Zenml

Latest version: v0.70.0

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0.20.5

Not secure
ZenML 0.20.5 fixes another series of minor bugs, significantly improves the performance of the CLI, and adds an option to specify APT packages in Docker images.

What's Changed
* Fix accessing local zen store and artifact store in containers by stefannica in https://github.com/zenml-io/zenml/pull/976
* K3d local registry pod spec updated by wjayesh in https://github.com/zenml-io/zenml/pull/972
* Update readme page by dnth in https://github.com/zenml-io/zenml/pull/985
* Remove beam dependency by schustmi in https://github.com/zenml-io/zenml/pull/986
* Fix error message when registering secret without secrets manager by schustmi in https://github.com/zenml-io/zenml/pull/981
* Update cheat sheet up to `zenml==0.20.4` by dnth in https://github.com/zenml-io/zenml/pull/987
* Example fixes (part 2) by strickvl in https://github.com/zenml-io/zenml/pull/971
* Allow duplicate step classes inside a pipeline by schustmi in https://github.com/zenml-io/zenml/pull/989
* Include deployment in azureml docker build by schustmi in https://github.com/zenml-io/zenml/pull/984
* Automatically open browser upon `zenml up` command by dnth in https://github.com/zenml-io/zenml/pull/978
* Add a `just_mine` flag for `zenml stack list` by strickvl in https://github.com/zenml-io/zenml/pull/979
* Add option to specify apt packages by schustmi in https://github.com/zenml-io/zenml/pull/982
* Replace old flavor references, fix the windows local ZenML server and other fixes by stefannica in https://github.com/zenml-io/zenml/pull/988
* Improve docker and k8s detection by schustmi in https://github.com/zenml-io/zenml/pull/991
* Update GH actions example by schustmi in https://github.com/zenml-io/zenml/pull/993
* Update `MissingStepParameterError` exception message by gabrielmbmb in https://github.com/zenml-io/zenml/pull/996
* Seprated code docs into `core` and `integration` docs by AlexejPenner in https://github.com/zenml-io/zenml/pull/983
* Add docs/mkdocstrings_helper.py to format script sources by fa9r in https://github.com/zenml-io/zenml/pull/997
* Further CLI optimization by bcdurak in https://github.com/zenml-io/zenml/pull/992

**Full Changelog**: https://github.com/zenml-io/zenml/compare/0.20.4...0.20.5

0.20.4

Not secure
This release fixes another series of minor bugs that were introduced in 0.20.0.

What's Changed
* Detect failed executions by schustmi in https://github.com/zenml-io/zenml/pull/964
* Only build docker images for custom deployments by schustmi in https://github.com/zenml-io/zenml/pull/960
* M1 Mac Installation Tutorial by fa9r in https://github.com/zenml-io/zenml/pull/966
* Update ZenBytes links in docs by fa9r in https://github.com/zenml-io/zenml/pull/968
* Fix the API docs builder by stefannica in https://github.com/zenml-io/zenml/pull/967
* Fix `gpu_limit` condition in `VertexOrchestrator` by gabrielmbmb in https://github.com/zenml-io/zenml/pull/963
* Add simple node affinitiy configurations by schustmi in https://github.com/zenml-io/zenml/pull/973
* First iteration of the CLI optimization by bcdurak in https://github.com/zenml-io/zenml/pull/962


**Full Changelog**: https://github.com/zenml-io/zenml/compare/0.20.3...0.20.4

0.20.3

Not secure
This release fixes another series of minor bugs that were introduced in 0.20.0 and add full support docs for [Kubeflow multi-tenancy deployments](https://docs.zenml.io/component-gallery/orchestrators/kubeflow#important-note-for-multi-tenancy-deployments).

