Fast-Kubeflow
kfserving
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Fast-Kubeflow | kfserving | |
---|---|---|
7 | 1 | |
69 | 2,113 | |
- | - | |
3.6 | 10.0 | |
2 months ago | about 1 year ago | |
Python | Python | |
- | Apache License 2.0 |
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Fast-Kubeflow
kfserving
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How do we assign pods properly so that KFServing can scale down GPU Instances to zero?
We are using KFServing as well. KFServing allows us to auto-scale our GPU up and down, specifically scaling to zero when its not in use. The components in KFServing also get assigned to GPU nodes when applying them to our cluster.
What are some alternatives?
Fast-Docker - This repo covers containerization and Docker Environment: Docker File, Image, Container, Commands, Volumes, Networks, Swarm, Stack, Service, possible scenarios.
soopervisor - ☁️ Export Ploomber pipelines to Kubernetes (Argo), Airflow, AWS Batch, SLURM, and Kubeflow.
Fast-Kubernetes - This repo covers Kubernetes with LABs: Kubectl, Pod, Deployment, Service, PV, PVC, Rollout, Multicontainer, Daemonset, Taint-Toleration, Job, Ingress, Kubeadm, Helm, etc.
kserve - Standardized Serverless ML Inference Platform on Kubernetes
mosec - A high-performance ML model serving framework, offers dynamic batching and CPU/GPU pipelines to fully exploit your compute machine
examples - 📝 Examples of how to use Neptune for different use cases and with various MLOps tools
inferencedb - 🚀 Stream inferences of real-time ML models in production to any data lake (Experimental)
BentoML - The most flexible way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Inference Graph/Pipelines, Compound AI systems, Multi-Modal, RAG as a Service, and more!
community - Information about the Kubeflow community including proposals and governance information.