It allows you to fetch specific steps from your pipeline run and their output artifacts in a post-execution workflow. Metadata Store: A Metadata Store keeps track of all the bits of extraneous data from a pipeline run.Data in the artifact store are called artifacts. Artifact Store: An Artifact Store is a component that houses all data that pass through the pipeline.Orchestrator: An Orchestrator is a workhorse that coordinates all the steps to run in a pipeline.In any Stack, there must be at least three basic Stack Components. For example, you can choose to run your pipeline locally or on the cloud by changing the stack you use. Stacks, Components, and Stores: A Stack is the configuration of the underlying infrastructure and choices around how your pipeline will be run. We can use decorators such as and to define steps and pipelines in ZenML. For example, a training pipeline to train and evaluate models and an inference pipeline to serve the model. You can have multiple pipelines for different purposes. A pipeline consists of a series of steps, organized in any order that makes sense for your use case. Pipelines and Steps: ZenML follows a pipeline-based workflow. Let's first get familiar with some of the ZenML's concepts briefly:
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