New Features

• feature: enable core gen ai features by @miraculixx in #476
• docs: add changes 0.16.4 by @miraculixx in #482

Other Changes

Various improvements and fixes

• chore: tensorflow is lazy-loaded by @miraculixx in #453
• chore - fix ipython dependency issue by @miraculixx in #479
• chore: support celery 5.5 by @miraculixx in #478
• chore: various updates by @miraculixx in #481
• build(deps): bump gunicorn from 22.0.0 to 23.0.0 in /omegaml/server by @dependabot in #473
• ci: publish latest docs to gh-pages by @miraculixx in #486

Full Changelog: release/0.16.4...release/0.17.0

New Features

Model Drift Monitoring

• add automatic drift monitoring by @miraculixx in #387
• enable drift stats mixins by @miraculixx in #451
• feat: add more drift statistics by @miraculixx in #459

Model Tracking

• chore: improve tracking, monitoring api stability by @miraculixx in #447
• Experiment tracking data() datetime range query by @miraculixx in #439
• feat: enable since= queries using relative timespecs by @miraculixx in #441
• feat: enable sliced query of tracking data, improve stats by @miraculixx in #460

Web UI

• enable basic server dashboard by @miraculixx in #450
• feat: om.status(), om.runtime.status() improved monitoring by @miraculixx in
• add background monitor of services by @miraculixx in #431
• chore: faster lunamon checks by @miraculixx in #457

Other changes

Documentation

• docs: update documentation by @miraculixx in #361
• docs: build origin/master instead of local master by @miraculixx in #433

Various improvements and fixes

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

Dependencies

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

Full Changelog: release/0.16.3...release/0.16.4

dependency upgrades, enhancements for minibatch streams, data pipelines, service APIs, UX.

What's Changed

• TrackingProvider now allows for batching of data retrieval by @miraculixx in #384
• update dependencies by @miraculixx in #390
• update R installation by @omegaml in #391
• improve om.streams semantics by @miraculixx in #388
• update based on snyk report by @miraculixx in #395
• update datapipeline for parallel map-style processing by @miraculixx in #396
• update dependencies by @miraculixx in #397
• fix recursion issue due to pymongo 4.7 by @miraculixx in #405
• fix tracking fails on added columns by @miraculixx in #401
• enhance input/output validation by @miraculixx in #398
• add R installation to docker file by @miraculixx in #399
• dependency updates by @miraculixx in #407
• enable nullable schema fields by @miraculixx in #413
• ensure runtime.require() updates routing options by @miraculixx in #417
• AuthenticationEnv.prepare_env() sets None value as blank by @miraculixx in #415
• disable monogdb logging on startup by @miraculixx in #418
• add loading progress spinner by @miraculixx in #419
• ignore local mongoinit.js by @miraculixx in #420
• fix pandas 2.x compatibility by @miraculixx in #421
• allow setting worker concurrency from env by @miraculixx in #422
• fix envinstall pip error by @miraculixx in #426
• speedup omega base loading by @miraculixx in #427
• Bump version: 0.16.2 → 0.16.3-dev1 by @miraculixx in #409

Full Changelog: release/0.16.2...release/0.16.3

What's Changed

• TrackingProvider now allows for batching of data retrieval by @miraculixx in #384
• update dependencies by @miraculixx in #390
• update R installation by @omegaml in #391
• improve om.streams semantics by @miraculixx in #388
• update based on snyk report by @miraculixx in #395
• update datapipeline for parallel map-style processing by @miraculixx in #396
• update dependencies by @miraculixx in #397
• fix recursion issue due to pymongo 4.7 by @miraculixx in #405
• fix tracking fails on added columns by @miraculixx in #401
• enhance input/output validation by @miraculixx in #398
• add R installation to docker file by @miraculixx in #399
• dependency updates by @miraculixx in #407

Full Changelog: release/0.16.2...0.16.3-dev1

Address security issues and minor functional maintenance

What's Changed

• update security policy by @omegaml in #366
• Update security by @miraculixx in #368
• Update security by @omegaml in #369
• Update security by @omegaml in #370
• add .snyk file by @omegaml in #371
• add .snyk file by @omegaml in #372
• add .snyk file by @omegaml in #373
• pin pandas dependency to circumvent sqlite testing issue by @miraculixx in #375
• upgrade circle-ci image by @miraculixx in #376
• Update security by @miraculixx in #374
• backport tarfile.extractall filter to Python < 3.12 by @miraculixx in #379
• Simplify revisions by @miraculixx in #380
• improve virtualobj storing by @miraculixx in #378
• enable objects preloading and caching by @miraculixx in #381
• Fix mlflow project recreate by @miraculixx in #382
• Release build 0.16.2 by @miraculixx in #377

Full Changelog: release/0.16.1...release/0.16.2

Update dependencies, improve tracking semantics, bug fixes.

