Published December 14, 2002 | Version v1
Conference paper Open

PDFflow: hardware accelerating parton density access

Authors/Creators

  • 1. Università degli Studi e INFN Milano IT
  • 1. Università degli Studi e INFN Milano IT
  • 2. Università degli Studi e INFN Milano IT

Description

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 gluons 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 possibility 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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Additional details

Identifiers

CDS
2747192
CDS Report Number
TIF-UNIMI-2020-31
CDS Report Number
CERN-IT-2020-001

Related works

Is variant form of
Text: 10.5821/zenodo.4286175 (DOI)
Other: arXiv:2012.08221 (arXiv)
Other: 1836702 (Inspire)
References
Event: 2721698 (CDS)

CERN

Department
IT

Conference

Title
prague20200728

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