Bryn presented on Argo which is a Kubernetes workflow engine and discussed how it is used at FiveAI to train their AI models. To get this… Workflow Job Templates¶. 19. Introduction: Argo is a container native workflow engine for Kubernetes. The Argo Workflow Project has an approach to container-based pipelines that is quite similar to Tekton Pipelines. If you have a look at the Argo Workflow examples, you’ll see that it has a lot of features known from Tekton: Steps, DAG-style pipelines, resources etc. In his presentation, Bryn included some examples of the data workflows used at FiveAI and ran through Argo in GitHub to show useful documentation and resources to get us started. These resources may include: job templates. Argo is a workbench for building and running text-analysis solutions. inventory source syncs. Based on the workflow yaml and the parameter ttlSecondsAfterFinished: 10, all the kubernetes resources created by this workflow will be deleted after 10 seconds. argo-workflow-6hqkp ├--- git-clone argo-workflow-6hqkp-1614604435 46s └--- upload-to-minio argo-workflow-6hqkp-21756870 8s. The web interface allows the user to create complex processing workflows composed of processing components and multiple branching and merging points. A workflow job template links together a sequence of disparate resources that accomplishes the task of tracking the full set of jobs that were part of the release process as a single unit. As Argo developers put it themselves: “Argo Workflows is an open-source container-native workflow engine for orchestrating parallel jobs on Kubernetes”. workflow templates. Argo allows us to define a container-native workflow on Kubernetes where each step in the workflow is a Docker container. The PV however will be deleted right after the workflow end. Classify Iris Dataset Using DNNClassifer; Training a Text Classification Model Using SQLFlow ... Workflow Design. I wanted to look at integrating argo with MLFlow Operator so data scientists can run their experiments at scale and have a good visual dashboard to view their jobs. Bridging Data and AI. project syncs. It facilitates the development of custom workflows from a selection of elementary analytics. Table of contents. Also perhaps they would like to do a little bit of data preparation.