Lehman H. Garrison, Dan Foreman-Mackey, Yu-hsuan Shih, Alex Barnett
{"title":"nifty-ls: Fast and Accurate Lomb-Scargle Periodograms Using a Non-Uniform FFT","authors":"Lehman H. Garrison, Dan Foreman-Mackey, Yu-hsuan Shih, Alex Barnett","doi":"arxiv-2409.08090","DOIUrl":null,"url":null,"abstract":"We present nifty-ls, a software package for fast and accurate evaluation of\nthe Lomb-Scargle periodogram. nifty-ls leverages the fact that Lomb-Scargle can\nbe computed using a non-uniform FFT (NUFFT), which we evaluate with the\nFlatiron Institute NUFFT package (finufft). This approach achieves a many-fold\nspeedup over the Press & Rybicki (1989) method as implemented in Astropy and is\nsimultaneously many orders of magnitude more accurate. nifty-ls also supports\nfast evaluation on GPUs via CUDA and integrates with the Astropy Lomb-Scargle\ninterface. nifty-ls is publicly available as open-source software.","PeriodicalId":501163,"journal":{"name":"arXiv - PHYS - Instrumentation and Methods for Astrophysics","volume":"15 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Instrumentation and Methods for Astrophysics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.08090","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
We present nifty-ls, a software package for fast and accurate evaluation of
the Lomb-Scargle periodogram. nifty-ls leverages the fact that Lomb-Scargle can
be computed using a non-uniform FFT (NUFFT), which we evaluate with the
Flatiron Institute NUFFT package (finufft). This approach achieves a many-fold
speedup over the Press & Rybicki (1989) method as implemented in Astropy and is
simultaneously many orders of magnitude more accurate. nifty-ls also supports
fast evaluation on GPUs via CUDA and integrates with the Astropy Lomb-Scargle
interface. nifty-ls is publicly available as open-source software.