0.6.3

0.6.3

With ZenML 0.6.3, you can now run your ZenML steps on Sagemaker and AzureML! It's normal to have certain steps that require specific hardware on which to run model training, for example, and this latest release gives you the power to switch out hardware for individual steps to support this.

We added a new Tensorboard visualisation that you can make use of when using our Kubeflow Pipelines integration. We handle the background processes needed to spin up this interactive web interface that you can use to visualise your model's performance over time.

Behind the scenes we gave our integration testing suite a massive upgrade, fixed a number of smaller bugs and made documentation updates. For a detailed look at what's changed, see below:

What's Changed

• Fix typo by @wjayesh in #432
• Remove tabulate dependency (replaced by rich) by @jwwwb in #436
• Fix potential issue with local integration tests by @schustmi in #428
• Remove support for python 3.6 by @schustmi in #437
• Create clean test repos in separate folders by @michael-zenml in #430
• Copy explicit materializers before modifying, log correct class by @schustmi in #434
• Fix typo in mysql password parameter by @pafpixel in #438
• Pytest-fixture for separate virtual environments for each integration test by @AlexejPenner in #405
• Bugfix/fix failing tests due to comments step by @AlexejPenner in #444
• Added --use-virtualenvs option to allow choosing envs to run by @AlexejPenner in #445
• Log whether a step was cached by @strickvl in #435
• Added basic integration tests for remaining examples by @strickvl in #439
• Improve error message when provisioning local kubeflow resources with a non-local container registry. by @schustmi in #442
• Enable generic step inputs and outputs by @schustmi in #440
• Removed old reference to a step that no longer exists by @AlexejPenner in #452
• Correctly use custom kubernetes context if specified by @schustmi in #451
• Fix CLI stack component describe/list commands by @schustmi in #450
• Ignore type of any tfx proto file by @schustmi in #453
• Another boyscout pr on the gh actions by @AlexejPenner in #455
• Upgrade TFX to 1.6.1 by @jwwwb in #441
• Added ZenFiles to README by @htahir1 in #457
• Upgrade rich from 11.0 to 12.0 by @strickvl in #458
• Add Kubeflow tensorboard viz and fix tensorflow file IO for cloud back-ends by @stefannica in #447
• Implementing the explain subcommand by @bcdurak in #460
• Implement AzureML and Sagemaker step operators by @schustmi in #456

New Contributors

• @pafpixel made their first contribution in #438