Abstract
Geographically distributed cloud is a promising technique to achieve high performance for service providers. For inter-datacenter transfers, deadline guarantee and fairness are the two most important requirements. On the one hand, to ensure more transfers finish before their deadlines, preemptive scheduling policies are widely used, leading to the transfer starvation problem and is hence unfair. On the other hand, to ensure fairness, inter-datacenter bandwidth is fairly shared among transfers with per-flow bandwidth allocation, which leads to deadline missing problem. A mechanism that achieves these two seemingly conflicting objectives simultaneously is still missing. In this paper, we propose TINA to schedule network transfers fairly while providing deadline guarantees. TINA allows each transfer to compete freely with each other for bandwidth. More specifically, each transfer is assigned a probability to indicate whether to transmit or not. We formulate the competition among the transfers as an El Farol game while keeping the traffic load under a threshold to avoid congestion. We then prove that the Nash Equilibrium is the optimal strategy and propose a light-weight algorithm to derive it. Finally, both simulations and testbed experiments results show that TINA achieves superior performance than state-of-art methods in terms of fairness and deadline guarantee rate.
| Original language | English |
|---|---|
| Title of host publication | INFOCOM 2020 - IEEE Conference on Computer Communications |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 2017-2025 |
| Number of pages | 9 |
| ISBN (Electronic) | 9781728164120 |
| DOIs | |
| Publication status | Published - Jul 2020 |
| Externally published | Yes |
| Event | 38th IEEE Conference on Computer Communications, INFOCOM 2020 - Toronto, Canada Duration: 6 Jul 2020 → 9 Jul 2020 |
Publication series
| Name | Proceedings - IEEE INFOCOM |
|---|---|
| Volume | 2020-July |
| ISSN (Print) | 0743-166X |
Conference
| Conference | 38th IEEE Conference on Computer Communications, INFOCOM 2020 |
|---|---|
| Country/Territory | Canada |
| City | Toronto |
| Period | 6/07/20 → 9/07/20 |
Bibliographical note
Publisher Copyright:© 2020 IEEE.
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