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update release notes
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bcdurak committed Oct 24, 2024
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# 0.68.0

## Highlights

- **Stack Components on the Dashboard:** We're bringing back stack components.
With this release you will get access to the list of your stack components on
the ZenML dashboard. More functionality is going to follow in the next releases.
- **Client-Side Caching:** Implemented client-side computation for cached steps,
significantly reducing time and costs associated with remote orchestrator
spin-up.
- **Streamlined Onboarding Process:** Unified the starter and production setup
into a single sequential flow, providing a more intuitive user experience.
- **BentoML Integration:** Updated to version 1.3.5 with enhanced
containerization support.
- **Artifact Management:** Introduced `register_artifact` function enabling
direct linking of existing data in the artifact store, particularly useful
for tools like PyTorch-Lightning that manage their own checkpoints.
- **Enhanced Error Handling:** Added Error Boundary to visualization components
for improved reliability and user experience.

## Additional Features and Improvements

- Added multiple access points for deleting pipeline runs
- Improved pipeline detail view functionality
- Improved service account handling for Kaniko image builder

## Breaking Changes and Deprecations

- Discontinued Python 3.8 support
- Removed legacy pipeline and step interface
- Removed legacy post execution workflow
- Removed legacy dashboard option
- Removed `zenml stack up/down` CLI commands
- Removed `zenml deploy` and `zenml <stack-component> deploy`
- Removed `StepEnvironment` class
- Removed `ArtifactConfig` class for model version specification
- Removed `ExternalArtifact` class
- Deprecated `Client.list_runs` in favor of `Client.list_pipeline_runs`
- Deprecated `ArtifactVersionResponse.read` in favor of `ArtifactVersionResponse.load`

## Documentation Updates

Added new guides for the following topics:

- Kubernetes per-pod configuration
- Factory generation of artifact names
- Common stacks best practices
- Azure 1-click dashboard deployment
- ZenML server upgrade best practices
- Custom Dataset classes and Materializers
- Comprehensive ZenML Pro documentation
- Image building optimization during pipeline runs
- Enhanced BentoML integration documentation

## What's Changed
* Release 0.67.0 migration testing by @bcdurak in https://github.com/zenml-io/zenml/pull/3050
* Prevent too large requests by @avishniakov in https://github.com/zenml-io/zenml/pull/3048
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