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Releases: zenml-io/zenml

0.5.7

13 Jan 14:00
@AlexejPenner AlexejPenner
0.5.7
e325f2a
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0.5.7

0.5.7

ZenML 0.5.7 is here 💯 and it brings not one, but 🔥TWO🔥 brand new integrations 🚀! ZenML now support MLFlow for tracking pipelines as experiments and Evidently for detecting drift in your ML pipelines in production!

New Features

  • Introducing the MLFLow Tracking Integration, a first step towards our complete MLFlow Integration as described in the #115 poll. Full example found here.

Mlflow

evidently

Bugfixes

  • Prevent KFP install timeouts during stack up by @stefannica in #299
  • Prevent naming parameters same name as inputs/outputs to prevent kwargs-errors by @bcdurak in #300

What's Changed

New Contributors

Contributors

stefannica, htahir1, and 6 other contributors
Assets 2
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0.5.6

23 Dec 17:07
@htahir1 htahir1
0.5.6
90e0413
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0.5.6 
    )                    *      (     
 ( /(                  (  `     )\ )  
 )\())    (            )\))(   (()/(  
((_)\    ))\    (     ((_)()\   /(_)) 
 _((_)  /((_)   )\ )  (_()((_) (_))   
|_  /  (_))    _(_/(  |  \/  | | |    
 / /   / -_)  | ' \)) | |\/| | | |__  
/___|  \___|  |_||_|  |_|  |_| |____|

This release fixes some known bugs from previous releases and especially 0.5.5. Therefore, upgrading to 0.5.6 is a breaking change. You must do the following in order to proceed with this version:

cd zenml_enabled_repo
rm -rf .zen/

And then start again with ZenML init:

pip install --upgrade zenml
zenml init

New Features

  • Added zenml example run [EXAMPLE_RUN_NAME] feature: The ability to run an example with one command. In order to run this, do zenml example pull first and see all examples available by running zenml example list.
  • Added ability to specify a .dockerignore file before running pipelines on Kubeflow.
  • Kubeflow Orchestrator is now leaner and faster.
  • Added the describe command group to the CLI for groups stack, orchestrator, artifact-store, and metadata-store. E.g. zenml stack describe

Bug fixes and minor improvements

  • Adding StepContext to a branch now invalidates caching by default. Disable explicitly with enable_cache=True.
  • Docs updated to reflect minor changes in CLI commands.
  • CLI list commands now mentions active component. Try zenml stack list to check this out.
  • zenml version now has cooler art.

What's Changed

Full Changelog: 0.5.5...0.5.6

Contributors

htahir1, schustmi, and 4 other contributors
Assets 2
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0.5.5

14 Dec 01:39
@htahir1 htahir1
0.5.5
32b2cd5
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0.5.5

ZenML 0.5.5 is jam-packed with new features to take your ML pipelines to the next level. Our three biggest new features: Kubeflow Pipelines, CLI support for our integrations and Standard Interfaces. That’s right, Standard Interfaces are back!

What's Changed

New Contributors

Full Changelog: 0.5.4...0.5.5

Contributors

htahir1, schustmi, and 3 other contributors
Assets 2
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0.5.4

05 Dec 22:02
@htahir1 htahir1
0.5.4
cc96b8b
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0.5.4

0.5.4 adds a lineage tracking integration to visualize lineage of pipeline runs! It also includes numerous bug fixes and optimizations.

What's Changed

New Contributors

Full Changelog: 0.5.3...0.5.4

Contributors

htahir1, schustmi, and 2 other contributors
Assets 2
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0.5.3

23 Nov 12:23
@schustmi schustmi
0.5.3
d4cf625
This commit was signed with the committer’s verified signature.
schustmi Michael Schuster
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0.5.3

Version 0.5.3 adds statistics visualizations, greatly improved speed for CLI commands as well as lots of small improvements to the pipeline and step interface.

What's Changed

Full Changelog: 0.5.2...0.5.3

Contributors

htahir1, schustmi, and 2 other contributors
Assets 2
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0.5.2

05 Nov 17:28
@htahir1 htahir1
0.5.2
eb5b840
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0.5.2

0.5.2

0.5.2 brings an improved post-execution workflow and lots of minor changes and upgrades for the developer experience when
creating pipelines. It also improves the Airflow orchestrator logic to accommodate for more real world scenarios. Check out the
low level API guide for more details!

