Fast inference of Boosted Decision Trees in FPGAs for particle physics

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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Bibliografski detalji
Glavni autori: Summers, S, Guglielmo, G Di, Duarte, J, Harris, P, Hoang, D, Jindariani, S, Kreinar, E, Loncar, V, Ngadiuba, J, Pierini, M, Rankin, D, Tran, N, Wu, Z
Daljnji autori: Massachusetts Institute of Technology. Department of Physics
Format: Članak
Jezik:English
Izdano: IOP Publishing 2021
Online pristup:https://hdl.handle.net/1721.1/134045

Internet

https://hdl.handle.net/1721.1/134045

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