What's Changed
* Fixed GitHub/Colab JSON formatting error on quickstart. by fa9r in https://github.com/zenml-io/zenml/pull/947
* Update YAML config template by htahir1 in https://github.com/zenml-io/zenml/pull/952
* correct code from merge and fix import by wjayesh in https://github.com/zenml-io/zenml/pull/950
* Check for active component using id instead of name by schustmi in https://github.com/zenml-io/zenml/pull/956
* Tekton fix by htahir1 in https://github.com/zenml-io/zenml/pull/955
* Improve zenml up/down UX and other fixes by stefannica in https://github.com/zenml-io/zenml/pull/957
* Update kubeflow docs for multi-tenant deployments by htahir1 in https://github.com/zenml-io/zenml/pull/958
* Update kubeflow.md by abohmeed in https://github.com/zenml-io/zenml/pull/959
* Add additional stack validation for step operators by schustmi in https://github.com/zenml-io/zenml/pull/954
* Fix pipeline run dashboard URL for unlisted runs by fa9r in https://github.com/zenml-io/zenml/pull/951
* Support subclasses of registered types in recursive materialization by fa9r in https://github.com/zenml-io/zenml/pull/953

New Contributors
* abohmeed made their first contribution in https://github.com/zenml-io/zenml/pull/959

**Full Changelog**: https://github.com/zenml-io/zenml/compare/0.20.2...0.20.3

0.20.2

Not secure
After a successful release of the new ZenML server and dashboard paradigm, we set to ironing out some bugs that slipped through.

What's Changed
* Capitalize all docs page titles. by fa9r in https://github.com/zenml-io/zenml/pull/937
* Increase field sizes for docstrings and step parameters. by fa9r in https://github.com/zenml-io/zenml/pull/940
* Fixing the bug in the registration of custom flavors by bcdurak in https://github.com/zenml-io/zenml/pull/938
* Implemented `docstring` Attribute of StepModel by fa9r in https://github.com/zenml-io/zenml/pull/936
* Fix shared stack emoji by strickvl in https://github.com/zenml-io/zenml/pull/941
* Fix shared stacks not being allowed to be set as active. by fa9r in https://github.com/zenml-io/zenml/pull/943
* Typo fix by strickvl in https://github.com/zenml-io/zenml/pull/944
* Update Kubernetes Orchestrator Example by fa9r in https://github.com/zenml-io/zenml/pull/942
* Add code and instructions to run quickstart on Colab. by fa9r in https://github.com/zenml-io/zenml/pull/939
* Fixing the interaction in getting stacks/components by bcdurak in https://github.com/zenml-io/zenml/pull/945
* Fix Kubeflow run name by safoinme in https://github.com/zenml-io/zenml/pull/946
* `VertexOrchestrator` apply node selector constraint if `gpu_limit > 0` by gabrielmbmb in https://github.com/zenml-io/zenml/pull/935

**Full Changelog**: https://github.com/zenml-io/zenml/compare/0.20.1...0.20.2

0.20.0

Not secure
<img src="https://user-images.githubusercontent.com/3963946/194079497-46355e0d-f837-42d5-986e-92210a5e3c1e.gif" width="500" height="500" />

The ZenML 0.20.0 release brings a number of big changes to its architecture and a lot of cool new features, some of which are not backwards compatible with previous versions.

These changes are only covered briefly in the release notes. For a detailed view on what happened and how you can get the most out of the 0.20.0 release, please head over to [our "ZenML 0.20.0: Our Biggest Release Yet" blog post](https://blog.zenml.io/zenml-revamped).

Warning: Breaking Changes

Updating to ZenML 0.20.0 needs to be followed by a migration of your existing ZenML Stacks and you may also need to make changes to your current ZenML pipeline code. Please read [the migration guide](https://docs.zenml.io/guidelines/migration-zero-twenty) carefully and follow the instructions to ensure a smooth transition. The guide walks you through these changes and offers instructions on how to migrate your existing ZenML stacks and pipelines to the new version with minimal effort and disruption to your existing workloads.

