0.7.2

0.7.2 is a minor release which quickly patches some bugs found in the last release to do with Seldon and Mlflow deployment.

This release also features initial versions of two amazing new community-led integrations: HuggingFace and Weights&Biases!

• HuggingFace models are now supported to be passed through ZenML pipelines [see full example] -> Huge shoutout to @Ankur3107 for PR #467.
• You can now track your pipeline runs with Weights&Biases with the new enable_wandb decorator [see full example] -> Huge shoutout to @soumik12345 for PR #486.

Continuous model deployment with MLflow has been improved with ZenML 0.7.2. A new MLflow Model Deployer Stack component is now available and needs to be part of your stack to be able to deploy models:

zenml integration install mlflow
zenml model-deployer register mlflow --type=mlflow
zenml stack register local_with_mlflow -m default -a default -o default -d mlflow
zenml stack set local_with_mlflow

The MLflow Model Deployer is yet another addition to the list of Model Deployers available in ZenML. You can read more on deploying models to production with MLflow in our [Continuous Training and Deployment documentation section](https://docs.zenml.io/features/continuous training-and-deployment) and our MLflow deployment example.

What's Changed

• Fix the seldon deployment example by @htahir1 in #511
• Create base deployer and refactor MLflow deployer implementation by @wjayesh in #489
• Add nlp example by @Ankur3107 in #467
• Fix typos by @strickvl in #515
• Bugfix/hypothesis given doesnt work with fixture by @jwwwb in #513
• Bug: fix long Kubernetes labels in Seldon deployments by @stefannica in #514
• Change prediction_uri to prediction_url in MLflow deployer by @stefannica in #516
• Simplify HuggingFace Integration by @AlexejPenner in #517
• Weights & Biases Basic Integration by @htahir1 in #518

New Contributors

• @Ankur3107 made their first contribution to the HuggingFace integration in #467
• @soumik12345 from Weights&Biases also made their first contribution to the wandb integration in #486!

Full Changelog: 0.7.1...0.7.2