The paper defines server chain composition for large-memory jobs as an NP-hard problem and gives scalable algorithms with performance guarantees that reduce response times in foundation model serving.
Distributed join-the-idle-queue for low latency cloud services.IEEE/ACM Transactions on Networking, 26(5):2309–2319, 2018
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Serving Chain-structured Jobs with Large Memory Footprints with Application to Large Foundation Model Serving
The paper defines server chain composition for large-memory jobs as an NP-hard problem and gives scalable algorithms with performance guarantees that reduce response times in foundation model serving.