Release notes release/0.16.4
============================

Released 2025-01-29

New Features
------------

Model Drift Monitoring

* add automatic drift monitoring by @miraculixx in
  https://github.com/omegaml/omegaml/pull/387
* enable drift stats mixins by @miraculixx
  in https://github.com/omegaml/omegaml/pull/451
* feat: add more drift statistics by @miraculixx in
  https://github.com/omegaml/omegaml/pull/459

Model Tracking

* chore: improve tracking, monitoring api stability by @miraculixx in
  https://github.com/omegaml/omegaml/pull/447
* Experiment tracking data() datetime range query by @miraculixx in
  https://github.com/omegaml/omegaml/pull/439
* feat: enable since=queries using relative timespecs by @miraculixx in
  https://github.com/omegaml/omegaml/pull/441
* feat: enable sliced query of tracking data, improve stats by @miraculixx in
  https://github.com/omegaml/omegaml/pull/460

Web UI

* enable basic server dashboard by @miraculixx in
  https://github.com/omegaml/omegaml/pull/450
* feat: om.status(), om.runtime.status() improved monitoring by @miraculixx in
  https://github.com/omegaml/omegaml/pull/442
* add background monitor of services by @miraculixx in
  https://github.com/omegaml/omegaml/pull/431
* chore: faster lunamon checks by @miraculixx in
  https://github.com/omegaml/omegaml/pull/457

Other changes
-------------

Documentation
~~~~~~~~~~~~~

-  docs: update documentation by @miraculixx in
   https://github.com/omegaml/omegaml/pull/361
-  docs: build origin/master instead of local master by @miraculixx in
   https://github.com/omegaml/omegaml/pull/433

Various improvements and fixes
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

-  fix: enable cli runtime deploy task selection by @miraculixx in
   https://github.com/omegaml/omegaml/pull/455
-  chore: various updates by @miraculixx in
   https://github.com/omegaml/omegaml/pull/462
-  fix: replace datasets when requested by @miraculixx in
   https://github.com/omegaml/omegaml/pull/437
-  Add store objinfo by @miraculixx in
   https://github.com/omegaml/omegaml/pull/448
-  chore: cleanup tmp files upon exit and gc by @miraculixx in
   https://github.com/omegaml/omegaml/pull/456
-  chore: improve job scheduling semantics by @miraculixx in
   https://github.com/omegaml/omegaml/pull/444
-  fix: ensure subpath in experiment name is preserved in dataset by
   @miraculixx in https://github.com/omegaml/omegaml/pull/458

Dependencies
~~~~~~~~~~~~

-  chore: upgrade mongodb, rabbitmq by @miraculixx in
   https://github.com/omegaml/omegaml/pull/435
-  Fix mongodump by @miraculixx in
   https://github.com/omegaml/omegaml/pull/434
-  chore: remove pkg_resources dependencies by @miraculixx in
   https://github.com/omegaml/omegaml/pull/440
-  chore: ensure all mongo references are on 7.x by @miraculixx in
   https://github.com/omegaml/omegaml/pull/446
-  chore: fix mongodb connection timeout by @miraculixx in
   https://github.com/omegaml/omegaml/pull/445
-  improve minibatch compat by @miraculixx in
   https://github.com/omegaml/omegaml/pull/449
   https://github.com/omegaml/omegaml/pull/442

