Anyscale Replica Compaction
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- Опубліковано 25 сер 2024
- Learn how Anyscale Replica Compactions increases utilization and lowers cost by avoiding resource fragmentation.
Resource fragmentation occurs when scaling activities from online model serving and inferencing lead to uneven resource utilization across nodes. As models scale up, new nodes may be launched. When traffic decreases and models scale down, some nodes may become underutilized, increasing operational costs and affecting cluster performance.
Anyscale's replica compaction monitors utilization across nodes, always searching for opportunities to condense or compact models onto fewer nodes. With Anyscale Resource Compaction, models run as efficiently as possible for online model serving.
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