Fast inference of Boosted Decision Trees in FPGAs for particle physics

We describe the implementation of Boosted Decision Trees in the hls4ml library, which allows the translation of a trained model into FPGA firmware through an automated conversion process. Thanks to its fully on-chip implementation, hls4ml performs inference of Boosted Decision Tree models with extre...

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Detalles Bibliográficos
Autores principales: Summers, Sioni, Guglielmo, Giuseppe Di, Duarte, Javier, Harris, Philip, Hoang, Duc, Jindariani, Sergo, Kreinar, Edward, Loncar, Vladimir, Ngadiuba, Jennifer, Pierini, Maurizio, Rankin, Dylan, Tran, Nhan, Wu, Zhenbin
Lenguaje:eng
Publicado: 2020
Materias:
hep-ex
Particle Physics - Experiment
cs.LG
Computing and Computers
astro-ph.IM
Astrophysics and Astronomy
physics.comp-ph
Other Fields of Physics
Acceso en línea:https://dx.doi.org/10.1088/1748-0221/15/05/P05026
http://cds.cern.ch/record/2713934

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