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Huamin Chen

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Training Embedding Model Resiliently for Multimodal M...PyTorch Conference Europe 20262026-04-07
Describes training production-grade embedding and classifier models for a vLLM Semantic Router, delivering a multilingual text embedding with 32K context…
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Kepler Watt Store: Kepler Software Watt Watcher StorePROPL 20242024-01-20
Kepler Watt Store packages Kepler and Peaks into concrete tools: Kepler (eBPF → Prometheus) exports per-process/container/pod power using RAPL, NVML, ACPI…
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5 Steps to Deploy Cloud Native Sustainable Foundation AI ModelsOpen AI + Data Forum @ Open Source Summit North America 20232023-05-10
Shows how to containerize foundation models and run Bloom (516M) and Stable Diffusion in Docker on Kubernetes, instrumented with NVIDIA DCGM exporter +…
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Sustainability Research the Cloud Native WayKubeCon + CloudNativeCon North America 20222022-10-24
Kepler (Kubernetes-based Efficient Power Level Exporter) uses eBPF and system counters to export energy and performance metrics to Prometheus, staying…
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How to Get Involved in CNCF Environmental Sustainability TAGKubeCon + CloudNativeCon North America 20222022-10-24
CNCF launches the Environmental Sustainability TAG (chartered September 2022) to build cloud‑native energy metrics, a public landscape doc and recommendations…
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Let Your Cloud Native Storage Save You from Ransomware!CloudOpen @ Open Source Summit North America 20222022-06-21
Claims an inline S3 gateway can detect ransomware by measuring entropy changes and quarantining uploads. Uses Ceph RGW Lua hooks running in-process, deployed…
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Sustainability the Container Native WayContainerCon @ Open Source Summit North America 20222022-06-21
A Kubernetes-native exporter called kepler exporter collects per-node and per-pod CPU, GPU and DRAM counters via eBPF and vendor APIs, sends snapshots to…
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Real-Time Data Anonymization the Serverless WayKubeCon + CloudNativeCon North America 20212021-10-11
Architecture that anonymizes images on upload by extending Ceph with a Ceph SQS-compatible API so KEDA can pull notifications directly from object storage and…
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Ceph RGW Message Queue API for Serverless ComputingFOSDEM 20212021-02-06
A proposal to support AWS SQS API natively in Ceph RGW, for advanced Serverless computing use cases. Bucket notification has become widespread in many…
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High Performance KubeVirt in ActionKubeCon + CloudNativeCon North America 2020 Virtual2020-11-17
A production Gardener extension wires KubeVirt to Multus CNI and Rook Ceph to run hundreds to thousands of VMs with separated control and data networks using…
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A Hitchhiker's Guide to Ceph RGW PubSub & Cats vs. Dogs - a Hybrid Cloud Storage StoryCephalocon Barcelona 20192019-05-19
A Ceph RGW sync-module implements pub/sub that stores events in Ceph and forwards them via HTTP and AMQP to existing brokers; configuration uses topics and…
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Lightning Talk - Kubernetes and Ceph Integration: From Deployment to ProductionKubeCon + CloudNativeCon North America 20162016-11-08
Recent work packages Ceph into container images and uses a DaemonSet deployment (single image running mons, OSDs, mgr, etc.) so a Ceph cluster comes up inside…
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