{"id":13739841,"url":"https://github.com/kubedl-io/kubedl","last_synced_at":"2025-05-08T19:35:08.062Z","repository":{"id":38246260,"uuid":"227010082","full_name":"kubedl-io/kubedl","owner":"kubedl-io","description":"Run your deep learning workloads on Kubernetes more easily and efficiently.","archived":false,"fork":false,"pushed_at":"2024-03-04T10:50:10.000Z","size":37783,"stargazers_count":497,"open_issues_count":60,"forks_count":78,"subscribers_count":22,"default_branch":"master","last_synced_at":"2024-08-04T04:05:41.618Z","etag":null,"topics":["container","deep-learning","inference","kubernetes","machine-learning","model","scheduling"],"latest_commit_sha":null,"homepage":"https://kubedl.io/","language":"Go","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/kubedl-io.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":"SECURITY.md","support":null,"governance":"GOVERNANCE.md","roadmap":null,"authors":null,"dei":null}},"created_at":"2019-12-10T02:18:51.000Z","updated_at":"2024-07-30T03:27:29.000Z","dependencies_parsed_at":"2023-02-06T09:16:12.932Z","dependency_job_id":"aca424d2-1a19-4e7e-8250-8ae46ad7552d","html_url":"https://github.com/kubedl-io/kubedl","commit_stats":null,"previous_names":["alibaba/kubedl"],"tags_count":8,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kubedl-io%2Fkubedl","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kubedl-io%2Fkubedl/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kubedl-io%2Fkubedl/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kubedl-io%2Fkubedl/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kubedl-io","download_url":"https://codeload.github.com/kubedl-io/kubedl/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224758222,"owners_count":17364971,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["container","deep-learning","inference","kubernetes","machine-learning","model","scheduling"],"created_at":"2024-08-03T04:00:38.224Z","updated_at":"2024-11-15T09:30:51.210Z","avatar_url":"https://github.com/kubedl-io.png","language":"Go","funding_links":[],"categories":["Uncategorized","AI \u0026 Machine Learning Platforms"],"sub_categories":["Uncategorized"],"readme":"[![License](https://img.shields.io/badge/license-Apache%202-4EB1BA.svg)](https://www.apache.org/licenses/LICENSE-2.0.html)\n[![KubeDL Action Status](https://github.com/kubedl-io/kubedl/workflows/CI/badge.svg)](https://github.com/kubedl-io}/kubedl}/actions)\n[![FOSSA Status](https://app.fossa.com/api/projects/git%2Bgithub.com%2Fkubedl-io%2Fkubedl.svg?type=shield)](https://app.fossa.com/projects/git%2Bgithub.com%2Fkubedl-io%2Fkubedl?ref=badge_shield)\n[![CII Best Practices](https://bestpractices.coreinfrastructure.org/projects/5072/badge)](https://bestpractices.coreinfrastructure.org/projects/5072)\n\n\n\u003cdiv align=\"left\"\u003e\n \u003cimg src=\"https://user-images.githubusercontent.com/3662775/134578512-a9f29d92-b2e2-4fc4-b7b5-333926c738ab.png\" width=\"400\" title=\"\"\u003e\n\u003c/div\u003e \u003cbr/\u003e\n\nKubeDL enables deep learning workloads to run on Kubernetes more easily and efficiently. \n\nKubeDL is a [CNCF sandbox](https://www.cncf.io/sandbox-projects/) project. \n\n\u003cdiv align=\"left\"\u003e\n    \u003cimg src=\"https://v6d.io/_static/cncf-color.svg\" width=\"400\" title=\"\"\u003e\n\u003c/div\u003e \u003cbr/\u003e\n\n## Features\n\n- Support training and inferences workloads (Tensorflow, Pytorch. [Mars](https://github.com/mars-project/mars) etc.)in a single unified controller.  Features include advanced scheduling, acceleration using cache, metadata persistentcy, file sync, enable service discovery for training in host network  etc.\n- Automatically tunes the best configurations for ML model deployment. - [Morphling Github](https://github.com/alibaba/morphling)\n- Package and deploy ML Model in container and track the model lineage natively with Kubernentes CRD.\n\nCheck the website: https://kubedl.io\n\n\n\u003cdiv align=\"center\"\u003e\n \u003cimg src=\"docs/img/kubedl.png\" width=\"700\" title=\"\"\u003e\n\u003c/div\u003e \u003cbr/\u003e\n\n## Getting Involved\n\n| Platform                                                                                  | Purpose                                                                             | Estimated Response Time |\n|-------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------|-------------------------|\n| [DingTalk](https://github.com/kubedl-io/kubedl/blob/master/docs/img/kubedl-dingtalk.png ) | For discussions about development and questions about usage.\t                       | \u003c 1 day                 |\n| [Github Issues](https://github.com/kubedl-io/kubedl/issues)                               | For reporting bugs and filing feature requests.                                     | \u003c 2 days                |\n| E-Mail(cncf-kubedl-maintainers@lists.cncf.io)                                             | For discussing specific topics or ask for help from community members/maintainers.  | \u003c 3 days                |\n\n## Publications\n\nMorphling: Fast, Near-Optimal Auto-Configuration for Cloud-Native Model Serving. ACM Socc 2021[link](https://dl.acm.org/doi/10.1145/3472883.3486987)\n\n## License\n[![FOSSA Status](https://app.fossa.com/api/projects/git%2Bgithub.com%2Fkubedl-io%2Fkubedl.svg?type=large)](https://app.fossa.com/projects/git%2Bgithub.com%2Fkubedl-io%2Fkubedl?ref=badge_large)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkubedl-io%2Fkubedl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkubedl-io%2Fkubedl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkubedl-io%2Fkubedl/lists"}