Experiences In Managing The Performance And Reliability Of A Large-Scale Genomics Cloud Platform

PROCEEDINGS OF THE 2021 USENIX ANNUAL TECHNICAL CONFERENCE(2021)

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摘要
We share our technical experiences in improving the performance of long-running jobs on the Genomic Data Commons (GDC), a large-scale cancer genomics cloud platform. We show how common bioinformatics workloads can cause VMs to age after several days, causing a large number of Extended Page Table (EPT) violations that significantly impact performance. We present host- and VM-level EPT monitoring and evaluate several possible mitigation scenarios. We highlight the long investigative process required for this research, with experiments requiring many days to complete.
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