Microsoft's Intelligent Pooling uses a hybrid time-series forecaster and a linear-programming optimizer to dynamically size pre-provisioned Spark pools, achieving up to 43% lower idle time at 99% hit rate in production.
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Intelligent Pooling: Proactive Resource Provisioning in Large-scale Cloud Service
Microsoft's Intelligent Pooling uses a hybrid time-series forecaster and a linear-programming optimizer to dynamically size pre-provisioned Spark pools, achieving up to 43% lower idle time at 99% hit rate in production.