What's Changed

Full Changelog: 0.5.1...0.5.2

Contributors

htahir1, schustmi, and alex-zenml
Assets 2
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0.5.1

23 Oct 19:07
@htahir1 htahir1
0.5.1
f970ac4
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0.5.1

0.5.1

0.5.1 builds on top of Slack of the 0.5.0 release with quick bug updates.

Overview

  • Pipeline can now be run via a YAML file. #132
  • CLI now let's you pull directly from GitHub examples folder. 🔥 Amazing @alex-zenml with #141!
  • ZenML now has full mypy compliance. 🎉 Thanks @schustmi for #140!
  • Numerous bugs and performance improvements. #136, @bcdurak great job with #142
  • Airflow orchestrator now bootstraps airflow locally and spins it up before running pipelines.
  • Added new docs with a low level API guide. #143

Our roadmap goes into further detail on the timeline. Vote on the next features now.

We encourage every user (old or new) to start afresh with this release. Please go over our latest docs and examples to get a hang of the new system.

Auto-generated docs:

Full Changelog: 0.5.0...0.5.1

Contributors

htahir1, schustmi, and 2 other contributors
Assets 2
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0.5.0

15 Oct 14:27
@schustmi schustmi
0.5.0
cf610fa
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0.5.0

0.5.0

This long-awaited ZenML release marks a seminal moment in the project's history. We present to you a complete
revamp of the internals of ZenML, with a fresh new design and API. While these changes are significant, and have been months
in the making, the original vision of ZenML has not wavered. We hope that the ZenML community finds the new
design choices easier to grasp and use, and we welcome feedback on the issues board.

Warning

0.5.0 is a complete API change from the previous versions of ZenML, and is a breaking upgrade. Fundamental
concepts have been changed, and therefore backwards compatibility is not maintained. Please use only this version
with fresh projects.

With such significant changes, we expect this release to also be breaking. Please report any bugs in the issue board, and
they should be addressed in upcoming releases.

Overview

  • Introducing a new functional API for creating pipelines and steps. This is now the default mechanism for building ZenML pipelines. read more
  • Steps now use Materializers to handle artifact serialization/deserialization between steps. This is a powerful change, and will be expanded upon in the future. read more
  • Introducing the new Stack paradigm: Easily transition from one MLOps stack to the next with a few CLI commands read more
  • Introducing a new Artifact, Typing, and Annotation system, with pydantic (and dataclasses) support read more
  • Deprecating the pipelines_dir: Now individual pipelines will be stored in their metadata stores, making the metadata store a single source of truth. read more
  • Deprecating the YAML config file: ZenML no longer natively compiles to an intermediate YAML-based representation. Instead, it compiles and deploys directly into the selected orchestrator's
    representation. While we do plan to support running pipelines directly through YAML in the future, it will no longer be
    the default route through which pipelines are run. read more about orchestrators here

Technical Improvements

  • A completely new system design, please refer to the docs.
  • Better type hints and docstrings.
  • Auto-completion support.
  • Numerous performance improvements and bug fixes, including a smaller dependency footprint.

What to expect in the next weeks and the new ZenML

Currently, this release is bare bones. We are missing some basic features which used to be part of ZenML 0.3.8 (the previous release):

  • Standard interfaces for TrainingPipeline.
  • Individual step interfaces like PreprocesserStep, TrainerStep, DeployerStep etc. need to be rewritten from within the new paradigm. They should
    be included in the non-RC version of this release.
  • A proper production setup with an orchestrator like Airflow.
  • A post-execution workflow to analyze and inspect pipeline runs.
  • The concept of Backends will evolve into a simple mechanism of transitioning individual steps into different runners.
  • Support for KubernetesOrchestrator, KubeflowOrchestrator, GCPOrchestrator and AWSOrchestrator are also planned.
  • Dependency management including Docker support is planned.

Our roadmap goes into further detail on the timeline.

We encourage every user (old or new) to start afresh with this release. Please go over our latest docs
and examples to get a hang of the new system.

Onwards and upwards to 1.0.0!

Assets 2
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0.3.8

07 Jun 07:09
@hamzamaiot hamzamaiot
0.3.8
86c7414
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0.3.8 
preparing 0.3.8
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0.3.7.1rc5

01 Jun 16:36
@bcdurak bcdurak
0.3.7.1rc5
68e41b5
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0.3.7.1rc5 Pre-release
Pre-release

preparing for 0.3.7.1

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