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Anish Asthana

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Generative AI Model Data Pre-Training on Kubernetes: A Use Case S...Open Source Summit North America 20252025-06-23
Demonstrates a production pipeline that uses Kubeflow Pipelines, KubeRay and Ray to run embarrassingly parallel annotative transforms (deduplication, language…
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Generative AI Model Data Pre-Training on Kubernetes: A Use Case StudyDevConf.CZ 20252025-06-12
Demonstrates a production pipeline using Kubeflow Pipelines (KFP), Ray via KubeRay, and the open Data Prep Kit (DPK) to preprocess PetaByte-scale LLM data with…
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Generative AI Model Data Pre-Training on Kubernetes: A Use Case St...KubeCon + CloudNativeCon Europe 20252025-04-01
Demonstrates a production LLM data stack that uses Kubeflow Pipelines to orchestrate Ray jobs via KubeRay and a Data Prep Kit (DPK) for reusable transforms…
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Scale your Batch / Big Data / AI Workloads Beyond the Kubernetes SchedulerDevConf.US 20242024-08-14
Benchmarks run on a 100-node simulated cluster show the default kube-scheduler fails to finish 1,000 jobs × 10 pods (only ~51% complete, massive rescheduling…
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Scale Your Batch / Big Data / AI Workloads Beyond the K8s...Cloud Native AI Day Europe 20242024-03-19
Runs a 1,000-job experiment (each job with 10 pods, 3–5 minute work, 15 minute deadline) on Quark-simulated nodes and shows the default Kubernetes scheduler…
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