Release notes release/0.15.3
============================

Released 2022-10-27

Update of dependencies, enhancements to REST APIs and when running
``job.map()`` in a cloud setup

What’s Changed
--------------

-  Enable nbtasks auth env by @miraculixx in
   https://github.com/omegaml/omegaml/pull/283
-  Enable swagger array objects by @miraculixx in
   https://github.com/omegaml/omegaml/pull/281
-  upgrade dependencies by @miraculixx in
   https://github.com/omegaml/omegaml/pull/295
-  Release 0.15.3 by @miraculixx in
   https://github.com/omegaml/omegaml/pull/288
-  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

Changes
~~~~~~~

-  Merge pull request #298 from omegaml/release-build-0.15.3
   `87d3d34 <https://github.com/omegaml/omegaml/commit/87d3d34>`__
-  build 0.15.3
   `f6bb158 <https://github.com/omegaml/omegaml/commit/f6bb158>`__
-  Merge pull request #288 from omegaml/release-0.15.3
   `b1f1bd8 <https://github.com/omegaml/omegaml/commit/b1f1bd8>`__
-  Bump version: 0.15.3-rc1 → 0.15.3
   `fdf1288 <https://github.com/omegaml/omegaml/commit/fdf1288>`__
-  upgrade dependencies
   `7698873 <https://github.com/omegaml/omegaml/commit/7698873>`__
-  Bump version: 0.15.3-dev1 → 0.15.3-rc1
   `536a63e <https://github.com/omegaml/omegaml/commit/536a63e>`__
-  Merge pull request #295 from omegaml/upgrade-dependencies
   `cc5682d <https://github.com/omegaml/omegaml/commit/cc5682d>`__
-  Bump version: 0.15.2 → 0.16.0-dev1
   `053a87f <https://github.com/omegaml/omegaml/commit/053a87f>`__
-  Merge pull request #281 from omegaml/enable-swagger-array-objects
   `43e53c6 <https://github.com/omegaml/omegaml/commit/43e53c6>`__
-  enable swagger responses as list of objects
   `96e97ce <https://github.com/omegaml/omegaml/commit/96e97ce>`__
-  Merge pull request #283 from omegaml/enable-nbtasks-auth-env
   `6a48446 <https://github.com/omegaml/omegaml/commit/6a48446>`__
-  nbtasks: uses task authentication env
   `7e4b6da <https://github.com/omegaml/omegaml/commit/7e4b6da>`__
-  Merge pull request #247 from omegaml/release-build
   `ed01fb1 <https://github.com/omegaml/omegaml/commit/ed01fb1>`__
-  change to pytest
   `76168aa <https://github.com/omegaml/omegaml/commit/76168aa>`__
-  Merge pull request #286 from omegaml/update-dependencies
   `3bf7c0a <https://github.com/omegaml/omegaml/commit/3bf7c0a>`__
-  dependencies
   `69b3f03 <https://github.com/omegaml/omegaml/commit/69b3f03>`__
-  Merge pull request #280 from omegaml/runtime-export-override-action
   `c6c4dbd <https://github.com/omegaml/omegaml/commit/c6c4dbd>`__
-  runtime export: allow override action
   `ff13016 <https://github.com/omegaml/omegaml/commit/ff13016>`__
-  Merge pull request #279 from omegaml/allow-dedicated-apphub-url
   `f6d0c9c <https://github.com/omegaml/omegaml/commit/f6d0c9c>`__
-  allow dedicated apphub url
   `ac32ca6 <https://github.com/omegaml/omegaml/commit/ac32ca6>`__
-  Merge pull request #282 from omegaml/allow-readonly-mongodb-user
   `736d488 <https://github.com/omegaml/omegaml/commit/736d488>`__
-  allow read-only mongodb user
   `c67e0be <https://github.com/omegaml/omegaml/commit/c67e0be>`__
-  Merge pull request #278 from omegaml/enable-versionined-virtualmodels
   `81dd6d1 <https://github.com/omegaml/omegaml/commit/81dd6d1>`__
-  model-virtualobj can be versioned
   `d429a00 <https://github.com/omegaml/omegaml/commit/d429a00>`__
-  Merge pull request #274 from omegaml/enable-celery-monitoring-hook
