aws-virtual-gpu-device-plugin
kube-secret-syncer
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aws-virtual-gpu-device-plugin | kube-secret-syncer | |
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3 | 2 | |
132 | 194 | |
- | 0.0% | |
0.0 | 6.2 | |
over 1 year ago | 5 days ago | |
Jupyter Notebook | Go | |
Apache License 2.0 | Apache License 2.0 |
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aws-virtual-gpu-device-plugin
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Share a GPU between pods on AWS EKS
This project (available here) uses the k8s device plugin described by this AWS blog post to make GPU-based nodes publish the amount of GPU resource they have available. Instead of the amount of VRAM available or some abstract metric, this plugin advertises the amount of pods/processes that can be connected to the GPU. This is controlled by what is called by NVIDIA as Multi-Process Service (MPS).
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[D] Serverless solutions for GPU inference (if there's such a thing)
AWS has apparently already started using this type of tech as of this year (see lost below). They mention virtual gpus but this particular solution probably won't help OP unfortunately. https://aws.amazon.com/blogs/opensource/virtual-gpu-device-plugin-for-inference-workload-in-kubernetes/
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AWS open source news and updates No.41
The post explores GPU device plugin to address how to set fractional number of GPU resource for each pod by implementing the Kubernetes device plugin and Nvidia MPS. This project has been open sourced on GitHub.
kube-secret-syncer
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Secrets... can I get it from aws secret manager?
I’ve used this in the past, and it’s reliable.
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AWS open source news and updates No.41
kube-secret-syncer is an open source project that provides a Kubernetes operator to sync secrets from AWS Secrets Manager. View the README to find out why this might work better for you if you are already using something like Kubernetes external Secrets or AWS secret operator. Yann Hamon over at Contentful has helpfully put together an intro post Open-sourcing kube-secret-syncer: A Kubernetes operator to sync secrets from AWS Secrets Manager which you should also check out.
What are some alternatives?
kserve - Standardized Serverless ML Inference Platform on Kubernetes
kubernetes-external-secrets - Integrate external secret management systems with Kubernetes [Moved to: https://github.com/external-secrets/kubernetes-external-secrets]
aws-eks-share-gpu - How to share the same GPU between pods on AWS EKS
cfn-diagram - CLI tool to visualise CloudFormation/SAM/CDK stacks as visjs networks, draw.io or ascii-art diagrams.
k8s-device-plugin - NVIDIA device plugin for Kubernetes
aws-oidc - AWS OIDC Federation
determined - Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
booster - Software development framework specialized in building highly scalable microservices with CQRS and Event-Sourcing. It uses the semantics of the code to build a fully working GraphQL API that supports real-time subscriptions.
terraform-provider-kubernetes - Terraform Kubernetes provider
aws-sdk-js-v3 - Modularized AWS SDK for JavaScript.
aws-robomaker-sample-application-meirorunner - This sample application can run on AWS RoboMaker and demonstrate reinforcement learning machine learning for robotics