aws-virtual-gpu-device-plugin
containers-roadmap
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| aws-virtual-gpu-device-plugin | containers-roadmap | |
|---|---|---|
| 3 | 80 | |
| 132 | 5,142 | |
| - | 0.7% | |
| 0.0 | 2.0 | |
| over 1 year ago | 9 months ago | |
| Jupyter Notebook | Shell | |
| Apache License 2.0 | GNU General Public License v3.0 or later |
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
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.
containers-roadmap
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General Availability of the AWS SDK for Rust
Thanks for showing up and answering questions. Congratulations on the release.
What kind of plans for support of Rust's evolving async ecosystem?
Any particular reason why the public roadmap does not show the columns similar to "Researching", "We're Working On It" like the other similar public AWS Roadmaps? See example for Containers: https://github.com/aws/containers-roadmap/projects/1
Would be nice to have fully working examples on Github, for most common scenarios across most AWS services. This is something that historically
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Architecting for Resilience: Crafting Opinionated EKS Clusters with Karpenter & Cilium Cluster Mesh — Part 1
Second, We will only rely on one managed node group, but we will leverage Karpenter; however, karpenter needs to be deployed on a node. (This may change soon once the Karpenter is available on the EKS Control Plane.) [EKS] Karpenter inside control plane · Issue #1792 · aws/containers-roadmap
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Running a Web Application with 100% AWS Fargate Spot Containers 🤘
As written in the AWS documentation, during periods of extremely high demand, Fargate Spot capacity might be unavailable. In concrete terms, if your ECS service is set up to execute tasks in 100% Spot, there is a risk of running out of capacity. A workaround has been created in the hope that one day this issue will be implemented by the AWS team. This workaround allows you to set up two ECS services :
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Kubernetes SidecarContainers feature is merged
Deploying Fargate with CDK has to have been the most pleasant developer experience I have ever had with any product so far.
If image caching becomes a reality with Fargate I can't imagine a need to ever use anything else
https://github.com/aws/containers-roadmap/issues/696
- AWS Config supports recording exclusions by resource type
- Announcing pull through cache for registry.k8s.io in Amazon Elastic Container Registry
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EKS/Spot vs EKS Fargate/Spot?
Eks Fargate doesn't support spot yet https://github.com/aws/containers-roadmap/issues/622
- audit logging of the master plane in EKS
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How to use Podman inside of a container
Until podman could be used with AWS ECR/ECS it's pretty much moot in my case: https://github.com/aws/containers-roadmap/issues/626
- How to keep 100% availability with a single ec2 spot instance?
What are some alternatives?
kserve - Standardized Serverless ML Inference Platform on Kubernetes
eks-nvme-ssd-provisioner - EKS NVMe SSD provisioner for Amazon EC2 Instance Stores
aws-eks-share-gpu - How to share the same GPU between pods on AWS EKS
kube-fledged - A kubernetes operator for creating and managing a cache of container images directly on the cluster worker nodes, so application pods start almost instantly
k8s-device-plugin - NVIDIA device plugin for Kubernetes
netshoot - a Docker + Kubernetes network trouble-shooting swiss-army container
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.
kraken - P2P Docker registry capable of distributing TBs of data in seconds
terraform-provider-kubernetes - Terraform Kubernetes provider
juicefs - JuiceFS is a distributed POSIX file system built on top of Redis and S3.
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.
copilot-cli - The AWS Copilot CLI is a tool for developers to build, release and operate production ready containerized applications on AWS App Runner or Amazon ECS on AWS Fargate.