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PDFFlow: parton distribution functions on GPU

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arxiv 2009.06635 v1 pith:OKG4BNIS submitted 2020-09-14 hep-ph cs.LGphysics.comp-ph

classification hep-phcs.LGphysics.comp-ph
keywords pdfflowpdfsalgorithmsdistributionevaluationfunctionsinterpolationlibrary
verification ladder T0 review T1 audit T2 compute T3 formal
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We present PDFFlow, a new software for fast evaluation of parton distribution functions (PDFs) designed for platforms with hardware accelerators. PDFs are essential for the calculation of particle physics observables through Monte Carlo simulation techniques. The evaluation of a generic set of PDFs for quarks and gluon at a given momentum fraction and energy scale requires the implementation of interpolation algorithms as introduced for the first time by the LHAPDF project. PDFFlow extends and implements these interpolation algorithms using Google's TensorFlow library providing the capabilities to perform PDF evaluations taking fully advantage of multi-threading CPU and GPU setups. We benchmark the performance of this library on multiple scenarios relevant for the particle physics community.

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