   `7445953 <https://github.com/omegaml/omegaml/commit/7445953>`__
-  authentication env monitoring hook
   `4653cab <https://github.com/omegaml/omegaml/commit/4653cab>`__
-  Merge pull request #273 from
   omegaml/snyk-fix-0cf5677a880c98e30987d885c9c76e4b
   `7b9c52a <https://github.com/omegaml/omegaml/commit/7b9c52a>`__
-  Merge pull request #272 from omegaml/fix-271
   `1cc01bd <https://github.com/omegaml/omegaml/commit/1cc01bd>`__
-  ensure om.runtime default tracking is applied
   `bd556c8 <https://github.com/omegaml/omegaml/commit/bd556c8>`__
-  Merge pull request #243 from omegaml/fix-local-worker-config
   `43640d8 <https://github.com/omegaml/omegaml/commit/43640d8>`__
-  load config file for local in-memory worker
   `ddf3e50 <https://github.com/omegaml/omegaml/commit/ddf3e50>`__
-  Merge pull request #248 from
   omegaml/snyk-fix-eaababdecb37a011c3270228478b7cb7
   `d891d53 <https://github.com/omegaml/omegaml/commit/d891d53>`__
-  Merge pull request #267 from
   omegaml/snyk-fix-02082b151e1af71146d78faa124dc332
   `0dc1879 <https://github.com/omegaml/omegaml/commit/0dc1879>`__
-  Merge pull request #263 from
   omegaml/snyk-fix-d5d0d40d262b0f27cb5ba291fff56e87
   `176fb95 <https://github.com/omegaml/omegaml/commit/176fb95>`__
-  Merge pull request #259 from
   omegaml/snyk-fix-9233fb96e982f91dcfcf6f42fd9ed961
   `a469ec8 <https://github.com/omegaml/omegaml/commit/a469ec8>`__
-  Merge pull request #270 from omegaml/windows-compatibility
   `49db68d <https://github.com/omegaml/omegaml/commit/49db68d>`__
-  improve windows compatibility
   `e438fb8 <https://github.com/omegaml/omegaml/commit/e438fb8>`__
-  Merge pull request #268 from omegaml/enable-link-swagger
   `b73295a <https://github.com/omegaml/omegaml/commit/b73295a>`__
-  Merge pull request #262 from omegaml/experiments-log-userid
   `37110b6 <https://github.com/omegaml/omegaml/commit/37110b6>`__
-  log task and userid on experiment and logging records
   `97d109b <https://github.com/omegaml/omegaml/commit/97d109b>`__
-  Merge pull request #265 from omegaml/simplify-logger
   `df9c3d2 <https://github.com/omegaml/omegaml/commit/df9c3d2>`__
-  Merge branch ‘master’ into simplify-logger
   `dcc6742 <https://github.com/omegaml/omegaml/commit/dcc6742>`__
-  Merge pull request #266 from omegaml/remove-apikey-from-log
   `93fd75c <https://github.com/omegaml/omegaml/commit/93fd75c>`__
-  remove apikey from log output
   `f3e75d2 <https://github.com/omegaml/omegaml/commit/f3e75d2>`__
-  simplify logger access
   `e6619f1 <https://github.com/omegaml/omegaml/commit/e6619f1>`__
-  Merge pull request #264 from omegaml/simplify-logger
   `77ae2f0 <https://github.com/omegaml/omegaml/commit/77ae2f0>`__
-  simplify logger access
   `914dc6e <https://github.com/omegaml/omegaml/commit/914dc6e>`__
-  Merge pull request #261 from omegaml/enable-om-deploy
   `53c2bd1 <https://github.com/omegaml/omegaml/commit/53c2bd1>`__
-  integate omdeploy utility as om runtime deploy
   `ca71f02 <https://github.com/omegaml/omegaml/commit/ca71f02>`__
-  Merge pull request #260 from omegaml/update-dependencies
   `151c002 <https://github.com/omegaml/omegaml/commit/151c002>`__
-  python 3.10 build support
   `f768c8d <https://github.com/omegaml/omegaml/commit/f768c8d>`__
-  Merge pull request #255 from omegaml/windows-compatibility
   `1a3248c <https://github.com/omegaml/omegaml/commit/1a3248c>`__
