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cs.DC2025
ESS: An Offload-Centric Latent-Cache Management Architecture for DeepSeek-V3.2-Exp
Xinhang Chen, Chao Zhang, Jiahuan He +9
DeepSeek-V3.2-Exp introduces a sparse attention mechanism that significantly reduces inference latency in long-context scenarios. Although the overall throughput has improved great…
cs.DC2024
Frenzy: A Memory-Aware Serverless LLM Training System for Heterogeneous GPU Clusters
Zihan Chang, Sheng Xiao, Shuibing He +3
Existing work only effective on a given number of GPUs, often neglecting the complexities involved in manually determining the specific types and quantities of GPUs needed, which c…