PrestoZL: A GPU-accelerated High-throughput Jerk Search Toolkit for Binary Pulsars
Abstract The Fourier domain jerk search algorithm, an integral component of the PRESTO software suite, has emerged as a key tool for detecting binary pulsars. However, it is a CPU-based jerk search and is a very computationally expensive process, particularly when exploring a broad range of search parameters. In order to address this challenge, we have developed PrestoZL, a GPU-accelerated, high-throughput jerk search toolkit. PrestoZL introduces an innovative GPU parallel design for the jerk search algorithm to mitigate performance degradation caused by memory-intensive operations. We have also developed a pipelined version of PrestoZL, which adds fine-grained orchestration to the CPU–GPU execution pipeline to alleviate the GPU stall problem during the search. The experiment conducted on a 30 minute observation using a machine equipped with an A100-40G GPU and 20 i7-12700K CPUs, shows that PrestoZL achieves an end-to-end speedup of 56.38× over a CPU-based jerk search in PRESTO with OpenMP. PrestoZL achieves search results that are fully identical to the CPU-based jerk search in PRESTO, including the number of detected pulsars, as well as the output search parameters and signal-to-noise ratio values.
Authors
- S. M. Ransom (ORCID: https://orcid.org/0000-0001-5799-9714)
- Yi Feng (ORCID: https://orcid.org/0000-0002-0475-7479)
- X Tang (ORCID: https://orcid.org/0000-0002-4955-0279)
- Donghui Quan (ORCID: https://orcid.org/0000-0003-4811-2581)
- Qi Wang (ORCID: https://orcid.org/0000-0002-2994-2697)
- Huaxi Chen (ORCID: https://orcid.org/0009-0000-6108-2730)
- Katherine Mao
- Qiuhong Pan
- Lei Chen (ORCID: https://orcid.org/0009-0007-7679-7545)
- Di Li (ORCID: https://orcid.org/0000-0003-3010-7661)
- Pei Wang (ORCID: https://orcid.org/0000-0002-3386-7159)
- Zujie Ren (ORCID: https://orcid.org/0000-0002-9985-9805)
- Zhaorong Tang
Publication Details
- Journal
- The Astrophysical Journal Supplement Series
- Published
- 2025-09-01
- DOI
- https://doi.org/10.3847/1538-4365/adf4e5
- Citations
- 1
- Primary Topic
- Pulsars and Gravitational Waves Research
- Type
- article
- Field-Weighted Citation Impact
- 1.15