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Allow returning existing artifacts from steps #3347
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Documentation and Community
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if artifact_versions: | ||
return artifact_versions[0] | ||
else: | ||
# Log the cache key as metadata on the artifact version so we easily |
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# Log the cache key as metadata on the artifact version so we easily | |
# Log the cache key as metadata on the artifact version so we can easily |
Describe changes
This PR allows users to return an artifact version that is registered in the ZenML server from a step.
Our caching behaviour currently uses the artifact version IDs of the step inputs to invalidate caching. Due to this, a step which is running downstream of a non-cached step will never be able to be cached, as the step inputs (even if containing the same data) will always have new IDs.
This PR enables this by allowing the return of artifact versions, which allows users to return artifact versions from previous steps to cache downstream steps.
Pre-requisites
Please ensure you have done the following:
develop
and the open PR is targetingdevelop
. If your branch wasn't based on develop read Contribution guide on rebasing branch to develop.Types of changes