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
Merge pull request #463 from omegaml/dependabot/pip/omegaml/server/gunicorn-22.0.0 c5597f8
build(deps): bump gunicorn from 20.1.0 to 22.0.0 in /omegaml/server cd59414
Merge pull request #450 from omegaml/add-server-dashboard 13e334a
add web ui dashboard 295514f
Merge pull request #462 from omegaml/various dca0ae1
Merge pull request #455 from omegaml/fix-cli-runtime-deploy 95f2a45
Merge pull request #459 from omegaml/monitoring-stability 1e02541
Merge pull request #460 from omegaml/tracking-stability 5796b8d
Merge pull request #456 from omegaml/remove-temp-files-on-exit abc45ae
Merge pull request #457 from omegaml/faster-lunamon-checks 1c72d7f
Merge pull request #458 from omegaml/fix-452 811569e
Merge pull request #451 from omegaml/enable-monitoring-mixins 7f99f17
enable drift stats mixins 66b13e4
Merge pull request #449 from omegaml/improve-minibatch-compat 69d3df7
improve minibatch compat 82403b5
Merge pull request #448 from omegaml/add-store-objinfo aafaf8d
add store object info, improve om top-level ux ce8d574
Merge pull request #447 from omegaml/improve-tracking 32b55f9
Merge pull request #444 from omegaml/updates-job-scheduling 64be919
Merge pull request #441 from omegaml/enable-relative-tracking-queries 9445bf0
Merge pull request #442 from omegaml/lunamon-status-monitoring e673075
Merge pull request #445 from omegaml/fix-mongodb-connection-timeout 07f1d2f
Merge pull request #446 from omegaml/upgrade-mongodb-7.x 7a9f56d
Merge pull request #440 from omegaml/update-dependencies 788dc2e
Merge pull request #439 from omegaml/tracking-range-query c4cda9a
Merge pull request #434 from omegaml/fix-mongodump a728dbc
Merge pull request #437 from omegaml/replace-datasets e9488da
Merge pull request #435 from omegaml/update-dependencies c546ee9
Merge pull request #433 from omegaml/further-docs 9f69d96
Merge pull request #432 from omegaml/add-background-monitor 34cf5a0
Merge pull request #361 from omegaml/further-docs 28bba15
Merge pull request #431 from omegaml/add-background-monitor d999670
add om.status() to report instant status of services 990b855
Merge pull request #387 from omegaml/add-auto-drift-monitoring 2247210
enable auto tracking, drift monitoring and alerts dfedf31
Bug Fixes¶
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
chore: various updates 15f2503
chore: cleanup tmp files upon exit and gc bc90a07
chore: faster lunamon checks 720391c
chore: improve tracking, monitoring api stability a3951fa
chore: improve job scheduling semantics 98b7c5d
chore: fix mongodb connection timeout cceb0e9
chore: ensure all mongo references are on 7.x ee75ef9
chore: remove pkg_resources dependencies 600389b
chore: upgrade mongodb, rabbitmq 20f649e