Magnus: A Holistic Approach to Data Management for Large-Scale Machine Learning Workloads

Authors

• 1. Jun Song (ByteDance)
• 2. Jingyi Ding (Zhejiang University)
• 3. Irshad Kandy (ByteDance)
• 4. Yanghao Lin (ByteDance)
• 5. Zhongjia Wei (ByteDance)
• 6. Zilong Zhou (ByteDance)
• 7. Zhiwei Peng (ByteDance)
• 8. Jixi Shan (ByteDance)
• 9. Hongyue Mao (ByteDance)
• 10. Xiuqi Huang (Zhejiang University)
• 11. Xun Song (ByteDance)
• 12. Cheng Chen (ByteDance)
• 13. Yanjia Li (ByteDance)
• 14. Tianhao Yang (ByteDance)
• 15. Wei Jia (ByteDance)
• 16. Xiaohong Dong (ByteDance)
• 17. Kang Lei (ByteDance)
• 18. Rui Shi (ByteDance)
• 19. Pengwei Zhao (ByteDance)
• 20. Wei Chen (Zhejiang University)

@article{song_vldb25,
        title = {{Magnus: A Holistic Approach to Data Management for Large-Scale Machine Learning Workloads}},
        author = {Song, Jun and Ding, Jingyi and Kandy, Irshad and Lin, Yanghao and Wei, Zhongjia and Zhou, Zilong and Peng, Zhiwei and Shan, Jixi and Mao, Hongyue and Huang, Xiuqi and Song, Xun and Chen, Cheng and Li, Yanjia and Yang, Tianhao and Jia, Wei and Dong, Xiaohong and Lei, Kang and Shi, Rui and Zhao, Pengwei and Chen, Wei},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {12},
        pages = {4964--4977},
        doi = {10.14778/3750601.3750620},
        url = {https://doi.org/10.14778/3750601.3750620},
        year = {2025}
}

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