CAISA is introduced, a composable AI systems architecture that enables disaggregated memory expansion for large-scale AI workloads using CXL-based shared memory and coupling memory isolation with software-managed data orchestration decouples compute and memory resources while preserving efficient data movement, providi...
Divya Kiran Kadiyala, Lianjie Cao, Jinsun Yoo et al.· Conference on Applications,...· 0 citations
Beyond is presented, a drop-in runtime that integrates a smart offloading scheme to selectively identify and retain salient KV entries across continuous decoding sessions, together with a hybrid CPU–GPU attention mechanism for scalable inference.
Weishu Deng, Yujie Yang, Peiran Du et al.· IEEE International Symposium...· 1 citation
DynamoServe is presented, a multi-tenant LLM serving framework that addresses challenges through three key innovations: leveraging stranded GPU memory to offload model weights and KV caches, mitigating resource fragmentation in multi-workload environments, and improving memory locality through coordinated data placemen...
Diman Zad Tootaghaj, Khaled Diab, Bob Lantz et al.· Conference on Applications,...· 0 citations
This work presents CCSwitch, a modular switching fabric built from 4×4 non-blocking Collective Engines, a modular switching fabric built from 4×4 non-blocking Collective Engines (CEs) that combines spatial and temporal parallelism to perform reductions without accumulation buffers.
Sumukh Pinge, Hardik Soni, Bob Lantz et al.· Conference on Applications,...· 0 citations
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