DILATON: Multi-dimensional Quantum Deficit Algorithm for Multi-tenant SSD Resource Allocation

In modern cloud infrastructures, multi-tenancy and virtualization are common, yet optimizing resource allocation while maintaining performance is challenging due to complex Solid State Device (SSD) physics. Over-provisioning resources often leads to revenue loss and higher infrastructure costs. To address this, we introduce DILATON, an adaptive closed-loop scheduler that balances bandwidth and QoS across tenants. By predicting die loading and using real-time adaptation, DILATON maximizes resource allocation, achieves performance gains, and reduces costs while meeting SLAs. This paper uses simulations to emphasize the necessity of a closed-loop QoS control.

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Published
2024-10-21
DOI
https://doi.org/10.1109/mascots64422.2024.10786529
Primary Topic
Advanced Data Storage Technologies
Type
article
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article

DILATON: Multi-dimensional Quantum Deficit Algorithm for Multi-tenant SSD Resource Allocation

Madhurima Ray, Shirish Bahirat, Hamed Seyedroudbari
Advanced Data Storage Technologies
article

DILATON: Multi-dimensional Quantum Deficit Algorithm for Multi-tenant SSD Resource Allocation

Madhurima Ray, Shirish Bahirat, Hamed Seyedroudbari
article en

Abstract

In modern cloud infrastructures, multi-tenancy and virtualization are common, yet optimizing resource allocation while maintaining performance is challenging due to complex Solid State Device (SSD) physics. Over-provisioning resources often leads to revenue loss and higher infrastructure costs. To address this, we introduce DILATON, an adaptive closed-loop scheduler that balances bandwidth and QoS across tenants. By predicting die loading and using real-time adaptation, DILATON maximizes resource allocation, achieves performance gains, and reduces costs while meeting SLAs. This paper uses simulations to emphasize the necessity of a closed-loop QoS control.

Georgia Institute of Technology (US), Pennsylvania State University (US), Intel (United States) (US)
Openalex Percentile: Top 74%
Advanced Data Storage Technologies
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