In this paper, we propose Vulcan, a system that automati- cally generates query plans for live ML queries to optimize their accuracy, latency, and resource ...
Vulcan: Automatic Query Planning for Live ML Analytics - USENIX
www.usenix.org › nsdi24 › zhang-yiwen
In this paper, we propose Vulcan, a system that automatically generates query plans for live ML queries to optimize their accuracy, latency, and resource ...
[PDF] Vulcan: Automatic Query Planning for Live ML Analytics - USENIX
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In this paper, we propose Vulcan, a system that automati- cally generates query plans for live ML queries to optimize their accuracy, latency, and resource ...
Vulcan: Automatic system for optimizing live ML query plans. Determines best pipeline, placement, and configuration with low profiling cost and fast online ...
Nov 7, 2024 · Vulcan: Automatic Query Planning for Live ML Analytics. conference: NSDI (2024) paper page: https://usenix.org/conference/nsdi24 ...
Publications ; PhD Dissertation · Quality of Service for Performance-Critical Cloud Applications ; NSDI'24 · Vulcan: Automatic Query Planning for Live ML Analytics ...
Netlock: Fast, centralized lock management using programmable switches ... Vulcan: Automatic Query Planning for Live {ML} Analytics. Y Zhang, X Zhang, G ...
We also perform an in-depth root cause analysis. CloudEval-YAML: We build a practical, hand-curated benchmark for code generation in cloud-native applications.
[NSDI'24] Vulcan: Automatic Query Planning for Live ML Analytics. [NSDI'24] CASSINI: Network-Aware Job Scheduling in Machine Learning Clusters. [Survey ...
[NSDI'24] Vulcan: Automatic Query Planning for Live ML Analytics [paper][bib]. Yiwen Zhang, Xumiao Zhang, Ganesh Ananthanarayanan, Anand Iyer, Yuanchao Shu ...