September 13-16, 2022
Dublin, Ireland + Virtual
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Wednesday, September 14 • 11:15 - 11:55
Bringing ML Workflows to Heterogeneous Cloud Native Machine Learning Platforms by Using Intermediate Representation - Tommy Li & Animesh Singh, IBM

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In Kubeflow Pipelines v1, the pipeline spec describing ML flow is platform-dependent, which makes no chance to deploy your ML pipelines on other pipeline frameworks. To lower the barrier, Intermediate Representation(IR) is available in kfp v2. It's a generic component/step-oriented specification that fits container orchestration frameworks. More importantly, a new pipeline orchestration engine is created on the backend to support automatic lineage tracking and components that consume or produce metadata. In light of these new features, it gets a foot into ML pipeline portability. You can port the necessary components to run your pipelines on the desired platforms. Currently, IR is in alpha version and used by Kubeflow Pipelines, and Google Vertex AI. Kubeflow Pipelines with Tekton will join the list soon. In this talk, we walk through the new IR spec, a list of components that constitute the new pipeline orchestration engine, and how we adapt the new features in another pipeline framework.

avatar for Tommy Li

Tommy Li

Senior Software Developer, IBM
Tommy Li is a senior software developer in IBM focusing on Cloud, Kubernetes, and Machine Learning. He is one of the Kubeflow committers and worked on various open-source projects related to Kubernetes, Microservice, and deep learning applications to provide advanced use cases on... Read More →
avatar for Animesh Singh

Animesh Singh

Distinguished Engineer and CTO - Watson Data and AI OSS Platform, IBM
Animesh Singh is CTO and Director for IBM Watson Data and AI Open Technology, responsible for Data and AI Open Technology strategy. Creating, designing and implementing IBM’s Data and AI engine for AI and ML platform, leading IBM`s Trusted AI efforts, driving the strategy and execution... Read More →

Wednesday September 14, 2022 11:15 - 11:55 IST
Wicklow Meeting Room 2 (Level 2)