In this paper, we describe a computation reuse framework, coined CLOUDVIEWS, which we built to address the computation overlap problem in Microsoft's SCOPE job ...
In this paper, we describe a computation reuse framework, coined CLOUDVIEWS, which we built to address the computation overlap problem in Microsoft's SCOPE job ...
How does a job service look like at Microsoft? • Why is computation reuse challenging in a job service? • What is our solution, key insights, and takeaways?
[PDF] Production Experiences from Computation Reuse at Microsoft
edbt2021proceedings.github.io › d...
Our analysis over a large window of production workloads, consisting of 67 million jobs and 4.3 billion sub-computations. (referred to as query subexpressions), ...
Mar 23, 2021 · This is because computation reuse prepares data further into more shareable datasets that can improve the performance and efficiency of ...
Real-Time Analytics by Coordinating Reuse and Work Sharing
www.researchgate.net › publication › 37...
Sep 9, 2024 · Analytical tools often require real-time responses for highly concurrent parameterized workloads. A common solution is to answer queries ...
May 20, 2021 · Data platforms and analytics. Group. Gray Systems Lab. Project ... WiDS Career Panel: Gabriela de Queiroz, Juliet Hougland, & Samantha Sifleet.
Missing: Job | Show results with:Job
Analysis. Insights. Service. Query. Processing. • Massive cloud workloads. • Scalable workload analysis. • Feedback & coordination service. • Automatic.
Aug 28, 2024 · Learn how to create compute clusters in your Azure Machine Learning workspace. Use the compute cluster as a compute target for training or ...
Dec 1, 2022 · This article describes the internal checkpoint and replay concepts in Azure Stream Analytics, and the impact those have on job recovery.
Missing: Computation Reuse