Integrating Machine Learning into Storage Performance Solutions

Anne Marie Farrell
The widespread adoption of SSDs has made ensuring stable performance difficult due to their high tail latencies, which are amplified in large systems. A promising approach to improving tail tolerance involves using machine learning to predict the latency of each request and using this information to decide whether to serve the request or fail over to a replica. Deciding whether to fail over to a replica is not as straightforward as setting a deadline for...
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