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NVIDIA open-sources Attribution for diagnosing distributed AI workload failures

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NVIDIA published a developer blog announcing that NVIDIA Attribution, its workload-centric failure-attribution system, is open source. The tool correlates workload-scoped logs, metrics, telemetry and scheduler state into a structured diagnosis covering outcome, root cause, affected nodes, symptoms and an evidence trail. It ships as a REST-based Attribution Service and a Python Blueprint with connectors for Slurm, Kueue, Loki, Kubernetes pod logs and PromQL. NVIDIA says it runs in production across its AI infrastructure.

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developer.nvidia.com · Read the original source ↗

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