What's Changed

• Improve tracking semantics by @miraculixx in #351
• fix error raised by tracking when when tensorflow is missing by @miraculixx in #356
• Fix virtualobj dashserve by @miraculixx in #355
• Enable custom http status by @miraculixx in #354
• Enable metadata require by @miraculixx in #357
• improve runtime require() semantics by @miraculixx in #358
• upgrade dependencies by @miraculixx in #359

Full Changelog: release/0.16.0...release/0.16.1

What's Changed

• release build 0.15.6 by @miraculixx in #326
• Improve tracking semantics by @miraculixx in #351
• fix error raised by tracking when when tensorflow is missing by @miraculixx in #356
• Fix virtualobj dashserve by @miraculixx in #355
• Enable custom http status by @miraculixx in #354
• Enable metadata require by @miraculixx in #357
• improve runtime require() semantics by @miraculixx in #358
• upgrade dependencies by @miraculixx in #359
• Bump version: 0.16.1-dev1 → 0.16.1-rc1 by @omegaml in #360

Full Changelog: release/0.16.0...release/0.16.1-rc1

What's Changed

• upgrade dependencies to pandas, jupyterhub by @miraculixx in #324
• ensure sql connection string secrets are properly encoded by @miraculixx in #327
• Enhance tracking by @miraculixx in #316
• upgrade rabbitmq to latest release by @miraculixx in #328
• refactor jupyterlab 4.0 dependency to nbclassic by @miraculixx in #330
• more promotion backends by @miraculixx in #285
• combine swagger docs from multiple services by @miraculixx in #331
• Create SECURITY.md by @miraculixx in #333
• [Snyk] Security upgrade tensorflow/tensorflow from 2.11.0rc1-gpu-jupyter to 2.13.0rc0-gpu-jupyter by @omegaml in #329
• upgrade dependencies by @miraculixx in #334
• Fix flask dependency by @miraculixx in #338
• update jupyter hub by @miraculixx in #343
• fix IndexError on empty model version by @miraculixx in #345
• Fix 346 empty swagger input by @miraculixx in #347
• [Snyk] Security upgrade tensorflow/tensorflow from 2.13.0rc0-gpu-jupyter to 2.13.0-gpu-jupyter by @omegaml in #349
• [Snyk] Security upgrade tensorflow/tensorflow from 2.13.0rc0-gpu-jupyter to 2.13.0rc2-gpu-jupyter by @omegaml in #337
• [Snyk] Security upgrade jupyterhub/jupyterhub from latest to 4.0.2 by @omegaml in #342
• Update sql docs by @miraculixx in #323
• cli: om load from config file, if exists outside of current directory by @miraculixx in #348
• update makefile by @miraculixx in #350
• log exceptions in runtime tasks by @miraculixx in #336

Full Changelog: release/0.15.5...release/0.16.0

What's Changed

• upgrade dependencies to pandas, jupyterhub by @miraculixx in #324
• ensure sql connection string secrets are properly encoded by @miraculixx in #327
• Enhance tracking by @miraculixx in #316
• upgrade rabbitmq to latest release by @miraculixx in #328
• refactor jupyterlab 4.0 dependency to nbclassic by @miraculixx in #330
• more promotion backends by @miraculixx in #285
• combine swagger docs from multiple services by @miraculixx in #331
• Create SECURITY.md by @miraculixx in #333
• [Snyk] Security upgrade tensorflow/tensorflow from 2.11.0rc1-gpu-jupyter to 2.13.0rc0-gpu-jupyter by @omegaml in #329
• upgrade dependencies by @miraculixx in #334

Full Changelog: release/0.15.5...0.15.6-rc1

What's Changed

• use sqlalchemy prepared statements for pd.read_sql by @miraculixx in #294
• sanitize mongodb query filters by @miraculixx in #293
• streamline extdmetadata handling resp. X, Y, result by @miraculixx in #291
• upgrade mongodb 5.x by @miraculixx in #232
• enable using mongodb as a result backend by @miraculixx in #300
• Upgrade celery 5 by @miraculixx in #234
• Om logger python logging optional by @miraculixx in #311
• Enable restapi buckets by @miraculixx in #309
• Arbitrary virtualobj loading by @miraculixx in #310
• Improve sql cnx caching by @miraculixx in #308
• enable small datasets to be passed as part of the message by @miraculixx in #312
• release build 0.15.5 by @miraculixx in #313

Security fixes

• [Snyk] Fix for 4 vulnerabilities by @snyk-bot in #299
• [Snyk] Security upgrade tensorflow/tensorflow from 2.10.0rc3-gpu-jupyter to 2.11.0rc1-gpu-jupyter by @omegaml in #290
• [Snyk] Security upgrade tensorflow/tensorflow from 2.10.0rc3-gpu-jupyter to 2.11.0rc0-gpu-jupyter by @snyk-bot in #289

Full Changelog: release/0.15.3...release/0.15.5