Parallel queueing models for SimPy
Project description
ParallelQueue
This repository hosts the "ParallelQueue" project which is currently in its early stages of development. This package aims to allow for easier implementation of novel parallel processing approaches in Python DES packages (especially SimPy).
Installation
From PyPi:
pip install parallelqueue
From this repository:
git clone https://github.com/aarjaneiro/ParallelQueue
cd ParallelQueue
python setup.py install
Current Goals
- Introduce more common models into
base_models
. - Optimize SimPy boilerplate common to all models by incorporating Cython.
- Incorporate https://github.com/tqdm/tqdm for better progress visualization and simulation parallelization.
Interested in Contributing?
Do feel free to write an issue or submit a PR! If you are interested co-maintaining this package with me, please email me at ajstone@uwaterloo.ca (merely include a brief description of your familiarity with Python and Queueing Theory).
References
Heavy Traffic Analysis of the Mean Response Time for
Load Balancing Policies in the Mean Field Regime
Tim Hellemans, Benny Van Houdt (2020)
https://arxiv.org/abs/2004.00876
Redundancy-d:The Power of d Choices for Redundancy
Kristen Gardner, Mor Harchol-Balter, Alan Scheller-Wolf,
Mark Velednitsky, Samuel Zbarsky (2020)
https://doi.org/10.1287/opre.2016.1582
Release Notes
0.0.6 will likely be the only release for the next few weeks. Next release is likely to include some of the above goals and monitoring tools.
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