Issue |
A&A
Volume 675, July 2023
BeyondPlanck: end-to-end Bayesian analysis of Planck LFI
|
|
---|---|---|
Article Number | A3 | |
Number of page(s) | 17 | |
Section | Numerical methods and codes | |
DOI | https://doi.org/10.1051/0004-6361/202243137 | |
Published online | 28 June 2023 |
BEYONDPLANCK
III. Commander3
1
Institute of Theoretical Astrophysics, University of Oslo, Blindern, Oslo, Norway
e-mail: mathew.galloway@astro.uio.no
2
Dipartimento di Fisica, Università degli Studi di Milano, Via Celoria, 16, Milano, Italy
3
INAF-IASF Milano, Via E. Bassini 15, Milano, Italy
4
INFN, Sezione di Milano, Via Celoria 16, Milano, Italy
5
INAF – Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, Trieste, Italy
6
Planetek Hellas, Leoforos Kifisias 44, Marousi, 151 25
Greece
7
Department of Astrophysical Sciences, Princeton University, Princeton, NJ, 08544
USA
8
Jet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, USA
9
Department of Physics, University of Helsinki, Gustaf Hällströmin katu 2, Helsinki, Finland
10
Helsinki Institute of Physics, University of Helsinki, Gustaf Hällströmin katu 2, Helsinki, Finland
11
Computational Cosmology Center, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
12
Haverford College Astronomy Department, 370 Lancaster Avenue, Haverford, PA, USA
13
Max-Planck-Institut für Astrophysik, Karl-Schwarzschild-Str. 1, 85741 Garching, Germany
14
Dipartimento di Fisica, Università degli Studi di Trieste, Via A. Valerio 2, Trieste, Italy
Received:
17
January
2022
Accepted:
25
February
2022
We describe the computational infrastructure for end-to-end Bayesian cosmic microwave background (CMB) analysis implemented by the BeyondPlanck Collaboration. The code is called Commander3. It provides a statistically consistent framework for global analysis of CMB and microwave observations and may be useful for a wide range of legacy, current, and future experiments. The paper has three main goals. Firstly, we provide a high-level overview of the existing code base, aiming to guide readers who wish to extend and adapt the code according to their own needs or re-implement it from scratch in a different programming language. Secondly, we discuss some critical computational challenges that arise within any global CMB analysis framework, for instance in-memory compression of time-ordered data, fast Fourier transform optimization, and parallelization and load-balancing. Thirdly, we quantify the CPU and RAM requirements for the current BEYONDPLANCK analysis, finding that a total of 1.5 TB of RAM is required for efficient analysis and that the total cost of a full Gibbs sample for LFI is 170 CPU-hrs, including both low-level processing and high-level component separation, which is well within the capabilities of current low-cost computing facilities. The existing code base is made publicly available under a GNU General Public Library (GPL) license.
Key words: methods: data analysis / cosmic background radiation / methods: numerical
© The Authors 2023
Open Access article, published by EDP Sciences, under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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