-  Merge pull request #256 from omegaml/pandas-dtypes-api-spec
   `709d280 <https://github.com/omegaml/omegaml/commit/709d280>`__
-  win10.x compatibility
   `6664310 <https://github.com/omegaml/omegaml/commit/6664310>`__
-  datatype compatibility for service api signature
   `addabbd <https://github.com/omegaml/omegaml/commit/addabbd>`__
-  Merge pull request #257 from omegaml/fix-mlflow-gitissue
   `8fc4b97 <https://github.com/omegaml/omegaml/commit/8fc4b97>`__
-  disable remote mlflow project testing due to issue with conda envs
   `fbb7335 <https://github.com/omegaml/omegaml/commit/fbb7335>`__
-  Merge pull request #244 from omegaml/enable-swagger-api
   `de46391 <https://github.com/omegaml/omegaml/commit/de46391>`__
-  enable service api to
   `ecdc3b8 <https://github.com/omegaml/omegaml/commit/ecdc3b8>`__
-  Merge pull request #251 from omegaml/py38-stability
   `c7abf78 <https://github.com/omegaml/omegaml/commit/c7abf78>`__
-  increase py38 stability
   `f9d131a <https://github.com/omegaml/omegaml/commit/f9d131a>`__
-  Merge pull request #249 from omegaml/refactor-tracking-dataset
   `062fdb0 <https://github.com/omegaml/omegaml/commit/062fdb0>`__
-  Merge pull request #250 from omegaml/refactor-pkg-build
   `ecc8ba3 <https://github.com/omegaml/omegaml/commit/ecc8ba3>`__
-  add pre-/post task hooks using common .perform() backend method
   (#246)
   `8da573f <https://github.com/omegaml/omegaml/commit/8da573f>`__
-  Improve token auth (#242)
   `4ab1d78 <https://github.com/omegaml/omegaml/commit/4ab1d78>`__
-  runtime.scripts/tasks uses delegate pattern to call the backend
   (#240)
   `0749aa7 <https://github.com/omegaml/omegaml/commit/0749aa7>`__
-  various bug fixes (#236)
   `9382db1 <https://github.com/omegaml/omegaml/commit/9382db1>`__
-  enable client-provided jwt authentication (#233)
   `e140935 <https://github.com/omegaml/omegaml/commit/e140935>`__
-  fup to auth env refactorign, upgrades of pymongo, performance tuning
   (#230)
   `a5eefdb <https://github.com/omegaml/omegaml/commit/a5eefdb>`__
-  upgrade pymongo 4.1 (#225)
   `6f59bde <https://github.com/omegaml/omegaml/commit/6f59bde>`__
-  upgrade rabbitmq (#229)
   `847649a <https://github.com/omegaml/omegaml/commit/847649a>`__
-  fup auth refactor updates (#228)
   `4c012cb <https://github.com/omegaml/omegaml/commit/4c012cb>`__
-  auth refactoring to simplify alternative auth schemes (#226)
   `8c22cec <https://github.com/omegaml/omegaml/commit/8c22cec>`__
-  runtime performance improvement (#223)
   `82cb8d8 <https://github.com/omegaml/omegaml/commit/82cb8d8>`__
-  upgrade pymongo, mongodb, pandas, celery dependencies (#220)
   `2e7b3d3 <https://github.com/omegaml/omegaml/commit/2e7b3d3>`__
-  remove no longer useful six lib dependency (#224)
   `bd7de96 <https://github.com/omegaml/omegaml/commit/bd7de96>`__
-  cli: add om runtime serve (#210)
   `e02820a <https://github.com/omegaml/omegaml/commit/e02820a>`__
-  various updates (#222)
   `ab27ad5 <https://github.com/omegaml/omegaml/commit/ab27ad5>`__
-  Further docs (#214)
   `2ddb698 <https://github.com/omegaml/omegaml/commit/2ddb698>`__
-  enable qualifer selection on login (#219)
   `5738151 <https://github.com/omegaml/omegaml/commit/5738151>`__
-  add generic exporter/importer for all type of objects (#217)
   `fa5ddc2 <https://github.com/omegaml/omegaml/commit/fa5ddc2>`__
-  MDataFrame.persist().transform() re-reads columns from actual data
   (#212)
