This release provides dependency upgrades, bug fixes and various improvements.
Key functional improvements:
* `om.runtime.swagger()` provides generic swagger support for custom services, served at `/api/service`
* swagger services support input/output data type verification for models and scripts
* `om.logger.show()` provides direct, easy access to the logger dataset, now preferred v.s `om.logger.dataset`
* extended REST API authentication for JWT-based schemes (commercial deployments)
* `om runtime serve` cli command provides selective api serving, gunicorn-backed
* `om runtime deploy` cli command provides yaml-configured repeatable cli invocations
* runtime logging amends userid, taskid for easier tracing (commercial deployments)
What's Changed
* Further docs by miraculixx in https://github.com/omegaml/omegaml/pull/209
* upgrade dependencies by miraculixx in https://github.com/omegaml/omegaml/pull/215
* Fix 211 by miraculixx in https://github.com/omegaml/omegaml/pull/212
* Enable easier objects imexport 216 by miraculixx in https://github.com/omegaml/omegaml/pull/217
* Simplify qualifiers by miraculixx in https://github.com/omegaml/omegaml/pull/219
* Further docs by miraculixx in https://github.com/omegaml/omegaml/pull/214
* various updates by miraculixx in https://github.com/omegaml/omegaml/pull/222
* Enable runtime serve by miraculixx in https://github.com/omegaml/omegaml/pull/210
* Remove unused by miraculixx in https://github.com/omegaml/omegaml/pull/224
* Upgrade mongodb by miraculixx in https://github.com/omegaml/omegaml/pull/220
* Performance gains by miraculixx in https://github.com/omegaml/omegaml/pull/223
* Auth refactor by miraculixx in https://github.com/omegaml/omegaml/pull/226
* fup auth refactor updates by miraculixx in https://github.com/omegaml/omegaml/pull/228
* upgrade rabbitmq by miraculixx in https://github.com/omegaml/omegaml/pull/229
* upgrade pymongo 4.1 by miraculixx in https://github.com/omegaml/omegaml/pull/225
* fup to auth env refactorign, upgrades of pymongo, performance tuning by miraculixx in https://github.com/omegaml/omegaml/pull/230
* enable client-provided jwt authentication by miraculixx in https://github.com/omegaml/omegaml/pull/233
* bug fixes by miraculixx in https://github.com/omegaml/omegaml/pull/236
* runtime.scripts/tasks uses delegate pattern to call the backend by miraculixx in https://github.com/omegaml/omegaml/pull/240
* Improve token auth by miraculixx in https://github.com/omegaml/omegaml/pull/242
* add pre-/post task hooks using common .perform() backend method by miraculixx in https://github.com/omegaml/omegaml/pull/246
* fix compressed export filename by miraculixx in https://github.com/omegaml/omegaml/pull/245
* refactor package build by miraculixx in https://github.com/omegaml/omegaml/pull/250
* refactor tracking dataset metadata by miraculixx in https://github.com/omegaml/omegaml/pull/249
* Py38 stability by miraculixx in https://github.com/omegaml/omegaml/pull/251
* Enable swagger api by miraculixx in https://github.com/omegaml/omegaml/pull/244
* Fix mlflow gitissue by miraculixx in https://github.com/omegaml/omegaml/pull/257
* Pandas dtypes api spec by miraculixx in https://github.com/omegaml/omegaml/pull/256
* win10.x compatibility by miraculixx in https://github.com/omegaml/omegaml/pull/255
* python 3.10 build support by miraculixx in https://github.com/omegaml/omegaml/pull/260
* Enable om deploy by miraculixx in https://github.com/omegaml/omegaml/pull/261
* simplify logger access by miraculixx in https://github.com/omegaml/omegaml/pull/264
* remove apikey from log output by miraculixx in https://github.com/omegaml/omegaml/pull/266
* simplify logger access by omegaml in https://github.com/omegaml/omegaml/pull/265
* Experiments log effective userid by miraculixx in https://github.com/omegaml/omegaml/pull/262
* extend swagger api mapping by miraculixx in https://github.com/omegaml/omegaml/pull/268
* improve windows compatibility by miraculixx in https://github.com/omegaml/omegaml/pull/270
* [Snyk] Security upgrade urllib3 from 1.24.3 to 1.26.5 by omegaml in https://github.com/omegaml/omegaml/pull/259
* [Snyk] Security upgrade protobuf from 3.8.0 to 3.18.3 by snyk-bot in https://github.com/omegaml/omegaml/pull/263
* [Snyk] Security upgrade joblib from 0.13.2 to 1.2.0 by snyk-bot in https://github.com/omegaml/omegaml/pull/267
* [Snyk] Security upgrade tensorflow/tensorflow from 2.2.0-gpu-jupyter to 2.10.0rc3-gpu-jupyter by snyk-bot in https://github.com/omegaml/omegaml/pull/248
* load config file for local in-memory worker by miraculixx in https://github.com/omegaml/omegaml/pull/243
* ensure om.runtime default tracking is applied by miraculixx in https://github.com/omegaml/omegaml/pull/272
* [Snyk] Fix for 69 vulnerabilities by omegaml in https://github.com/omegaml/omegaml/pull/273
* Enable celery monitoring hook by miraculixx in https://github.com/omegaml/omegaml/pull/274
* Enable versioned virtualmodels by miraculixx in https://github.com/omegaml/omegaml/pull/278
* allow read-only mongodb user by miraculixx in https://github.com/omegaml/omegaml/pull/282
* allow dedicated apphub url by miraculixx in https://github.com/omegaml/omegaml/pull/279
* runtime export: allow override action by miraculixx in https://github.com/omegaml/omegaml/pull/280
* update build dependencies by miraculixx in https://github.com/omegaml/omegaml/pull/286
New Contributors
* snyk-bot made their first contribution in https://github.com/omegaml/omegaml/pull/263
**Full Changelog**: https://github.com/omegaml/omegaml/compare/0.15.1...0.15.2