An extensible MCMC framework for 21cmFAST
Project description
An extensible MCMC framework for 21cmFAST.
This code uses semantic versioning, though this will strictly begin when v1.0.0 is officially shipped.
Free software: MIT license
Features
Seamless integration with emcee-based MCMC.
MCMC is easily extensible via the addition of different likelihoods using the same underlying data.
Documentation
Acknowledging
If you find 21CMMC useful in your research please cite at least one of the following (whichever is most suitable to you):
Bradley Greig and Andrei Mesinger, “21CMMC: an MCMC analysis tool enabling astrophysical parameter studies of the cosmic 21 cm signal”, Monthly Notices of the Royal Astronomical Society, Volume 449, Issue 4, p.4246-4263 (2015), https://doi.org/10.1093/mnras/stv571
Bradley Greig and Andrei Mesinger, “Simultaneously constraining the astrophysics of reionization and the epoch of heating with 21CMMC”, Monthly Notices of the Royal Astronomical Society, Volume 472, Issue 3, p.2651-2669 (2017), https://doi.org/10.1093/mnras/stx2118
Bradley Greig and Andrei Mesinger, “21CMMC with a 3D light-cone: the impact of the co-evolution approximation on the astrophysics of reionization and cosmic dawn”, Monthly Notices of the Royal Astronomical Society, Volume 477, Issue 3, p.3217-3229 (2018), https://doi.org/10.1093/mnras/sty796
Jaehong Park et al., “Inferring the astrophysics of reionization and cosmic dawn from galaxy luminosity functions and the 21-cm signal”, Monthly Notices of the Royal Astronomical Society, Volume 484, Issue 1, p.933-949 (2018), https://doi.org/10.1093/mnras/stz032
Changelog
v1.0.0dev
More fleshed-out interface to cosmoHammer, with base classes abstracting some common patterns.
New likelihoods and cores that are able to work on any data from the 21cmFAST pipeline.
Better logging
Better exception handling
pip-installable
Documentation
Pipenv support
Full code formatting applied
Project details
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