be used by service providers (e.g., airlines offering flight seats, hotels offering rooms, rental car companies offering rental days, broadcasting company offering advertisement slots, theaters offering seats, etc) to help in optimising their revenues from seat capacities. Most of the algorithms implemented are public and documented in the following book: The Theory and practice of Revenue Management, by Kalyan T. Talluri and Garrett J. van Ryzin, Kluwer Academic Publishers, 2004, ISBN 1-4020-7701-7

RMOL makes an extensive use of existing open-source libraries for increased functionality, speed and accuracy. In particular the Boost (C++ Standard Extensions: http://www.boost.org) library is used.

RMOL is the one of the components of the Travel Market Simulator (https://travel-sim.org). However, it may be used in a stand-alone mode.

Installation

On Fedora/CentOS/RedHat distribution

Just use DNF: bash $ dnf -y install rmol-devel rmol-doc

You can also get the RPM packages (which may work on Linux distributions like Suse and Mandriva) from the Fedora repository (e.g., for Fedora Rawhide, https://fr2.rpmfind.net/linux/RPM/fedora/devel/rawhide/x86_64/)

Building the library and test binary from Git repository

The Git repository may be cloned as following: bash $ git clone git@github.com:airsim/rmol.git rmolgit # through SSH $ git clone https://github.com/airsim/rmol.git # if the firewall filters SSH $ cd rmolgit

Then, you need the following packages (Fedora/RedHat/CentOS names here, but names may vary according to distributions): * cmake * gcc-c++ * boost-devel / libboost-dev * python-devel / python-dev * gettext-devel / gettext * sqlite3-devel / libsqlite3-dev * readline-devel / libreadline-dev * libncurses5-devel * soci-mysql-devel, soci-sqlite3-devel * stdair-devel / libstdair-dev * airrac-devel / libairrac-dev * doxygen, ghostscript, graphviz * tetex-latex (optional) * rpm-build (optional)

Building the library and test binary from the tarball

The latest stable source tarball (rmol*.tar.gz or .bz2) can be found on GitHub: http://github.com/airsim/rmol/releases

As RMOL depends on other Travel Market Simulator (TvlSim/AirSim) modules, more specifically StdAir and AirRAC, it may be convenient to use the MetaSim project, which pulls at once all the components of TvlSim in the same place, and then orchestrates the dependencies for the builds, installations and use of components.

If MetaSim is not used, in order to customise the following to your environment, you can alter the path to the installation directory: bash export INSTALL_BASEDIR="${HOME}/dev/deliveries" export RMOL_VER="1.00.14"

Then, as usual: * To configure the project * When dependencies are installed in standard directories (e.g., /usr): bash mkdir build && cd build cmake -DCMAKE_INSTALL_PREFIX=${INSTALL_BASEDIR}/rmol-$RMOL_VER \ -DCMAKE_BUILD_TYPE:STRING=Debug -DENABLE_TEST:BOOL=ON -DINSTALL_DOC:BOOL=ON \ -DRUN_GCOV:BOOL=OFF .. * When dependencies are installed in non-standard directories (e.g., in the same base directory as of RMOL, that is, ${INSTALL_BASEDIR}): bash mkdir build && cd build cmake -DCMAKE_INSTALL_PREFIX=${INSTALL_BASEDIR}/rmol-$RMOL_VER \ -DWITH_STDAIR_PREFIX=${INSTALL_BASEDIR}/stdair-stable \ -DWITH_AIRRAC_PREFIX=${INSTALL_BASEDIR}/airrac-stable \ -DCMAKE_BUILD_TYPE:STRING=Debug -DENABLE_TEST:BOOL=ON -DINSTALL_DOC:BOOL=ON \ -DRUN_GCOV:BOOL=OFF .. * To build the project, type: bash make * To test the project, type: bash make check * To install the library (librmol*.so*) and the binary (rmol), bash make install cd ${INSTALL_BASEDIR} rm -f rmol-stable && ln -s rmol-${RMOL_VER} rmol-stable cd - * To package the source files, type: bash make dist * To package the binary and the (HTML and PDF) documentation: bash make package * To browse the (just installed, if enabled) HTML documentation: bash open file://${INSTALL_BASEDIR}/rmol-${RMOL_VER}/share/doc/rmol/html/index.html * To browse the (just installed, if enabled) PDF documentation: bash open ${INSTALL_BASEDIR}/rmol-${RMOL_VER}/share/doc/rmol/html/refman.pdf * To run the local binary version: ./rmol/rmol -b * To run the installed version: bash ${INSTALL_BASEDIR}/rmol-$RMOL_VER/bin/rmol -b

Python extension

The way to interact with a C++-based Python extension is extensively described in the OpenTREP project. Only a quick start is given here.