**Full Changelog**:
https://github.com/omegaml/omegaml/compare/release/0.16.3…release/0.16.4

Changes
~~~~~~~

-  Merge pull request #465 from omegaml/release-build-0.16.4
   `843afeb <https://github.com/omegaml/omegaml/commit/843afeb>`__
-  Merge pull request #463 from
   omegaml/dependabot/pip/omegaml/server/gunicorn-22.0.0
   `c5597f8 <https://github.com/omegaml/omegaml/commit/c5597f8>`__
-  build(deps): bump gunicorn from 20.1.0 to 22.0.0 in /omegaml/server
   `cd59414 <https://github.com/omegaml/omegaml/commit/cd59414>`__
-  Merge pull request #450 from omegaml/add-server-dashboard
   `13e334a <https://github.com/omegaml/omegaml/commit/13e334a>`__
-  add web ui dashboard
   `295514f <https://github.com/omegaml/omegaml/commit/295514f>`__
-  Merge pull request #462 from omegaml/various
   `dca0ae1 <https://github.com/omegaml/omegaml/commit/dca0ae1>`__
-  Merge pull request #455 from omegaml/fix-cli-runtime-deploy
   `95f2a45 <https://github.com/omegaml/omegaml/commit/95f2a45>`__
-  Merge pull request #459 from omegaml/monitoring-stability
   `1e02541 <https://github.com/omegaml/omegaml/commit/1e02541>`__
-  Merge pull request #460 from omegaml/tracking-stability
   `5796b8d <https://github.com/omegaml/omegaml/commit/5796b8d>`__
-  Merge pull request #456 from omegaml/remove-temp-files-on-exit
   `abc45ae <https://github.com/omegaml/omegaml/commit/abc45ae>`__
-  Merge pull request #457 from omegaml/faster-lunamon-checks
   `1c72d7f <https://github.com/omegaml/omegaml/commit/1c72d7f>`__
-  Merge pull request #458 from omegaml/fix-452
   `811569e <https://github.com/omegaml/omegaml/commit/811569e>`__
-  Merge pull request #451 from omegaml/enable-monitoring-mixins
   `7f99f17 <https://github.com/omegaml/omegaml/commit/7f99f17>`__
-  enable drift stats mixins
   `66b13e4 <https://github.com/omegaml/omegaml/commit/66b13e4>`__
-  Merge pull request #449 from omegaml/improve-minibatch-compat
   `69d3df7 <https://github.com/omegaml/omegaml/commit/69d3df7>`__
-  improve minibatch compat
   `82403b5 <https://github.com/omegaml/omegaml/commit/82403b5>`__
-  Merge pull request #448 from omegaml/add-store-objinfo
   `aafaf8d <https://github.com/omegaml/omegaml/commit/aafaf8d>`__
-  add store object info, improve om top-level ux
   `ce8d574 <https://github.com/omegaml/omegaml/commit/ce8d574>`__
-  Merge pull request #447 from omegaml/improve-tracking
   `32b55f9 <https://github.com/omegaml/omegaml/commit/32b55f9>`__
-  Merge pull request #444 from omegaml/updates-job-scheduling
   `64be919 <https://github.com/omegaml/omegaml/commit/64be919>`__
-  Merge pull request #441 from omegaml/enable-relative-tracking-queries
   `9445bf0 <https://github.com/omegaml/omegaml/commit/9445bf0>`__
-  Merge pull request #442 from omegaml/lunamon-status-monitoring
   `e673075 <https://github.com/omegaml/omegaml/commit/e673075>`__
-  Merge pull request #445 from omegaml/fix-mongodb-connection-timeout
   `07f1d2f <https://github.com/omegaml/omegaml/commit/07f1d2f>`__
-  Merge pull request #446 from omegaml/upgrade-mongodb-7.x
   `7a9f56d <https://github.com/omegaml/omegaml/commit/7a9f56d>`__
-  Merge pull request #440 from omegaml/update-dependencies
   `788dc2e <https://github.com/omegaml/omegaml/commit/788dc2e>`__
-  Merge pull request #439 from omegaml/tracking-range-query
   `c4cda9a <https://github.com/omegaml/omegaml/commit/c4cda9a>`__
-  Merge pull request #434 from omegaml/fix-mongodump
   `a728dbc <https://github.com/omegaml/omegaml/commit/a728dbc>`__
-  Merge pull request #437 from omegaml/replace-datasets
   `e9488da <https://github.com/omegaml/omegaml/commit/e9488da>`__
-  Merge pull request #435 from omegaml/update-dependencies
   `c546ee9 <https://github.com/omegaml/omegaml/commit/c546ee9>`__
-  Merge pull request #433 from omegaml/further-docs
   `9f69d96 <https://github.com/omegaml/omegaml/commit/9f69d96>`__
-  Merge pull request #432 from omegaml/add-background-monitor
   `34cf5a0 <https://github.com/omegaml/omegaml/commit/34cf5a0>`__
-  Merge pull request #361 from omegaml/further-docs
   `28bba15 <https://github.com/omegaml/omegaml/commit/28bba15>`__
-  Merge pull request #431 from omegaml/add-background-monitor
   `d999670 <https://github.com/omegaml/omegaml/commit/d999670>`__
-  add om.status() to report instant status of services
   `990b855 <https://github.com/omegaml/omegaml/commit/990b855>`__
-  Merge pull request #387 from omegaml/add-auto-drift-monitoring
   `2247210 <https://github.com/omegaml/omegaml/commit/2247210>`__
-  enable auto tracking, drift monitoring and alerts
   `dfedf31 <https://github.com/omegaml/omegaml/commit/dfedf31>`__

Bug Fixes
~~~~~~~~~

