Poster: Flexible Scheduling of Network and Computing Resources for Distributed AI Tasks
Fuente:
arXiv
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| Autores principales: | , , , , , , , |
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| Formato: | Preprint |
| Publicado: |
2024
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| Materias: | |
| Acceso en línea: | |
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| _version_ | 1866917713773854720 |
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| author | Wang, Ruikun Zhang, Jiawei Zhang, Qiaolun Zhang, Bojun Gu, Zhiqun Attarpour, Aryanaz Ji, Yuefeng Tornatore, Massimo |
| author_facet | Wang, Ruikun Zhang, Jiawei Zhang, Qiaolun Zhang, Bojun Gu, Zhiqun Attarpour, Aryanaz Ji, Yuefeng Tornatore, Massimo |
| contents | Many emerging Artificial Intelligence (AI) applications require on-demand provisioning of large-scale computing, which can only be enabled by leveraging distributed computing services interconnected through networking. To address such increasing demand for networking to serve AI tasks, we investigate new scheduling strategies to improve communication efficiency and test them on a programmable testbed. We also show relevant challenges and research directions. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2407_04845 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Poster: Flexible Scheduling of Network and Computing Resources for Distributed AI Tasks Wang, Ruikun Zhang, Jiawei Zhang, Qiaolun Zhang, Bojun Gu, Zhiqun Attarpour, Aryanaz Ji, Yuefeng Tornatore, Massimo Networking and Internet Architecture Many emerging Artificial Intelligence (AI) applications require on-demand provisioning of large-scale computing, which can only be enabled by leveraging distributed computing services interconnected through networking. To address such increasing demand for networking to serve AI tasks, we investigate new scheduling strategies to improve communication efficiency and test them on a programmable testbed. We also show relevant challenges and research directions. |
| title | Poster: Flexible Scheduling of Network and Computing Resources for Distributed AI Tasks |
| topic | Networking and Internet Architecture |
| url | https://arxiv.org/abs/2407.04845 |