   `8ff0e56 <https://github.com/omegaml/omegaml/commit/8ff0e56>`__
-  upgrade dependencies (#215)
   `3475692 <https://github.com/omegaml/omegaml/commit/3475692>`__
-  update documentation (#209)
   `52e8699 <https://github.com/omegaml/omegaml/commit/52e8699>`__
-  combined updates across all release base builds (#208) (#213)
   `51dddd5 <https://github.com/omegaml/omegaml/commit/51dddd5>`__
-  enable r integration in oss release (#205)
   `fbc1a4e <https://github.com/omegaml/omegaml/commit/fbc1a4e>`__
-  upgrade to docker stacks datascience-notebook (#207)
   `afc6978 <https://github.com/omegaml/omegaml/commit/afc6978>`__
-  cli: runtime env install properly processes –file option (#204)
   `1dee325 <https://github.com/omegaml/omegaml/commit/1dee325>`__
-  use miniforge3 as a base environment (#206)
   `d422fd9 <https://github.com/omegaml/omegaml/commit/d422fd9>`__
-  enable running MLFlow models from tracking uri (#202)
   `3e64d18 <https://github.com/omegaml/omegaml/commit/3e64d18>`__
-  cloud login shall request in-cluster services if running in cluster
   (#201)
   `302e329 <https://github.com/omegaml/omegaml/commit/302e329>`__
-  various updates (#200)
   `beb12b6 <https://github.com/omegaml/omegaml/commit/beb12b6>`__
-  enable mlflow integration (#197)
   `eaba8a1 <https://github.com/omegaml/omegaml/commit/eaba8a1>`__
-  updating logging semantics (#198)
   `1cfb414 <https://github.com/omegaml/omegaml/commit/1cfb414>`__
-  add a profiling experiment tracker that records cpu, memory, disk
   data (#196)
   `e249b85 <https://github.com/omegaml/omegaml/commit/e249b85>`__
-  enable tracking link to model metadata (#193)
   `4e666b7 <https://github.com/omegaml/omegaml/commit/4e666b7>`__
-  improve tracking (#195)
   `b467920 <https://github.com/omegaml/omegaml/commit/b467920>`__
-  add generic runtime call tracking and experiment store (#189)
   `81cf5ce <https://github.com/omegaml/omegaml/commit/81cf5ce>`__
-  enable implicit url support in OmegaStore.help() (#191)
   `39ca30e <https://github.com/omegaml/omegaml/commit/39ca30e>`__
-  enable om shell jupyter (#188)
   `182f901 <https://github.com/omegaml/omegaml/commit/182f901>`__
-  update dependencies to better match compatible packages (#190)
   `c512cc0 <https://github.com/omegaml/omegaml/commit/c512cc0>`__
-  minor maintenance items (#187)
   `093f9f2 <https://github.com/omegaml/omegaml/commit/093f9f2>`__
-  enable multi-cloud provider access to k8s status (#179)
   `989c2ca <https://github.com/omegaml/omegaml/commit/989c2ca>`__
-  ensure pickable collection recreates mongoclient with ssl flag, even
   if not in om.defaults (#178)
   `2ddd03f <https://github.com/omegaml/omegaml/commit/2ddd03f>`__
-  enable dns uris in mongodb+srv format (#182)
   `772eda1 <https://github.com/omegaml/omegaml/commit/772eda1>`__
-  several updates (#180)
   `b841248 <https://github.com/omegaml/omegaml/commit/b841248>`__
-  release support for tenant deployment in commercial edition (#173)
   `faf6f31 <https://github.com/omegaml/omegaml/commit/faf6f31>`__
-  Wip (#166)
   `fcb7102 <https://github.com/omegaml/omegaml/commit/fcb7102>`__
-  enable apphub remote cluster at different url from restapi (#170)
   `062593f <https://github.com/omegaml/omegaml/commit/062593f>`__
-  replace flaskrestplus, enable better cli support for csv, image and
   binary files (#172)
   `f0bfd55 <https://github.com/omegaml/omegaml/commit/f0bfd55>`__