If you have updated to ZenML 0.20.0 by mistake or are experiencing issues with the new version, you can always go back to the previous version by using `pip install zenml==0.13.2` instead of `pip install zenml` when installing ZenML manually or in your scripts.

Overview of Changes

* [ZenML takes over the Metadata Store](https://docs.zenml.io/guidelines/migration-zero-twenty#zenml-takes-over-the-metadata-store-role) role. All information about your ZenML Stacks, pipelines, and artifacts is now tracked by ZenML itself directly. If you are currently using remote Metadata Stores (e.g. deployed in cloud) in your stacks, you will probably need to replace them with [ZenML cloud deployments](https://docs.zenml.io/guidelines/migration-zero-twenty/getting-started/deploying-zenml/deploying-zenml.md).
* the [new ZenML Dashboard](https://docs.zenml.io/guidelines/migration-zero-twenty#the-zenml-dashboard-is-now-available) is now available with all ZenML deployments.
* [ZenML Profiles have been removed](https://docs.zenml.io/guidelines/migration-zero-twenty#removal-of-profiles-and-the-local-yaml-database) in favor of ZenML Projects. You need to [manually migrate your existing ZenML Profiles](https://docs.zenml.io/guidelines/migration-zero-twenty#how-to-migrate-your-profiles) after the update.
* the [configuration of Stack Components is now decoupled from their implementation](https://docs.zenml.io/guidelines/migration-zero-twenty#decoupling-stack-component-configuration-from-implementation). If you extended ZenML with custom stack component implementations, you may need to update the way they are registered in ZenML.
* the updated ZenML server provides a new and improved collaborative experience. When connected to a ZenML server, you can now [share your ZenML Stacks and Stack Components](https://docs.zenml.io/guidelines/migration-zero-twenty#shared-zenml-stacks-and-stack-components) with other users. If you were previously using the ZenML Profiles or the ZenML server to share your ZenML Stacks, you should switch to the new ZenML server and Dashboard and update your existing workflows to reflect the new features.

What's Changed
* Fix error in checking Great Expectations results when exit_on_error=True by TimovNiedek in https://github.com/zenml-io/zenml/pull/889
* feat(user-dockerfile): Add user argument to DockerConfiguration by cjidboon94 in https://github.com/zenml-io/zenml/pull/892
* Minor doc updates for backporting by htahir1 in https://github.com/zenml-io/zenml/pull/894
* Removed feature request and replaced with hellonext board by htahir1 in https://github.com/zenml-io/zenml/pull/897
* Unit tests for (some) integrations by strickvl in https://github.com/zenml-io/zenml/pull/880
* Fixed integration installation command by edshee in https://github.com/zenml-io/zenml/pull/900
* Pipeline configuration and intermediate representation by schustmi in https://github.com/zenml-io/zenml/pull/898
* [Bugfix] Fix bug in auto-import of stack after recipe deploy by wjayesh in https://github.com/zenml-io/zenml/pull/901
* Update TOC on CONTRIBUTING.md by strickvl in https://github.com/zenml-io/zenml/pull/907
* ZenServer by fa9r in https://github.com/zenml-io/zenml/pull/879
* Update `kserve` README by strickvl in https://github.com/zenml-io/zenml/pull/912
* Confirmation prompts were not working by htahir1 in https://github.com/zenml-io/zenml/pull/917
* Stacks can be registered in `Click<8.0.0` now by AlexejPenner in https://github.com/zenml-io/zenml/pull/920
* Made Pipeline and Stack optional on the HydratedPipelineRunModel by AlexejPenner in https://github.com/zenml-io/zenml/pull/919
* Renamed all references from ZenServer to ZenML Server in logs and comments by htahir1 in https://github.com/zenml-io/zenml/pull/915
* Prettify pipeline runs list CLI output. by fa9r in https://github.com/zenml-io/zenml/pull/921
* Warn when registering non-local component with local ZenServer by strickvl in https://github.com/zenml-io/zenml/pull/904
* Fix duplicate results in pipeline run lists and unlisted flag. by fa9r in https://github.com/zenml-io/zenml/pull/922
* Fix error log by htahir1 in https://github.com/zenml-io/zenml/pull/916
* Update cli docs by AlexejPenner in https://github.com/zenml-io/zenml/pull/913
* Fix Pipeline Run Status by fa9r in https://github.com/zenml-io/zenml/pull/923
* Change the CLI emoji for whether a stack is shared or not. by fa9r in https://github.com/zenml-io/zenml/pull/926
* Fix running pipelines from different locations. by fa9r in https://github.com/zenml-io/zenml/pull/925
* Fix zenml stack-component describe CLI command. by fa9r in https://github.com/zenml-io/zenml/pull/929
* Update custom deployment to use ArtifactModel by safoinme in https://github.com/zenml-io/zenml/pull/928
* Fix the CI unit test and integration test failures by stefannica in https://github.com/zenml-io/zenml/pull/924
* Add gcp zenserver recipe by wjayesh in https://github.com/zenml-io/zenml/pull/930
* Extend Post Execution Class Properties by fa9r in https://github.com/zenml-io/zenml/pull/931
* Fixes for examples by strickvl in https://github.com/zenml-io/zenml/pull/918
* Update cheat sheet by dnth in https://github.com/zenml-io/zenml/pull/932
* Fix the docstring attribute of pipeline models. by fa9r in https://github.com/zenml-io/zenml/pull/933
* New docs post ZenML Server by htahir1 in https://github.com/zenml-io/zenml/pull/927

