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Exploring modern FPGA platforms for faster phylogeny reconstruction with RAxML

Malakonakis Pavlos, Brokalakis Andreas, Alachiotis Nikolaos, Sotiriadis Evripidis, Dollas Apostolos

Πλήρης Εγγραφή


URI: http://purl.tuc.gr/dl/dias/0FD55AC1-C9E0-4548-AC2A-7DBE50C763CC
Έτος 2020
Τύπος Δημοσίευση σε Συνέδριο
Άδεια Χρήσης
Λεπτομέρειες
Βιβλιογραφική Αναφορά P. Malakonakis, A. Brokalakis, N. Alachiotis, E. Sotiriades and A. Dollas, "Exploring modern FPGA platforms for faster phylogeny reconstruction with RAxML," in BIBE 2020, pp. 97-104, doi: 10.1109/BIBE50027.2020.00024 https://doi.org/10.1109/BIBE50027.2020.00024
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Περίληψη

The Phylogenetic Likelihood Function (PLF) is one of the cornerstone functions in most phylogenetic inference tools; its execution represents the majority of time required to complete an analysis. This work proposes the acceleration of this function using reconfigurable hardware accelerators, focusing on system-on-chips that integrate Field Programmable Gate Array (FPGA) resources as well as traditional High Performance Computing (HPC) systems that use FPGA-based accelerator cards. Taking into account the specific properties of each platform in order to exploit their processing capabilities, the proposed solutions provide significant performance gains. The measured acceleration of PLF function is up to 8x while the overall time to complete a phylogenetic analysis using the popular RAxML software can be reduced up to 3.2 times (with respect to a pure software implementation on a high-end server processor). Compared to other similar solutions proposed in literature, our systems perform up to 65% faster.

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