Python dependencies

• Install Python dependencies: bash $ python3 -m pip install -U pip $ python3 -m pip install -U wheel $ python3 -m pip install -U build setuptools scikit-build tox pytest sphinx twine

Build the Python extension

• Build the Python extension with SciKit-Build: bash $ rm -rf _skbuild/ dist/ MANIFEST_ $ python3 setup.py --build-type=Debug build sdist bdist_wheel

• The Python artifacts should be similar to: bash $ ls -lFh dist/ total 5872 -rw-r--r-- 1 user staff 2.0M Jun 1 15:49 rmol-1.0.5.post1-cp38-cp38-macosx_10_15_x86_64.whl -rw-r--r-- 1 user staff 834K Jun 1 15:49 rmol-1.0.5.post1.tar.gz

• Updload the RMOL Python extension onto PyPi: bash $ twine upload -u __token__ --repository-url https://upload.pypi.org/legacy/ dist/*

• The RMOL Python artifacts may then be browsed on PyyPI: https://pypi.org/project/rmol/

Use the Python extension

• Launch the Python interpreter: bash $ export PYTHONPATH=${PWD}/_skbuild/macosx-10.15-x86_64-3.8/cmake-install/lib:${PWD}/_skbuild/macosx-10.15-x86_64-3.8/cmake-install/lib/python3.8/site-packages/pyrmol $ DYLD_INSERT_LIBRARIES=/Library/Developer/CommandLineTools/usr/lib/clang/11.0.0/lib/darwin/libclang_rt.asan_osx_dynamic.dylib ASAN_OPTIONS=detect_container_overflow=0 /usr/local/Cellar/python@3.8/3.8.3/Frameworks/Python.framework/Versions/3.8/Resources/Python.app/Contents/MacOS/Python

• Within the Python interpreter, import, initialize and use the RMOL Python extension: ```python Python 3.8.3 (default, May 27 2020, 20:54:22) [Clang 11.0.3 (clang-1103.0.32.59)] on darwin Type "help", "copyright", "credits" or "license" for more information.

  import pyrmol rmolLibrary = pyrmol.RMOLer() rmolLibrary.init('rmol.log', 40, 1, '') True rmolLibrary.rmol(100, 10, 40.0) 'RMOL has completed the generation of the booking requests. See the log file for more details.\n' quit() ```

• Back to the Shell session, look for the results in the RMOL log file: bash $ cat rmol.log Python wrapper initialisation [D]${STDAIR_PREFIX}/stdair/command/CmdBomManager.cpp:52: StdAir is building the BOM tree from built-in specifications. Python wrapper initialised Optimisation for 100 draws, capacity of 40, and with the following method: 10 [D]${RMOL_PREFIX}/rmol/service/RMOL_Service.cpp:491: Optimisation by Monte-Carlo performed in 0.000321 [D]${RMOL_PREFIX}/rmol/service/RMOL_Service.cpp:492: Result: Yield: 100.00, Protection: 70.48, Booking limit: 100.00 Yield: 70.00, Protection: 156.19, Booking limit: 29.52 Yield: 42.00, Protection: -0.00, Booking limit: -56.19 [D]${RMOL_PREFIX}/rmol/service/RMOL_Service.cpp:505: Bid-Price Vector (BPV): 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 100.00, 99.00, 99.00, 99.00, 99.00, 99.00, 98.00, 98.00, 97.00, 96.00, 96.00, 96.00, 96.00, 96.00, 95.00, 94.00, 94.00, 90.00, 90.00, 89.00, 88.00, 86.00, 84.00, 82.00, 80.00, 80.00, 79.00, 77.00, 76.00, 75.00, 72.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00, 70.00 End of the optimisation. RMOL output:

• Of course, a few more features could be added to the Python extension API, in order not to have to leave the Python interpreter to interact with the results of invoking the optimizer. Do not hesitate to contribute through Pull Requests, which are always welcome!