Omegaml

What's Changed
* use sqlalchemy prepared statements for pd.read_sql by miraculixx in https://github.com/omegaml/omegaml/pull/294
* sanitize mongodb query filters by miraculixx in https://github.com/omegaml/omegaml/pull/293
* streamline extdmetadata handling resp. X, Y, result by miraculixx in https://github.com/omegaml/omegaml/pull/291
* upgrade mongodb 5.x by miraculixx in https://github.com/omegaml/omegaml/pull/232
* enable using mongodb as a result backend by miraculixx in https://github.com/omegaml/omegaml/pull/300
* Upgrade celery 5 by miraculixx in https://github.com/omegaml/omegaml/pull/234


**Full Changelog**: https://github.com/omegaml/omegaml/compare/release/0.15.3...release/0.15.4-rc1

What's Changed
* [Snyk] Fix for 4 vulnerabilities by snyk-bot in https://github.com/omegaml/omegaml/pull/299
* [Snyk] Security upgrade tensorflow/tensorflow from 2.10.0rc3-gpu-jupyter to 2.11.0rc1-gpu-jupyter by omegaml in https://github.com/omegaml/omegaml/pull/290
* [Snyk] Security upgrade tensorflow/tensorflow from 2.10.0rc3-gpu-jupyter to 2.11.0rc0-gpu-jupyter by snyk-bot in https://github.com/omegaml/omegaml/pull/289


**Full Changelog**: https://github.com/omegaml/omegaml/compare/release/0.15.4-rc1...release/0.15.4-rc2

* build 0.15.3 by miraculixx in https://github.com/omegaml/omegaml/pull/298


**Full Changelog**: https://github.com/omegaml/omegaml/compare/0.15.2...release/0.15.3

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

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

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-rc4

This release introduces important additions and improvements

*new features*

- interactive and automated experiment metrics and performance tracking in model training and serving
- easy systems metrics performance logging on a per-task basis
- enable using mlflow models, model registry and projects
- using R as a programming environment, including datasets, models, scripts, jobs (notebooks)

*major improvements*

- releases are now tested on the fully ready data science images from jupyter stacks and tensorflow
- refactor to miniforge, replacing miniconda
- enable external documentation in metadata using help()
- enable mongodb+srv URLs

*changes*

51dddd5 combined updates across all release base builds (208) (213)
fbc1a4e enable r integration in oss release (205)
afc6978 upgrade to docker stacks datascience-notebook (207)
1dee325 cli: runtime env install properly processes --file option (204)
d422fd9 use miniforge3 as a base environment (206)
3e64d18 enable running MLFlow models from tracking uri (202)
302e329 cloud login shall request in-cluster services if running in cluster (201)
beb12b6 various updates (200)
eaba8a1 enable mlflow integration (197)
1cfb414 updating logging semantics (198)
e249b85 add a profiling experiment tracker that records cpu, memory, disk data (196)
4e666b7 enable tracking link to model metadata (193)
b467920 improve tracking (195)
81cf5ce add generic runtime call tracking and experiment store (189)
8d430dc fix kwargs on rawfile get() (192)
39ca30e enable implicit url support in OmegaStore.help() (191)
182f901 enable om shell jupyter (188)
c512cc0 update dependencies to better match compatible packages (190)
093f9f2 minor maintenance items (187)
989c2ca enable multi-cloud provider access to k8s status (179)
2ddd03f ensure pickable collection recreates mongoclient with ssl flag, even if not in om.defaults (178)
772eda1 enable dns uris in mongodb+srv format (182)
b841248 several updates (180)

What's Changed
* several updates by miraculixx in https://github.com/omegaml/omegaml/pull/180
* Enable mongodb srv uris by miraculixx in https://github.com/omegaml/omegaml/pull/182
* Fix 177 by miraculixx in https://github.com/omegaml/omegaml/pull/178
* Enable cloud k8s queries by miraculixx in https://github.com/omegaml/omegaml/pull/179
* minor maintenance items by miraculixx in https://github.com/omegaml/omegaml/pull/187
* update dependencies to better match compatible packages by miraculixx in https://github.com/omegaml/omegaml/pull/190
* allow starting of omega-ml connected jupyter by using om shell by miraculixx in https://github.com/omegaml/omegaml/pull/188
* Enable external help links by miraculixx in https://github.com/omegaml/omegaml/pull/191
* fix kwargs on rawfile get() by omegaml in https://github.com/omegaml/omegaml/pull/192
* Enable implicit experiments by miraculixx in https://github.com/omegaml/omegaml/pull/189
* improve tracking by miraculixx in https://github.com/omegaml/omegaml/pull/195
* enable tracking link to model metadata by miraculixx in https://github.com/omegaml/omegaml/pull/193
* Enable experiment profiling by miraculixx in https://github.com/omegaml/omegaml/pull/196
* Fix runtime logging by miraculixx in https://github.com/omegaml/omegaml/pull/198
* Enable mlflow by miraculixx in https://github.com/omegaml/omegaml/pull/197
* various updates by miraculixx in https://github.com/omegaml/omegaml/pull/200
* cloud login shall request in-cluster services if running in cluster by miraculixx in https://github.com/omegaml/omegaml/pull/201
* enable running MLFlow models from tracking uri by miraculixx in https://github.com/omegaml/omegaml/pull/202
* use miniforge3 as a base environment by miraculixx in https://github.com/omegaml/omegaml/pull/206
* Fix envinstall 203 by miraculixx in https://github.com/omegaml/omegaml/pull/204
* upgrade to docker stacks datascience-notebook by miraculixx in https://github.com/omegaml/omegaml/pull/207
* enable r integration in oss release by miraculixx in https://github.com/omegaml/omegaml/pull/205
* combined updates across all release base builds (208) by miraculixx in https://github.com/omegaml/omegaml/pull/213


**Full Changelog**: https://github.com/omegaml/omegaml/compare/0.14.0...0.15.1

*Key features*
- data revisions enable automated revision tracking for pandas Dataframes
- task callbacks provide easy to use follow up task handling for the remote runtime
- csv, image and binary files handling is now supported by the cli

*changes*
faf6f31 release support for tenant deployment in commercial edition (173)
fcb7102 Wip (166)
062593f enable apphub remote cluster at different url from restapi (170)
f0bfd55 replace flaskrestplus, enable better cli support for csv, image and binary files (172)
5440ad2 enable automated data revisions for dataframes (171)
94902a4 enable task callbacks (157)
98b204a add improvements for job.map() (162)
59eb185 document release process (161)
02cd1ba Python39 (167)
d7a6301 restrict license to No Sell, Consulting Yes clause (165)
d824359 Rename NOSELLCLAUSE to LICENSE-NOSELLCLAUSE (164)
03962ea Create NOSELLCLAUSE (163)
567f15f Improve docs (158)