4.4 Article

The Zwicky Transient Facility Alert Distribution System

出版社

IOP PUBLISHING LTD
DOI: 10.1088/1538-3873/aae904

关键词

astronomical databases: miscellaneous; instrumentation: miscellaneous; surveys

资金

  1. U.S. National Science Foundation [AST-1440341]
  2. Large Synoptic Survey Telescope program - National Science Foundation [1258333]
  3. Department of Energy [DE-AC02-76SF00515]
  4. SLAC National Accelerator Laboratory
  5. University of Washington College of Arts and Sciences, Department of Astronomy
  6. DIRAC Institute
  7. Lisa Simonyi Fund for Arts and Sciences
  8. NSF AAG grant [1812779]
  9. Heising-Simons Foundation [2018-0908]
  10. Washington Research Foundation Data Science Term Chair fund
  11. UW Provost's Initiative in Data-Intensive Discovery

向作者/读者索取更多资源

The Zwicky Transient Facility (ZTF) survey generates real-time alerts for optical transients, variables, and moving objects discovered in its wide-field survey. We describe the ZTF alert stream distribution and processing (filtering) system. The system uses existing open-source technologies developed in industry: Kafka, a real-time streaming platform, and Avro, a binary serialization format. The technologies used in this system provide a number of advantages for the ZTF use case, including (1) built-in replication, scalability, and stream rewind for the distribution mechanism; (2) structured messages with strictly enforced schemas and dynamic typing for fast parsing; and (3) a Python-based stream processing interface that is similar to batch for a familiar and user-friendly plug-in filter system, all in a modular, primarily containerized system. The production deployment has successfully supported streaming up to 1.2 million alerts or roughly 70 GB of data per night, with each alert available to a consumer within about 10 s of alert candidate production. Data transfer rates of about 80,000 alerts/minute have been observed. In this paper, we discuss this alert distribution and processing system, the design motivations for the technology choices for the framework, performance in production, and how this system may be generally suitable for other alert stream use cases, including the upcoming Large Synoptic Survey Telescope.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.4
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据