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Liang Yan

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titleconferencedate
Lightning Talk: Benchmarking Your Distributed ML Training on the K8s PlatformCloud Native + Kubernetes AI Day Europe 20252025-04-01
A Kubernetes-native benchmark for distributed ML training that automates environment control (PVC, daemonset kernel/config tweaks), launches MPI jobs and…
Lightning on
Optimize Your AI Cloud Infrastructure: A Hardware PerspectiveOpen Source Summit Japan + AI_dev 20242024-10-28
Benchmarks run MLPerf CNN/RNN/Transformer models on an H100 cluster using Megatron/DeepSpeed and measure the impact of POD scheduler, Device Plugin, GPU/NUMA…
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Lightning Talk: Optimize the Ray Schedule and Autoscaling on Kubernetes Cloud: A Hetero...Kubernetes AI + HPC Day North America 20232023-11-06
Describes a concrete optimizer for Ray on Kubernetes that replaces uniform thresholds with a task-type-aware scheduler and autoscaler that chooses VM flavors…
Lightning on
A Journey to Support vGPU in FirecrackerKVM Forum 20202020-10-28
Implemented vGPU support by adding a PCI device path parser, creating a mPCIe bus in Firecracker, and instantiating devices via VFIO passthrough using the…
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