Release Candidate
MLflow 2.21.0rc0 is a pre-release for testing out major features planned in the stable release. To install, run the following command:
pip install mlflow==2.21.0rc0Please try it out and report any issues on the issue tracker!
Major New Features
- 📚 Documentation Redesign: MLflow documentation is fully revamped with a new MDX-based website that provides better navigation and makes it easier to find the information you need!
- ⚡️ FastAPI Scoring Server: The MLflow inference server has been migrated from Flask to FastAPI, enabling ASGI-based scalable inference for improved performance and throughput.
- 🔍 Enhanced Tracing Capabilities: MLflow Tracing now supports synchronous/asynchronous generators and auto-tracing for Async OpenAI, providing more flexible and comprehensive tracing options.
Deprecations
The following features are marked for deprecation:
- MLflow Recipes
- fastai and f2o flavors