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ray-project/kuberay

kuberay

A toolkit to run Ray applications on Kubernetes

View on GitHub↗Upstream ray-project/kuberay↗

Builder

ray-project

ray-project

ray-project • individual

Stars

2,520

Using upstream star count

Forks

767

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Oct 29, 2020

Project creation date

README Summary

[![Build Status](https://github.com/ray-project/kuberay/workflows/Go-build-and-test/badge.svg)](https://github.com/ray-project/kuberay/actions) [![Release](https://img.shields.io/github/v/release/ray-project/kuberay)](https://github.com/ray-project/kuberay/releases) [![Go Report Card](https://goreportcard.com/badge/github.com/ray-project/kuberay)](https://goreportcard.com/report/github.com/ray-project/kuberay)

Community Evaluation

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AI Dev Skills

Unmapped

Cloud-Native AI/ML InfrastructureCluster ManagementContainer OrchestrationDistributed ComputingDistributed Machine LearningDistributed TrainingHyperparameter TuningKubernetes OperatorsParallel ProcessingRay FrameworkReinforcement Learning Infrastructure

Tags

Cloud-Native AI/ML InfrastructureCluster ManagementContainer OrchestrationDistributed ComputingDistributed Machine LearningDistributed TrainingHyperparameter TuningKubernetes OperatorsParallel ProcessingRay FrameworkReinforcement Learning InfrastructureForkedGoogle CloudKubernetesLarge Language ModelsLLM ServingMachine LearningMLOpsRaySecurity

Taxonomy

AI Trends

Distributed AI TrainingCloud-Native MLMLOpsScalable AI InfrastructureCompound AI Systems

category

MLOps & InfrastructureFoundation ModelsInference & ServingDev Tools & AutomationCloud & PlatformsSecurity & Safety

Deployment Context

CloudOn-premiseSelf-hostedKubernetes

Modalities

TabularTextImageAudioVideoMultimodal

Skill Areas

Distributed ComputingKubernetes OperatorsContainer OrchestrationCluster ManagementRay FrameworkCloud-Native AI/ML InfrastructureDistributed Machine LearningParallel ProcessingHyperparameter TuningDistributed TrainingReinforcement Learning Infrastructure

tag

ForkedGoogle CloudKubernetesLLM ServingLarge Language ModelsMLOpsMachine LearningRaySecurity

Use Cases

Distributed Machine Learning TrainingHyperparameter Tuning at ScaleDistributed Data ProcessingRay Serve Model DeploymentMulti-node AI WorkloadsReinforcement Learning TrainingDistributed Computing JobsAuto-scaling ML Workloads

Recent Activity

Updated 2 months ago

7 Days

0

30 Days

0

90 Days

19

[RayService] Promote Incremental Upgrade Feature to Beta (#4599)

Ryan O'Leary • Mar 13, 2026

0c8aab9

[RayService] Rollback Support for Incremental Upgrades (#4109)

Ryan O'Leary • Mar 13, 2026

b8b66d4

Add example YAML for manually enabling Ray k8s auth (#4582)

Andrew Sy Kim • Mar 12, 2026

54a9488

Quality

production
Quality
high
Maturity
production

Categories

MLOps & InfrastructurePrimaryInference & ServingDev Tools & AutomationCloud & PlatformsSecurity & SafetyFoundation ModelsML Platform & InfrastructureOther AI / ML

PM Skills

Cost & EfficiencyScale & Reliability

Languages

Go100.0%

Timeline

Project created
Oct 29, 2020
Forked
Mar 13, 2026
Your last push
2 months ago
Upstream last push
17 days ago
Tracked since
Mar 13, 2026

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