MLOps.NET Versions Save

Release notes

• Started using v0.4.0-beta of ML.NET.Templates which makes containers run on .NET 5 and the ability to access have a Swagger definition

Linked PRs

#505 #504 #503 #499

Breaking changes

• None

Release notes

• Updated MLOps.NET to .NET 5 and C# 9 🎉
• Added ability to specify path to the db for SQLite (thanks @WalternativE!) 🎉

Linked PRs

#371 #386

Breaking changes

• None

Release notes

• Added support to configure the use of a private or public container registry
• Added support to configure access to a Kubernetes cluster
• Added support to deploy a model to a Kubernetes cluster
• Added support to build and push a Docker image of an ASP.NET Core Web App serving a custom ML.NET model to a container registry
• Added support to register the model schema for a run (e.g. TMOdelInput and TModelOutput)
• Added support to automatically detect and log which package dependencies were used to train a model
• Added an initial global dotnet tool for MLOps.NET which enables CLI support for some common actions (thanks @AnoojNair!)

Linked PRs

#319 #323 #329 #345 #357 #377 #378 #382 #385 #387

Breaking changes

• DeployModelAsync is now called DeployModelToUriAsync

Release notes

• Added ability to track a column's data distributions (thanks @AnoojNair!)
• Added ability to set a deployment target as production or not (thanks @willvelida!)
• Added a package description
• Added ability to add a description to a registered model (thanks @willvelida!)
• Re-factored the underlying storage provider to ensure objects graphs are fully loaded

Breaking changes

• DeployModelAsync takes an additional argument
• DeployModelAsync returns a Deployment object instead of directly returning the deployment URI
• Renamed UseS3Repository to UseS3ModelRepository
• GetDeploymentUri's method signature has changed
• CreateRunAsync now returns a Run object instead of a Guid

Linked PRs

#270 #285 #287 #293 #295 #290 #288 #268 #291 #283

Release notes

• No added functionality from v0.3.1-beta apart from version updates
• This is the first public release of MLOps.NET ready for general availability

Linked PRs

• None

Release notes:

• Added support for URI deployment
• Added support for relational database migrations

Includes PRs:

#245 #246 #260

Changes in this Release

• Added support for tracking data
• Added support for tracking data hash
• Added support for data schema
• Data columns
• Added support to register models to be deployed
• Added support to use AWS as a model repository
• Multiple major refactors