MLflow v1.2 Release Notes
Release Date: 2019-08-09 // over 4 years ago-
MLflow 1.2 includes the following major features and improvements:
- Experiments now have editable tags and descriptions (#1630, #1632, #1678, @ankitmathur-db)
- ๐ค Search latency has been significantly reduced in the SQLAlchemyStore (#1660, @t-henri)
More features and improvements
- ๐ Backend stores now support run tag values up to 5000 characters in length. Some store implementations may support longer tag values (#1687, @ankitmathur-db)
- Gunicorn options can now be configured for the
mlflow models serve
CLI with theGUNICORN_CMD_ARGS
environment variable (#1557, @LarsDu) - ๐ป Jsonnet artifacts can now be previewed in the UI (#1683, @ankitmathur-db)
- ๐ Adds an optional
python_version
argument tomlflow_install
for specifying the Python version (e.g. "3.5") to use within the conda environment created for installing the MLflow CLI. Ifpython_version
is unspecified,mlflow_install
defaults to using Python 3.6. (#1722, @smurching)
๐ Bug fixes and documentation updates
- [Tracking] The Autologging feature is now more resilient to tracking errors (#1690, @apurva-koti)
- ๐ [Tracking] The
runs
field in in theGetExperiment.Response
proto has been deprecated & will be removed in MLflow 2.0. Please use theSearch Runs
API for fetching runs instead (#1647, @dbczumar) - ๐ณ [Projects] Fixed a bug that prevented docker-based MLflow Projects from logging artifacts to the
LocalArtifactRepository
(#1450, @nlaille) - [Projects] Running MLflow projects with the
--no-conda
flag in R no longer requires Anaconda to be installed (#1650, @spadarian) - ๐ [Models/Scoring] Fixed a bug that prevented Spark UDFs from being loaded on Databricks (#1658, @smurching)
- ๐ป [UI] AJAX requests made by the MLflow Server Frontend now specify correct MIME-Types (#1679, @ynotzort)
- ๐ป [UI] Previews now render correctly for artifacts with uppercase file extensions (e.g.,
.JSON
,.YAML
) (#1664, @ankitmathur-db) - ๐ป [UI] Fixed a bug that caused search API errors to surface a Niagara Falls page (#1681, @dbczumar)
- [Installation] MLflow dependencies are now selected properly based on the target installation platform (#1643, @akshaya-a)
- ๐ [UI] Fixed a bug where the "load more" button in the experiment view did not appear on browsers in Windows (#1718, @Zangr)
โก๏ธ Small bug fixes and doc updates (#1663, #1719, @dbczumar; #1693, @max-allen-db; #1695, #1659, @smurching; #1675, @jdlesage; #1699, @ankitmathur-db; #1696, @aarondav; #1710, #1700, #1656, @apurva-koti)