MacOS5 Kubeflow 1.4.1 in Minikube 구성 1. 개요 - minikube에 Kubeflow 1.4.1을 설치한다. - Kubeflow 설치 방식이 버전 1.2까지는 kfctl를 사용하였으나, 1.3부터는 kustomize를 사용한다. ✓ kfctl is a CLI for deploying and managing Kubeflow, Latest release: 1.2.0(21 Nov 2020), https://github.com/kubeflow/kfctl ▷ Kubeflow 1.2 in On-prem 구성 ▷ Kubeflow 1.2 in Minikube 구성 ✓ Kubeflow 1.4.1는 Istio 1.9.6, Knative 0.22.1을 포함하고 있다. 2. 환경 - kubeflow 1.4.1 - minikube 1.17.1 - kubernete.. 2021. 12. 30. Distributed training 사례 #1 (From MacOS) 2021.06.24 1. Local 환경에서 Distributed training (Tensorflow) - Environments ✓ Local - 개발 환경 Python 3.8.5, Jupyter / PyCharm (option) ✓ Remote - 학습 환경 Kubeflow 1.2 (The machine learning toolkit for Kubernetes) / Kubernetes 1.16.15 Master node: 3ea, Worker node: 4ea Harbor 2.2.1 (Private docker registry) Nvidia V100 / Driver 450.80, cuda 11.2, cuDNN 8.1.0 CentOS 7.8 - Flow (Tensorflow 기준) ✓ Local (M.. 2021. 9. 26. Running the MNIST using distributed training 2021.5.28 1. Running the MNIST on-prem Jupyter notebook - The MNIST on-prem notebook builds a Docker image, launches a TFJob to train a model, and creates an InferenceService (KFServing) to deploy the trained model. - https://v1-2-branch.kubeflow.org/docs/started/workstation/minikube-linux/#running-the-mnist-on-prem-jupyter-notebook a. Prerequisites - Step 1: Set up Python environment in MacOS y.. 2021. 9. 24. Kubeflow 1.2 in Minikube 구성 2021.04.27 1. 개요 - Minikube 기반 하에 kubeflow 구성 - https://v1-2-branch.kubeflow.org/docs/started/workstation/minikube-linux/ 문서에서 설명한 옵션을 사용할 경우 Kubeflow dashboard 접근시 오류 발생 (service-account-signing-key-file 값, Troubleshooting 참조) 2. Envrionments - minikube 1.17.1 - kubernetes 1.16.15 - kubeflow 1.2 - macOS 11.2 3. Install Kubeflow a. Prerequisites - Recommended resources 8 cores, 16GB RAM, 250GB s.. 2021. 9. 24. K8s 구성 - KinD on MacOS 2020.08.26 1. kind - KinD ? kind is a tool for running local Kubernetes clusters using Docker container “nodes”. kind was primarily designed for testing Kubernetes itself, but may be used for local development or CI. kind supports multi-node (including HA) clusters kind is a CNCF certified conformant Kubernetes installer https://kind.sigs.k8s.io/ - supported K8s list https://hub.docker.com/r/kin.. 2021. 9. 14. 이전 1 다음
