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laser-base

Welcome to LASER!

LASER (Light Agent Spatial modeling for ERadication) is a high-performance, agent-based simulation framework for modeling the spread of infectious diseases to better inform policy decisions. It supports spatial structure, age demographics, and modular disease logic using Python-based components. LASER can also be configured to run as a compartmental model. LASER is freely available for use under the MIT license and community contributions are welcome.

Design philosophy

The philosophy driving the development of LASER was to create a framework that was flexible, powerful, and fast, able to tackle a variety of complex modeling scenarios. But complexity often slows performance, and not every modeling question requires a full suite of model features.

To solve this, we designed LASER as a set of core components with fundamental features that could be added—or not—to build working models. You can optimize performance using only the components necessary for your modeling questions. This building-block framework enables parsimony in model design, but also facilitates the building of powerful models with bespoke, complex dynamics.

Get started

To get started, check out the laser-generic docs, which describe how to assemble modules to create anything from simple compartmental models to more complex agent-based models with spatial dynamics for simulating the transmission of non-vector disease transmission.

If you have access to GitHub Codespaces, feel free to open the laser-generic repository in a Codespace (we recommend a 4-core or 8-core codespace) and run the notebooks under docs/tutorials/notebooks for yourself.

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  1. laser-generic laser-generic Public

    Generic, SI/SIR/SEIR/etc., disease models based on LASER core.

    Python 3 10

  2. laser-core laser-core Public

    Light Agent Spatial modeling for ERadication

    Python 4 12

  3. laser-measles laser-measles Public

    Measles model implementations based on LASER toolkit.

    Python 4 8

  4. laser-init laser-init Public

    laser-init tool to bootstrap spatial modeling

    Python 4

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