dsf-mobility 4.0.0

DSF C++ core with Python bindings via pybind11

DynamicalSystemFramework

The aim of this project is to rework the original Traffic Flow Dynamics Model. This rework consists of a full code rewriting, in order to implement more features (like intersections) and get advantage from the latest C++ updates.

Table of Contents

• Installation
• Installation (from source)
• Testing
• Benchmarking
• Citing
• Bibliography

Installation

The library is available on PyPI:

pip install dsf-mobility

To check the installation you can simply run

import dsf

print(dsf.__version__)

Installation (from source)

Requirements

The project requires C++20 or greater, cmake, tbb simdjson, and spdlog (with fmt). To install requirements on Ubuntu:

sudo apt install libtbb-dev libspdlog-dev libsimdjson-dev cmake

To install requirements on macOS:

brew install tbb simdjson spdlog cmake

Utilities are written in python. To install their dependencies:

pip install -r ./requirements.txt

Installation (C++)

The library can be installed using CMake. To build and install the project in the default folder run:

cmake -B build -DCMAKE_BUILD_TYPE=Release && cmake --build build -j$(nproc)
sudo cmake --install build

Otherwise, it is possible to customize the installation path:

cmake -B build -DCMAKE_INSTALL_PREFIX=/path/to/install

then building and installing it (eventually in sudo mode) with:

cmake --build build
cmake --install build

Installation (Python)

If you want to use the library from Python, you can build the Python bindings using pybind11. Make sure you have Doxygen installed to generate the docstrings:

sudo apt install doxygen

Then, the installation is automatic via pip:

pip install .

After installation, you should be able to import the module in Python:

import dsf

print(dsf.__version__)

If you encounter issues, ensure that the installation path is in your PYTHONPATH environment variable.

Testing

This project uses Doctest for testing.

To compile tests run:

cd test
cmake -B build && make -C build -j$(nproc)

To run all the tests together use the command:

./dsf_tests.out

Benchmarking

Some functionalities of the library have been benchmarked in order to assess their efficiency.
The benchmarks are performed using a small toolkit developed by @sbaldu, in order to keep them simple and without needing to rely on large external libraries.
To compile the benchmarks use the commands:

cd benchmark
cmake -B build && make -C build

To run all the benchmarks together use the command:

for f in ./*.out ; do ./$f ; done

Citing

@misc{DSF,
  author = {Berselli, Gregorio and Balducci, Simone},
  title = {Framework for modelling dynamical complex systems.},
  year = {2023},
  url = {https://github.com/physycom/DynamicalSystemFramework},
  publisher = {GitHub},
  howpublished = {\url{https://github.com/physycom/DynamicalSystemFramework}}
}

Bibliography

• Mungai, Veronica (2024) Studio dell'ottimizzazione di una rete semaforica. University of Bologna, Bachelor's Degree in Physics [L-DM270]. Link to Thesis.
• Berselli, Gregorio (2024) Advanced queuing traffic model for accurate congestion forecasting and management. University of Bologna, Master's Degree in Physics [LM-DM270]. Link to Thesis.
• Berselli, Gregorio (2022) Modelli di traffico per la formazione della congestione su una rete stradale. University of Bologna, Bachelor's Degree in Physics [L-DM270]. Link to Thesis.