TauREx 3.1 - Extending atmospheric retrieval with plugins.

Author:

Al-Refaie Ahmed,Changeat Quentin,Venot OliviaORCID,Waldmann Ingo,Tinetti GiovannaORCID

Abstract

<p><strong>Abstract</strong></p> <p>TauREx 3.1 is the next version of the open-source python retrieval framework TauREx 3[1], which is backward-compatible with the previous version but offers a swathe of improvements and optimizations to the overall architecture. This version upgrade includes support for k-tables, non-uniform priors, and H- opacities. The most major inclusion in this version of TauREx is the plugin system, which allows any developer to imbue TauREx 3 with new features without touching the main codebase. Plugins are installable additions that TauREx 3 will detect and automatically include in its Bayesian retrieval pipeline. They can be installed from PyPI through pip install or directly from a git repository. They can consist of collections of new chemistries, temperature profiles, contribution functions, stellar and planetary models, non-uniform prior functions, opacity formats, and forward models, to name a few. Anyone can host and develop them, and they are designed so that all are interoperable with each other. Presented are the CUDA and OpenCL plugins, which provide GPU accelerated forward models. Fastchem[2], GGchem[3], and disequilibrium[4] chemical plugins and petitRADTRANS[5] and phase curve forward model plugins. Presented are Forward models and retrievals that exploit the plugins</p> <p> </p> <p><strong>Introduction</strong></p> <p>Exoplanetary atmospheres are multi-faceted physical phenomena that touch many scientific fields. Chemical modeling, cloud physics, fluid dynamics, orbital mechanics and molecular spectroscopy are some of the physical processes that need to be appropriately handled in a retrieval framework to characterize these complex environments correctly. With the upcoming JWST and Ariel telescope expected to bring a higher density of information, it is vital that the many codes and contributions of a wide variety of fields can be exploited for characterization.</p> <p> </p> <p><strong>Plugins</strong></p> <p>TauREx 3 allowed for the inclusion of custom codes in the pipeline. TauREx 3.1 provides a means for which a developer can develop and distribute their custom codes through plugins. Plugins exploit the python packaging system to allow developers to make their codes installable and easily used in retrievals without modification of the main TauREx 3 codebase.  The installation is an essential aspect as this allows many FORTRAN and C++ codes to be automatically compiled or binaries distributed. TauREx will then automatically detect these plugins and integrate them into its retrieval pipeline. Plugins can provide replacements for all components in the TauREx 3 framework. For example, if a user wishes to use the GGchem chemistry code in atmospheric retrievals, they can simply write pip install taurex_ggchem, which will automatically download a precompiled GGchem library and its data files and install it alongside a new TauREx chemistry component. A user can then immediately include GGchem for both forward models and retrievals in input files or python scripts. A single plugin can consist of any number of new replacement atmospheric components and can make use of FORTRAN, C++, and python codes/libraries.</p> <p> </p> <p><strong>TauREx-CUDA/OpenCL</strong></p> <p>TauREx-CUDA and TauREx-OpenCL are plugins that, when installed, provide replacement forward models that take advantage of heterogeneous computing. These replacement forward models allow the optical depth calculation to execute on hardware accelerators such as Nvidia, AMD, and Intel GPUs to be easily exploited for a 25--50x speed up in both forward models and retrievals. </p> <p> </p> <p><strong>TauREx-GGchem/Fastchem/ACE/Disequilibrium</strong></p> <p>The four plugins TauREx-ACE, TauREx-Fastchem, and TauREx-GGchem, are installable components that provide the ACE[6], Fastchem[2] and GGchem[3] equilibrium codes for use in both forward modeling and retrievals. These can be easily installed and used in Windows, Mac, and Linux through PyPi and provide their full capabilities for both forward modeling (Figure 1) and retrievals (Figure 2).  Also included is a new plugin for a photochemical kinetic solver[4] that provides disequilibrium chemistry with retrieval capabilities (Figure 3).</p> <p> </p> <p> </p> <p><img src="data:image/png;base64, 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" alt="" /></p> <p>Figure 1. Plots of simulated JWST transmission spectra from different chemistry schemes.</p> <p> </p> <p><img src="data:image/png;base64, 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" alt="" /></p> <p>Figure 2. Posteriors  of  ACE  (blue),  Fastchem  (red),  GGchem  (green)  and GGchem with condensation (orange)</p> <p> </p> <p><img src="data:image/png;base64, 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" alt="" /></p> <p>Figure 3. Active molecular profiles using a photochemical kinetic solver[4] with retrieval sampling uncertainties.</p> <p> </p> <p><strong>Forward Model plugins</strong></p> <p>Plugins can include entirely new forward models. The TauREx-petitRADTRANS plugin that utilizes petitRADTRANS[5] code to compute the transmission and emission spectra. It demonstrates the interoperable nature of plugins. Running petitRADTRANS under the TauREx 3.1 framework gives it the ability to use all available chemistries, including ACE, Fastchem, GGchem, and disequilibrium codes, as well as retrievals utilizing nested sampling with non-uniform priors. The TauREx-phase plugin implements a phase curve forward model for retrievals and can exploit all plugins, including the equilibrium chemistry and CUDA, for self-consistent accelerated optimizations.</p> <p> </p> <p><strong>Summary</strong></p> <p>The plugin system in TauREx 3.1 aims to simplify the inclusion of new atmospheric parameters and external codes. TauREx 3.1 is available at http://github.com/ucl-exoplanets/TauREx3_public or through PyPi. Each plugin is also available through both in the ucl-exoplanets GitHub page and PyPi.</p> <p> </p> <p><strong>References</strong></p> <p>[1] Ahmed F. Al-Refaie, Quentin Changeat, Ingo P. Waldmann, and Giovanna Tinetti. Taurex III: A fast, dynamic and extendable framework for retrievals, 2019.</p> <p>[2] Joachim W Stock, Daniel Kitzmann, A Beate C Patzer, and Erwin Sedlmayr. FastChem: A computer program for efficient complex chemical equilibrium calculations in the neutral/ionized gas phase with applications to stellar and planetary atmospheres .Monthly Notices of the Royal Astronomical Society,479(1):865–874, 06 2018.</p> <p>[3] Woitke, P., Helling, Ch., Hunter, G. H., Millard, J. D., Turner, G. E.,Worters, M., Blecic, J., and Stock, J. W. Equilibrium chemistry down to 100 k - impact of silicates and phyllosilicates on the carbon to oxygen ratio..A&A, 614:A1, 2018.</p> <p>[4] Venot, O., Hebrard, E., Agundez, M., Dobrijevic, M., Selsis, F., Hersant,F., Iro, N., and Bounaceur, R. A chemical model for the atmosphere of hot jupiters. A&A, 546:A43, 2012.</p> <p>[5] Molliere, P., Wardenier, J. P., van Boekel, R., Henning, Th., Molaverdikhani, K., and Snellen, I. A. G. petitRADTRANS - a python radiative transfer package for exoplanet characterization and retrieval.A&A, 627:A67, 2019.</p> <p>[6] M. Agundez, O. Venot, N. Iro, F. Selsis, F. Hersant, E. Hebrard, and M. Do-brijevic. The impact of atmospheric circulation on the chemistry of the hotJupiter HD 209458b.A&A, 548:A73, Dec 2012.</p>

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