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cs.DC2026
CIR: Lightweight Container Image for Cross-Platform Deployment
Fengzhi Li, Xiaohui Peng, Qingru Xu +6
In modern cloud and heterogeneous distributed infrastructures, container images are widely used as the deployment unit for machine learning applications. An image bundles the appli…
cs.DC2024
Towards Universal Performance Modeling for Machine Learning Training on Multi-GPU Platforms
Zhongyi Lin, Ning Sun, Pallab Bhattacharya +3
Characterizing and predicting the training performance of modern machine learning (ML) workloads on compute systems with compute and communication spread between CPUs, GPUs, and ne…