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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Bibliographic Details
Main Authors: 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
Other Authors: Massachusetts Institute of Technology. Department of Physics
Format: Article
Language:English
Published: IOP Publishing 2021
Online Access:https://hdl.handle.net/1721.1/134045

Internet

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

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