-  fix: enable cli runtime deploy task selection
   `8c7cc5e <https://github.com/omegaml/omegaml/commit/8c7cc5e>`__
-  fix: ensure subpath in experiment name is preserved in dataset
   `dbb11bc <https://github.com/omegaml/omegaml/commit/dbb11bc>`__
-  fix: experiment date range query
   `fb52ec9 <https://github.com/omegaml/omegaml/commit/fb52ec9>`__
-  fix: om cloud database export work with current
   mongodump/mongorestore
   `47490d4 <https://github.com/omegaml/omegaml/commit/47490d4>`__
-  fix: om.datasets.drop() ignores replace=True
   `b8597a1 <https://github.com/omegaml/omegaml/commit/b8597a1>`__

Features
~~~~~~~~

-  feat: add more drift statistics
   [a6a4fdb][a6a4fdb](https://github.com/omegaml/omegaml/commit/a6a4fdb)
-  feat: enable sliced query of tracking data, improve stats
   [dc33f42][dc33f42](https://github.com/omegaml/omegaml/commit/dc33f42)
-  feat: enable since= queries using relative timespecs
   [61d6ec4][61d6ec4](https://github.com/omegaml/omegaml/commit/61d6ec4)
-  feat: om.status(), om.runtime.status() improved monitoring
   [5c00bc1][5c00bc1](https://github.com/omegaml/omegaml/commit/5c00bc1)
-  feat: add background monitor
   [b624ad7][b624ad7](https://github.com/omegaml/omegaml/commit/b624ad7)

Chores
~~~~~~

-  chore: update test images
   `6658057 <https://github.com/omegaml/omegaml/commit/6658057>`__
-  chore: various updates
   `15f2503 <https://github.com/omegaml/omegaml/commit/15f2503>`__
-  chore: cleanup tmp files upon exit and gc
   `bc90a07 <https://github.com/omegaml/omegaml/commit/bc90a07>`__
-  chore: faster lunamon checks
   `720391c <https://github.com/omegaml/omegaml/commit/720391c>`__
-  chore: improve tracking, monitoring api stability
   `a3951fa <https://github.com/omegaml/omegaml/commit/a3951fa>`__
-  chore: improve job scheduling semantics
   `98b7c5d <https://github.com/omegaml/omegaml/commit/98b7c5d>`__
-  chore: fix mongodb connection timeout
   `cceb0e9 <https://github.com/omegaml/omegaml/commit/cceb0e9>`__
-  chore: ensure all mongo references are on 7.x
   `ee75ef9 <https://github.com/omegaml/omegaml/commit/ee75ef9>`__
-  chore: remove pkg_resources dependencies
   `600389b <https://github.com/omegaml/omegaml/commit/600389b>`__
-  chore: upgrade mongodb, rabbitmq
   `20f649e <https://github.com/omegaml/omegaml/commit/20f649e>`__

.. _documentation-1:

Documentation
~~~~~~~~~~~~~

-  docs: build origin/master instead of local master
   `5b85e95 <https://github.com/omegaml/omegaml/commit/5b85e95>`__
-  docs: improve documentation
   `d96067e <https://github.com/omegaml/omegaml/commit/d96067e>`__