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Top 5 Jupyter Notebook Kubernete Projects
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InfluxDB
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Said audience member here. "The Kubernetes project" includes a bit more than just https://github.com/kubernetes/kubernetes, but yes that's accurate.
Here's our GCP spend for the past month: https://imgur.com/a/VVJTSKx. Note that does not include a separate AWS cluster that we are migrating jobs too.
A large chunk of this comes from the nature of distributed tests. We need to reproduce the environment, spin up compute, etc. We do have a large problem with flaky tests on the project as well. Whether that's timeouts, memory/cpu consumption creep over time, loads of other things. We talk about how one day we'd like to get to the granulairty of being able to go to a SIG and say, "this flaky test of yours is costing the project $x in retries. Please dedicate some resources to fix it".
How we distribute the artifacts is a whole different conversation. The container world is unique in that voluntary mirrors are not as possible as with linux packages and other binaries.
If this space interests you please join us at either [SIG K8s Infra](https://github.com/kubernetes/community/tree/master/sig-k8s-...) or [SIG Testing](https://github.com/kubernetes/community/blob/master/sig-test...)!
If you would like to put Kubernetes on top of this kind of setup this repo is helpful https://github.com/robrohan/skoupidia
The main benefit for me using it for my ML work loads is you can shutoff nodes entirely when you are not using them, then when you turn them back on they just rejoin the cluster.
It also helps managing different types of devices and workload (tpu vs gpu vs cpu)
Jupyter Notebook Kubernetes related posts
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Development in horizontal pod autoscaler
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How Kubernetes computes CPU utilization for HPA?
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How to get the resource usage of a pod in Kubernetes?
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Comparing Kubernetes Gateway and Ingress APIs
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How do I start contributing to K8s or anything under the CNCF landscape
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Maximum number of managed resources?
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How to be active in communities?
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Index
What are some of the best open-source Kubernete projects in Jupyter Notebook? This list will help you:
Project | Stars | |
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1 | community | 11,757 |
2 | ML-Workspace | 3,339 |
3 | analisis-numerico-computo-cientifico | 44 |
4 | Realtime-MLOps | 22 |
5 | skoupidia | 6 |
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