CoGNN: Efficient Scheduling for Concurrent GNN Training on GPUs

Author:

Sun Qingxiao1,Liu Yi1,Yang Hailong1,Zhang Ruizhe1,Dun Ming1,Li Mingzhen1,Liu Xiaoyan1,Xiao Wencong2,Li Yong2,Luan Zhongzhi1,Qian Depei1

Affiliation:

1. Beihang University,Beijing,China

2. Unaffiliated,Beijing,China

Publisher

IEEE

Reference65 articles.

1. {GRAPHENE}: Packing and {Dependency-Aware} scheduling for {Data-Parallel} clusters;grandl;12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 16),0

2. {AntMan}: Dynamic scaling on {GPU} clusters for deep learning;xiao;14th USENIX Symposium on Operating Systems Design and Implementation (OSDI 20),0

3. Estimating GPU memory consumption of deep learning models

4. Gandiva: Introspective cluster scheduling for deep learning;xiao;13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18),0

5. Inductive representation learning on large graphs;hamilton;Advances in neural information processing systems,2017

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2. MixRec: Orchestrating Concurrent Recommendation Model Training on CPU-GPU platform;2023 IEEE 41st International Conference on Computer Design (ICCD);2023-11-06

3. GPU Occupancy Prediction of Deep Learning Models Using Graph Neural Network;2023 IEEE International Conference on Cluster Computing (CLUSTER);2023-10-31

4. Towards GPU Memory Efficiency for Distributed Training at Scale;Proceedings of the 2023 ACM Symposium on Cloud Computing;2023-10-30

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