Google Research

Diagnosing Data Pipeline Failures Using Action Languages: A Progress Report

Practical Aspects of Declarative Languages - 22nd International Symposium, PADL 2020, New Orleans, LA, USA, January 20-21, 2020, Proceedings, Springer International Publishing (to appear)

Abstract

In this paper we describe out work on automating diagnosing failures of data processing pipelines at Google Inc. using action language Hybrid ALE. We describe Diagnostic Modeling Library - a component providing a novel abstraction layer on top of Hybrid ALE, describe the requirements and give an overview of our system.

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