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Update contributors.yml with Galin Bistrev personal info #283
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Update contributors.yml with personal info
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email: [email protected] | ||
education: PhD Computer Science, University of Plovdiv “Paisii Hilendarski”, Plovdiv, Bulgaria (2013) | ||
active: 1 | ||
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- name: Galin Bistrev | ||
info: "CERN Summer student 2025" | ||
email: [email protected] | ||
photo: Bistrev.png | ||
education: "Nuclear and particle physics , Sofia University "St. Kliment Ohridski , Bulgaria" | ||
current: 1 | ||
past_info: | ||
title: "Implementing AD in CMS Combine" | ||
description: This project aims to introduce automatic differentiation techniques into the CMS Combine tool. Combine is the primary statistical analysis tool used in CMS and is based on the RooFit software. | ||
Recently RooFit has started using automatic differentiation (AD) technology to aid minimization algorithms. | ||
Computationally cheap gradients produced by AD can improve performance of the larger workflows in Combine by more than 5x as demonstrated at ICHEP. | ||
The way how RooFit implements AD also benefits the shareability of likelihoods. | ||
To get the likelihood gradient, RooFit transforms the likelihood from its internal representation to simple standalone C++ code, which is then used to generate the gradient code. | ||
This can help collaborators without RooFit and Combine expertise to work with likelihoods from Combine at a lower level. | ||
Adopting AD in Combine requires further collaboration between the parties. | ||
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This project aims to bring this AD support into Combine. Aspects include reducing some of the code in Combine in favor of more standard RooFit primitives; | ||
Implementing AD support for Combine-specific RooFit primitives; and writing benchmarks to showcase the benefits of RooFit AD in Combine. | ||
The student selected for this project will work with several high-energy physics codes as well as the LLVM compiler ecosystem. | ||
mentors: Vasil Vassilev,David Lange,Jonas Rembser | ||
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- name: Aaron Jomy | ||
photo: Aaron.jpg | ||
info: "Research Intern at CERN" | ||
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@@ -1201,3 +1223,4 @@ | |
report: | | ||
[Poster](/assets/presentations/LLVM2020_Clad.pdf){:target="_blank"} | ||
mentors: Vassil Vassilev, Alexander Penev | ||
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Please look how other projects are done. We also break at 80 cols.