New `log_metadata` function, new `oneof` filtering, additional `run_metadata` filtering

bcdurak commented 2 weeks ago

Describe changes

This PR features three main changes:

The new `log_metadata` function

Now, all the metadata-creating functions are gathered under one method called log_metadata. It is possible to call this method with different inputs to log run metadata for artifact versions, model versions, steps, and runs.

The `oneof` filtering

This allows us to filter entities using a new operator called oneof. You can possibly use this with IDs, tags, and all the other attributes like PipelineRunFilter(tag='oneof:["cats", "dogs"]').

The `run_metadata` filtering

The custom filtering logic for runs, steps, artifact-, and model versions has been improved. Now, you can filter these entities using filters like PipelineRunFilter(run_metadata={"accuracy": "gt:0.85"}).

Further changes

The old metadata creation functions have been deprecated.

The remaining TODOs

Docs updates.
Template updates.
Project updates.

Pre-requisites

Please ensure you have done the following:

[X] I have read the CONTRIBUTING.md document.
[ ] If my change requires a change to docs, I have updated the documentation accordingly.
[ ] I have added tests to cover my changes.
[X] I have based my new branch on develop and the open PR is targeting develop. If your branch wasn't based on develop read Contribution guide on rebasing branch to develop.
[X] If my changes require changes to the dashboard, these changes are communicated/requested.

Types of changes

[ ] Bug fix (non-breaking change which fixes an issue)
[X] New feature (non-breaking change which adds functionality)
[ ] Breaking change (fix or feature that would cause existing functionality to change)
[ ] Other (add details above)

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zenml-io / zenml