Change8

v2.21.0rc0

📦 mlflowView on GitHub →
3 features2 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

  1. Install the release candidate with `pip install mlflow==2.21.0rc0`.
  2. 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