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Orchestration of dockerized data reduction pipelines from a RESTful web service

Brent Miszalski, Simon O'Toole, James Tocknell, Lloyd Harischandra, Elizabeth Mannering, Katrina Sealey

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contribution

Abstract

Data reduction pipelines are traditionally run on a researcher's personal computer on a small amount of data. The pipeline may have complex software dependencies that preclude the researcher from installing it on a faster server. Even if the pipeline runs on the server, its deployment in a multiprocessing environment may be problematic. Here we present a modern solution to allow for the on demand reduction of the ever-increasing volume of data stored in telescope archives. We have developed a Python web service that accepts 2dF-AAOmega observations and determines the steps needed to reduce the data. Each step runs 2dFdr commands from a Docker container on a fast server. We use docker-py to remotely execute these commands from within Celery tasks, allowing for a robust, configurable data reduction workflow to be assembled and executed asynchronously by Celery across several processors. Data Central plans to offer the service to users when requesting data from the newly revamped AAT archive, allowing effortless access to freshly reduced data. The service is extensible to other pipelines and would form a solid basis for developing IVOA SODA services, while slight modifications could unlock quick turnaround reductions of transient triggered observations....
Original languageEnglish
Title of host publicationAstronomical Data Analysis Software and Systems XXX
Subtitle of host publicationproceedings of a virtual conference held on 8–12 November 2020
EditorsJose Enrique Ruiz, Francesco Pierfedereci, Peter Teuben
Place of PublicationSan Francisco, California
PublisherAstronomical Society of the Pacific
Pages265-268
Number of pages4
ISBN (Electronic)9781583819524, 9781583819340
ISBN (Print)9781583819517, 9781583819333
Publication statusPublished - 2021

Publication series

NameAstronomical Society of the Pacific Conference Series
PublisherAstronomical Society of the Pacific
Volume532
ISSN (Print)1080-7926

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