New Contributors
* TimovNiedek made their first contribution in https://github.com/zenml-io/zenml/pull/889
* cjidboon94 made their first contribution in https://github.com/zenml-io/zenml/pull/892
* edshee made their first contribution in https://github.com/zenml-io/zenml/pull/900

**Full Changelog**: https://github.com/zenml-io/zenml/compare/0.13.2...0.20.0

0.13.2

Not secure
* You can now run your pipelines locally in isolated Docker containers per step
* gabrielmbmb updated our MLFlow experiment tracker to work with Databricks deployments 🎉
* Documentation updates for cloud deployments and multi-tenancy Kubeflow support

What's Changed
* Update GitHub Actions by fa9r in https://github.com/zenml-io/zenml/pull/864
* Raise zenml exception when cyclic graph is detected by schustmi in https://github.com/zenml-io/zenml/pull/866
* Add source to segment identify call by htahir1 in https://github.com/zenml-io/zenml/pull/868
* Use default local paths/URIs for the local artifact and metadata stores by stefannica in https://github.com/zenml-io/zenml/pull/873
* Implement local docker orchestrator by schustmi in https://github.com/zenml-io/zenml/pull/862
* Update cheat sheet with latest CLI commands from 0.13.0 by dnth in https://github.com/zenml-io/zenml/pull/867
* Add a note about importing proper DockerConfiguration module by jsuchome in https://github.com/zenml-io/zenml/pull/877
* Bugfix/misc by schustmi in https://github.com/zenml-io/zenml/pull/878
* Fixed bug in tfx by htahir1 in https://github.com/zenml-io/zenml/pull/883
* Mlflow Databricks connection by gabrielmbmb in https://github.com/zenml-io/zenml/pull/882
* Refactor cloud guide to stack deployment guide by wjayesh in https://github.com/zenml-io/zenml/pull/861
* Add cookie consent by strickvl in https://github.com/zenml-io/zenml/pull/871
* Stack recipe CLI improvements by wjayesh in https://github.com/zenml-io/zenml/pull/872
* Kubeflow workaround added by htahir1 in https://github.com/zenml-io/zenml/pull/886


**Full Changelog**: https://github.com/zenml-io/zenml/compare/0.13.1...0.13.2

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