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DCPerf: An open source benchmark suite for hyperscale compute applications - Engineering at Meta
We are open-sourcing DCPerf, a collection of benchmarks that represents the diverse categories of workloads that run in data center cloud deployments. We hope that DCperf can be used more broadly b…
AI Lab: The secrets to keeping machine learning engineers moving fast - Engineering at Meta
The key to developer velocity across AI lies in minimizing time to first batch (TTFB) for machine learning (ML) engineers. AI Lab is a pre-production framework used internally at Meta. It allows us…
PVF: A novel metric for understanding AI systems’ vulnerability against SDCs in model parameters - Engineering at Meta
We’re introducing parameter vulnerability factor (PVF), a novel metric for understanding and measuring AI systems’ vulnerability against silent data corruptions (SDCs) in model parameters. PVF can …
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