Practical Solutions for Cloud AI Infrastructure
Addressing Hidden Performance Degradations
Cloud AI infrastructure is crucial for modern technology, but maintaining reliability is challenging due to hidden performance issues. SuperBench, a proactive validation system, sets a new standard for addressing these challenges.
SuperBench: Enhancing Reliability
SuperBench performs comprehensive hardware evaluations under realistic AI workloads, detecting subtle performance regressions that conventional tools may miss. It consists of a Validator to identify defective components and a Selector to optimize the validation process.
Impressive Results
Deployed in Azure’s production environment, SuperBench has increased the mean time between incidents (MTBI) by up to 22.61 times and reduced validation time cost by 92.07%, while increasing user GPU hours by 4.81 times.
Value for Cloud Service Providers
SuperBench offers a robust solution for ensuring the continuous and reliable operation of large-scale AI services. It provides early detection and resolution of hidden degradations, maintaining high-performance standards in the rapidly evolving technological landscape.
Evolve Your Company with AI
Microsoft’s SuperBench offers a groundbreaking solution for enhancing cloud AI infrastructure reliability and mitigating hidden performance degradations. Connect with us to identify automation opportunities and leverage AI for your business advantage.
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