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SP-GNN: Learning structure and position information from graphs., , , , , , и . Neural Networks, (апреля 2023)BGL: GPU-Efficient GNN Training by Optimizing Graph Data I/O and Preprocessing., , , , , , , , , и . NSDI, стр. 103-118. USENIX Association, (2023)DL2: A Deep Learning-Driven Scheduler for Deep Learning Clusters., , , , , и . IEEE Trans. Parallel Distributed Syst., 32 (8): 1947-1960 (2021)A generic communication scheduler for distributed DNN training acceleration., , , , , , , и . SOSP, стр. 16-29. ACM, (2019)Preemptive All-reduce Scheduling for Expediting Distributed DNN Training., , , и . INFOCOM, стр. 626-635. IEEE, (2020)SAPipe: Staleness-Aware Pipeline for Data Parallel DNN Training., , , , , , , и . NeurIPS, (2022)MegaScale: Scaling Large Language Model Training to More Than 10, 000 GPUs., , , , , , , , , и 22 other автор(ы). NSDI, стр. 745-760. USENIX Association, (2024)Optimus: an efficient dynamic resource scheduler for deep learning clusters., , , , и . EuroSys, стр. 3:1-3:14. ACM, (2018)Elastic parameter server load distribution in deep learning clusters., , , , , и . SoCC, стр. 507-521. ACM, (2020)