SiloD: A Co-design of Caching and Scheduling for Deep Learning Clusters

Author:

Zhao Hanyu1ORCID,Han Zhenhua2ORCID,Yang Zhi1ORCID,Zhang Quanlu3ORCID,Li Mingxia4ORCID,Yang Fan3ORCID,Zhang Qianxi3ORCID,Li Binyang5ORCID,Yang Yuqing2ORCID,Qiu Lili2ORCID,Zhang Lintao6ORCID,Zhou Lidong3ORCID

Affiliation:

1. Peking University, Beijing, China

2. Microsoft Research, Shanghai, China

3. Microsoft Research, Beijing, China

4. University of Science and Technology of China, Hefei, China

5. Microsoft, Beijing, China

6. BaseBit Technologies, Beijing, China

Funder

National Key Research and Development Program of China

Publisher

ACM

Reference72 articles.

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2. Open images dataset. https://opensource.google/projects/open-images-dataset , 2020 . Open images dataset. https://opensource.google/projects/open-images-dataset, 2020.

3. Amazon s3. https://aws.amazon.com/s3/ , 2021 . Amazon s3. https://aws.amazon.com/s3/, 2021.

4. Amazon sagemaker. https://aws.amazon.com/sagemaker/ , 2021 . Amazon sagemaker. https://aws.amazon.com/sagemaker/, 2021.

5. Aws gpu instances. https://go.aws/3DkWUgY , 2021 . Aws gpu instances. https://go.aws/3DkWUgY, 2021.

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1. Deep Learning Workload Scheduling in GPU Datacenters: A Survey;ACM Computing Surveys;2024-01-22

2. Dynamic Resource Allocation for Deep Learning Clusters with Separated Compute and Storage;IEEE INFOCOM 2023 - IEEE Conference on Computer Communications;2023-05-17

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