{"id":18334150,"url":"https://github.com/wbuchwalter/tensorflow-k8s-azure","last_synced_at":"2025-04-06T03:34:54.102Z","repository":{"id":66049848,"uuid":"107569248","full_name":"wbuchwalter/tensorflow-k8s-azure","owner":"wbuchwalter","description":"Train TensorFlow Models at Scale with Kubernetes and Kubeflow on Azure","archived":false,"fork":false,"pushed_at":"2018-05-12T15:22:43.000Z","size":3095,"stargazers_count":43,"open_issues_count":1,"forks_count":15,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-21T16:59:41.286Z","etag":null,"topics":["azure","kubernetes","tensorflow","tfjob","workshop"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":false,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/wbuchwalter.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2017-10-19T16:06:30.000Z","updated_at":"2023-08-29T22:59:39.000Z","dependencies_parsed_at":"2023-07-16T08:01:16.191Z","dependency_job_id":null,"html_url":"https://github.com/wbuchwalter/tensorflow-k8s-azure","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wbuchwalter%2Ftensorflow-k8s-azure","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wbuchwalter%2Ftensorflow-k8s-azure/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wbuchwalter%2Ftensorflow-k8s-azure/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wbuchwalter%2Ftensorflow-k8s-azure/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/wbuchwalter","download_url":"https://codeload.github.com/wbuchwalter/tensorflow-k8s-azure/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247430838,"owners_count":20937873,"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":["azure","kubernetes","tensorflow","tfjob","workshop"],"created_at":"2024-11-05T19:47:05.995Z","updated_at":"2025-04-06T03:34:54.096Z","avatar_url":"https://github.com/wbuchwalter.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"### :warning: This repository is deprecated! Go to [Azure/kubeflow-labs](https://github.com/Azure/kubeflow-labs) instead :warning:\n\n# Train TensorFlow Models at Scale with Kubernetes on Azure\n\n\u003c!-- ## [Learning Objectives](./learningObjectives.md)\n## [Presentation Content](./presentationContent.md)\n## [Room Organization](./roomOrganization.md) --\u003e\n\n## Prerequisites\n\n1. Have a valid Microsoft Azure subscription allowing the creation of an ACS cluster\n1. Docker client installed: [Installing Docker](https://www.docker.com/community-edition)\n1. Azure-cli  (2.0) installed: [Installing the Azure CLI 2.0 | Microsoft Docs](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli?view=azure-cli-latest)\n1. Git cli installed: [Installing Git CLI](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git)\n1. Kubectl installed: [Installing Kubectl](https://kubernetes.io/docs/tasks/tools/install-kubectl/)\n1. Helm installed: [Installing Helm CLI](https://docs.helm.sh/using_helm/#from-the-binary-releases) (**Note**: On Windows you can extract the `tar` file using a tool like 7Zip.\n\nClone this repository somewhere so you can easily access the different source files:\n```console\ngit clone https://github.com/wbuchwalter/tensorflow-k8s-azure\n```\n\n## Content Summary\n\n| | Module | Description |\n| --- | --- | --- |\n|0| **[Introduction](0-intro)** | Introduction to this workshop. Motivations and goals.|\n|1| **[Docker](1-docker)** | Docker and containers 101.|\n|2| **[Kubernetes](2-kubernetes)** | Kubernetes important concepts overview.|\n|3| **[Helm](3-helm)** | Introduction to Helm |\n|4| **[GPUs](4-gpus)** | How to use GPUs with Kubernetes.|\n|5| **[TFJob](5-tfjob)** | How to use `tensorflow/k8s` and `TFJob` to deploy a simple TensorFlow training.|\n|6| **[Distributed Tensorflow](6-distributed-tensorflow)** | Going distributed with `TFJob`|\n|7| **[Hyperparameters Sweep with Helm](7-hyperparam-sweep)** | Using Helm to deploy a large number of training testing different hypothesis, monitoring and comparing them. |\n|8| **[Going Further](8-going-further)** | Links and resources to go further: Autoscaling, Distributed Storage. |\n|9| **[Jupyter Notebooks](9-jupyter)** | Easily deploy a Jupyter Notebook instance on Kubernetes. |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwbuchwalter%2Ftensorflow-k8s-azure","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fwbuchwalter%2Ftensorflow-k8s-azure","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwbuchwalter%2Ftensorflow-k8s-azure/lists"}