-  enable automated data revisions for dataframes (#171)
   `5440ad2 <https://github.com/omegaml/omegaml/commit/5440ad2>`__
-  enable task callbacks (#157)
   `94902a4 <https://github.com/omegaml/omegaml/commit/94902a4>`__
-  add improvements for job.map() (#162)
   `98b204a <https://github.com/omegaml/omegaml/commit/98b204a>`__
-  document release process (#161)
   `59eb185 <https://github.com/omegaml/omegaml/commit/59eb185>`__
-  Python39 (#167)
   `02cd1ba <https://github.com/omegaml/omegaml/commit/02cd1ba>`__
-  restrict license to No Sell, Consulting Yes clause (#165)
   `d7a6301 <https://github.com/omegaml/omegaml/commit/d7a6301>`__
-  Rename NOSELLCLAUSE to LICENSE-NOSELLCLAUSE (#164)
   `d824359 <https://github.com/omegaml/omegaml/commit/d824359>`__
-  Create NOSELLCLAUSE (#163)
   `03962ea <https://github.com/omegaml/omegaml/commit/03962ea>`__
-  Improve docs (#158)
   `567f15f <https://github.com/omegaml/omegaml/commit/567f15f>`__
-  Release 0.13.7 (#160)
   `f18d841 <https://github.com/omegaml/omegaml/commit/f18d841>`__
-  enable dataset names of arbitrary length (#154)
   `845d99e <https://github.com/omegaml/omegaml/commit/845d99e>`__
-  simplify access to celery commands via om runtime (#155)
   `6eb811f <https://github.com/omegaml/omegaml/commit/6eb811f>`__
-  Enhance base loading (#152)
   `50e2966 <https://github.com/omegaml/omegaml/commit/50e2966>`__
-  ensure compatibility with omegaee (#151)
   `8c3a39c <https://github.com/omegaml/omegaml/commit/8c3a39c>`__
-  Revert “Upgrade dependencies (#148)” (#149)
   `d02b618 <https://github.com/omegaml/omegaml/commit/d02b618>`__
-  Upgrade dependencies (#148)
   `1788afc <https://github.com/omegaml/omegaml/commit/1788afc>`__
-  enable parallel notebook tasks (#146)
   `f6e967b <https://github.com/omegaml/omegaml/commit/f6e967b>`__
-  Refactor cli (#144)
   `72495e9 <https://github.com/omegaml/omegaml/commit/72495e9>`__
-  update docs (#118)
   `5149735 <https://github.com/omegaml/omegaml/commit/5149735>`__
-  add task chaining (#143)
   `9b9dca5 <https://github.com/omegaml/omegaml/commit/9b9dca5>`__
-  enable worker utilities (#142)
   `b4c780a <https://github.com/omegaml/omegaml/commit/b4c780a>`__
-  enable cli cloud status report and pod log access (#136)
   `ddb7974 <https://github.com/omegaml/omegaml/commit/ddb7974>`__
-  return the users value instead if valid (#138)
   `7e3cc87 <https://github.com/omegaml/omegaml/commit/7e3cc87>`__
-  various improvements (#132)
   `2e81c32 <https://github.com/omegaml/omegaml/commit/2e81c32>`__
-  various improvements (#131)
   `0fec919 <https://github.com/omegaml/omegaml/commit/0fec919>`__
-  several stability updates and bug fixes (#126)
   `a37eebe <https://github.com/omegaml/omegaml/commit/a37eebe>`__
-  Release build (#124)
   `fea89c2 <https://github.com/omegaml/omegaml/commit/fea89c2>`__
-  enable combined stores (#120)
   `841e19c <https://github.com/omegaml/omegaml/commit/841e19c>`__
-  add streams as a first-class object type (#121)
   `b7b732e <https://github.com/omegaml/omegaml/commit/b7b732e>`__
-  various improvements (#119)
   `da5675f <https://github.com/omegaml/omegaml/commit/da5675f>`__
-  Simplify releases (#122)
   `0a2db44 <https://github.com/omegaml/omegaml/commit/0a2db44>`__
-  enable bucket namespacing for sql datasources (#116)
   `9da78b5 <https://github.com/omegaml/omegaml/commit/9da78b5>`__
-  support omegamlee-1.4.1 (#115)
