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adding release notes
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bcdurak committed Dec 4, 2024
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# 0.71.0

## New Feature: Modal Step Operator Integration

ZenML now [integrates with Modal](https://modal.com/), bringing lightning-fast
cloud execution capabilities to your ML pipelines. This new step operator[
https://docs.zenml.io/stack-components/step-operators/modal] allows you to
execute individual pipeline steps on Modal's specialized compute instances,
offering notable speed particularly for Docker image building and hardware
provisioning. With simple configuration options, you can precisely specify
hardware requirements like GPU type, CPU count, and memory for each step,
making it ideal for resource-intensive ML workloads.

## Other Highlights

- **Workload API Token Management:** Refactored token management for improved
security with a generic API token dispenser.
- **Dashboard Enhancements:**
- Introduced service account management capabilities.
- Added API key creation and integration features.
- **Dynamic Artifact Naming:** Introduced capability to dynamically name
artifacts.
- **Visualization Enhancements:** Made dictionaries and lists visualizable,
added JSON visualization type.

## Additional Features and Improvements

- Improved error messages for Docker daemon connectivity
- Enhanced SageMaker URL handling
- Simplified model version artifact linkage
- Added testing for pipeline templates
- Improved Kubernetes pod and label length management
- Allowed skipping type annotations for step inputs
- Enabled using feature service instances instead of just names

## Bug Fixes

- Fixed issues with getting out of an inaccessible active stack
- Fixed race conditions in the service connector type registry
- Resolved migration test complications
- Corrected documentation links
- Fixed artifact store and artifact URI handling
- Addressed various scalability and compatibility issues

## Documentation Updates

- Added documentation redirects
- Updated PyTorch documentation links
- Improved service connector documentation

## What's Changed
* Refactored workload API token management for better security and implemented generic API token dispenser by @stefannica in https://github.com/zenml-io/zenml/pull/3154
* Add 0.70.0 to the migration tests by @avishniakov in https://github.com/zenml-io/zenml/pull/3190
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* Materializer test fix on Windows by @bcdurak in https://github.com/zenml-io/zenml/pull/3238
* Fix GET step run endpoint to return unhydrated response if requested by @schustmi in https://github.com/zenml-io/zenml/pull/3240


**Full Changelog**: https://github.com/zenml-io/zenml/compare/0.70.0...0.71.0


# 0.70.0

The **ZenML 0.70.0** release includes a significant number of database schema changes and migrations, which means upgrading to this version will require extra caution. As always, please make sure to make a copy of your production database before upgrading.
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