~/talks

Chen Wang

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Who Watches the Watchers? On the Reliability of Softwarizing Cloud Application ManagementNSDI '262026-05-04
Study analyzes 412 real-world failures across 13 Kubernetes operators and finds 42% stem from operator–application interactions, with 64% of those being…
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A Practical Guide To Benchmarking AI and GPU Workloads in KubernetesKubeCon + CloudNativeCon Europe 20252025-04-01
Step-by-step Kubernetes benchmarking that actually deploys servers, runs load, and returns metrics: uses NVIDIA Triton (HTTP/gRPC), the Triton Performance…
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Power-aware Deep Learning Model Serving with μ-ServeUSENIX ATC 20242024-07-10
microserve is a power-aware model serving system that builds a sensitivity profile per model partition, clusters partitions with similar frequency sensitivity…
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Lightning Talk: Best Practices for LLM Serving with DRACloud Native AI Day Europe 20242024-03-19
Serving LLMs on A100/H100 shows cluster GPU utilization as low as 20–30% and per-token generation around 50 ms per-token under test loads. Experiments show…
Lightning on
AWARE: Automate Workload Autoscaling with Reinforcement Learning in Production...USENIX ATC '232023-07-10
AWARE is an extensible framework that deploys RL autoscalers on Kubernetes with an OpenAI Gym-like interface, combines offline replay-buffer training with…
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Optimizing Full-Stack Sustainability in a Real World Data...SustainabilityCon @ Open Source Summit North America 20232023-05-10
Full-stack platform collects real-time telemetry from building-level sensors through application traces, aggregates with Prometheus and Grafana, and analyzes…
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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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On Data Locality in KubernetesContainerCon @ Open Source Summit Japan 20222022-12-05
Experiments convert Tesseract OCR into microservice pipelines on a 3-node Kubernetes cluster (3 workers, 8 cores, 32 GB RAM, 50 GB disk) and compare remote…
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On Data Locality in KubernetesKubernetes AI Day North America 20222022-10-25
Built a Tesseract-based benchmark on three 8‑CPU 32GB worker nodes to measure data locality effects, showing up to 10x local vs remote throughput for reads and…
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Tutorial: Unleash the Full Potential Of Kubernetes Scheduler: Configuration, Extension And Operation In ProductionKubeCon + CloudNativeCon North America 20222022-10-24
kube-scheduler internals and actionable knobs: shows a live demo that deploys a second scheduler with two profiles on a 3-worker kind/Minikube cluster and…
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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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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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Sublinear Time and Space Algorithms for Correlation Clustering via Sparse-Dense DecompositionsITCS 20222022-01-31
A constant-factor correlation clustering algorithm appears with only adjacency list of positive subgraph access: randomized algorithm runs in O(n log^2 n) time…
Talk
Trimaran: Real Load Aware Scheduling in KubernetesKubeCon + CloudNativeCon North America 20212021-10-11
Trimaran adds two scheduler scoring plugins, TargetLoadPacking and LoadVariationRiskBalancing, plus a cluster-wide LoadWatcher that pulls Prometheus, SignalFX…
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AI4DL: Mining Behaviors of Deep Learning Workloads for Resource ManagementHotCloud '202020-07-13
AI4DL: Mining Behaviors of Deep Learning Workloads for Resource Management Josep L. Berral, Barcelona Supercomputing Center, Universitat Politecnica de…
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Understanding and Finding Crash-Consistency Bugs in Parallel File Systems12th USENIX Workshop on Hot Topics in Storage and File Systems (HotStorage '20)2020-07-13
Study finds 34 vulnerabilities across parallel file systems, with 15 and 19 in BeeGFS and OrangeFS and 5 in XD4, including two persistence-order bugs that…
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