v2.21.0rc0
📦 mlflowView on GitHub →
✨ 3 features⚡ 2 deprecations
Summary
MLflow 2.21.0rc0 introduces a redesigned documentation site, migrates the scoring server to FastAPI, and adds enhanced tracing capabilities, while deprecating Recipes and fastai/f2o flavors.
Migration Steps
- Install the release candidate with `pip install mlflow==2.21.0rc0`.
- Update any custom inference server code to be compatible with FastAPI if you were directly using the Flask server APIs.
✨ New Features
- Documentation redesign with a new MDX-based website (see https://mlflow.org/docs/latest/)
- FastAPI scoring server replaces Flask for ASGI‑based scalable inference (see https://mlflow.org/docs/latest/deployment/deploy-model-locally/#serving-frameworks)
- Enhanced tracing now supports synchronous/asynchronous generators and auto‑tracing for Async OpenAI (see https://mlflow.org/docs/latest/tracing/)
⚡ Deprecations
- MLflow Recipes
- fastai and f2o flavors