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cs.DC2025
AARC: Automated Affinity-aware Resource Configuration for Serverless Workflows
Lingxiao Jin, Zinuo Cai, Zebin Chen +2
Serverless computing is increasingly adopted for its ability to manage complex, event-driven workloads without the need for infrastructure provisioning. However, traditional resour…
cs.DC2024
Hermes: Memory-Efficient Pipeline Inference for Large Models on Edge Devices
Xueyuan Han, Zinuo Cai, Yichu Zhang +4
The application of Transformer-based large models has achieved numerous success in recent years. However, the exponential growth in the parameters of large models introduces formid…
cs.DC2023
Chrion: Optimizing Recurrent Neural Network Inference by Collaboratively Utilizing CPUs and GPUs
Zinuo Cai, Hao Wang, Tao Song +3
Deploying deep learning models in cloud clusters provides efficient and prompt inference services to accommodate the widespread application of deep learning. These clusters are usu…