Search Results for author: Andrew Grimshaw

Found 2 papers, 0 papers with code

Launchpad: Learning to Schedule Using Offline and Online RL Methods

no code implementations1 Dec 2022 Vanamala Venkataswamy, Jake Grigsby, Andrew Grimshaw, Yanjun Qi

We utilize Offline RL as a launchpad to learn effective scheduling policies from prior experience collected using Oracle or heuristic policies.

Offline RL reinforcement-learning +2

RARE: Renewable Energy Aware Resource Management in Datacenters

no code implementations10 Nov 2022 Vanamala Venkataswamy, Jake Grigsby, Andrew Grimshaw, Yanjun Qi

Finally, we demonstrate that the DRL scheduler can learn from and improve upon existing heuristic policies using Offline Learning.

Management Scheduling

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