mlflow 3.1.2

v3.1.2

on Python PyPI

MLflow 3.1.2 is a patch release that includes several bug fixes.

Bug fixes:

• [Tracking] Fix download_artifacts ignoring tracking_uri parameter (#16461, @harupy)
• [Models] Fix event type for ResponsesAgent error (#16427, @bbqiu)
• [Models] Remove falsey chat conversion for LangGraph models (#16601, @B-Step62)
• [Tracing] Use empty Resource when instantiating OTel provider to fix LiteLLM tracing issue (#16590, @B-Step62)

Small fixes and documentation updates:

#16568, #16454, #16617, #16605, #16569, #16553, #16625, @B-Step62; #16571, #16552, #16452, #16395, #16446, #16420, #16447, #16554, #16515, @frontsideair; #16558, #16443, #16457, @16442, #16449, @harupy; #16509, #16512, #16524, #16514, #16607, @TomeHirata; #16541, @copilot-swe-agent; #16427, @bbqiu; #16573, @daniellok-db; #16470, #16281, @BenWilson2