   `7a03043 <https://github.com/omegaml/omegaml/commit/7a03043>`__
-  enable remote source packages (#113)
   `5c6d56d <https://github.com/omegaml/omegaml/commit/5c6d56d>`__
-  updates for stability and increased performance (#111)
   `22ffcb2 <https://github.com/omegaml/omegaml/commit/22ffcb2>`__
-  enable tensorflow 2.3.0 (unit testing) (#110)
   `c3e9e5e <https://github.com/omegaml/omegaml/commit/c3e9e5e>`__
-  enable promotion of versioned models to work as expected (#109)
   `b20e8c6 <https://github.com/omegaml/omegaml/commit/b20e8c6>`__
-  various updates, stability improvements (#105)
   `89bdb96 <https://github.com/omegaml/omegaml/commit/89bdb96>`__
-  apply several fixes, bump version (#104)
   `30a487c <https://github.com/omegaml/omegaml/commit/30a487c>`__
-  enable implicit chunking by yielding an iterable from dataset name
   (#102)
   `4942a9f <https://github.com/omegaml/omegaml/commit/4942a9f>`__
-  enable kwargs for smartopen, supporting az blob storage (#99)
   `c708114 <https://github.com/omegaml/omegaml/commit/c708114>`__
-  enable async rest api (#98)
   `6566911 <https://github.com/omegaml/omegaml/commit/6566911>`__
-  add externaldata backend, make jobs run return metadata repr,
   rawfiles enhancement (#97)
   `c646673 <https://github.com/omegaml/omegaml/commit/c646673>`__
-  improve tensorflow 2.x compatibility (#100)
   `c6d8d5d <https://github.com/omegaml/omegaml/commit/c6d8d5d>`__
-  version bump (#96)
   `2a0aa21 <https://github.com/omegaml/omegaml/commit/2a0aa21>`__
-  ensure rname works the same everywhere (#91)
   `aa243ce <https://github.com/omegaml/omegaml/commit/aa243ce>`__
-  various stability improvements, tensorflow 2.0 support (#76)
   `fad7054 <https://github.com/omegaml/omegaml/commit/fad7054>`__
-  enable storing dash apps (#89)
   `808b53b <https://github.com/omegaml/omegaml/commit/808b53b>`__
-  bump version (#88)
   `1866abc <https://github.com/omegaml/omegaml/commit/1866abc>`__
-  enable automated model versioning (#65)
   `d55638e <https://github.com/omegaml/omegaml/commit/d55638e>`__
-  Integrate omxiotools (#86)
   `85fa1ef <https://github.com/omegaml/omegaml/commit/85fa1ef>`__
-  add mdataframe native pandas parallel transform (#85)
   `8e0693f <https://github.com/omegaml/omegaml/commit/8e0693f>`__
-  bump version, fix formatted log messages (#83)
   `7a4fd2e <https://github.com/omegaml/omegaml/commit/7a4fd2e>`__
-  bump version (#82)
   `6457c57 <https://github.com/omegaml/omegaml/commit/6457c57>`__
-  enable storing sqlalchemy connections (#80)
   `0005c95 <https://github.com/omegaml/omegaml/commit/0005c95>`__
-  add straight forward logger as well as python logging handler (#81)
   `1160b02 <https://github.com/omegaml/omegaml/commit/1160b02>`__
-  Enable custom cell timeout 77 (#78)
   `98c55ef <https://github.com/omegaml/omegaml/commit/98c55ef>`__
-  apply various fixes (#74)
   `ae8daf4 <https://github.com/omegaml/omegaml/commit/ae8daf4>`__
-  Multi pyversion build 70 (#75)
   `94a743f <https://github.com/omegaml/omegaml/commit/94a743f>`__
-  enable python3.7 cli compatibility (#71)
   `b2b2153 <https://github.com/omegaml/omegaml/commit/b2b2153>`__
-  documentation updates (#64)
   `7ebef49 <https://github.com/omegaml/omegaml/commit/7ebef49>`__
-  build release (#62)
   `b88869c <https://github.com/omegaml/omegaml/commit/b88869c>`__
-  enable user configuration and extensions inside docker-compose (#61)
   `048f99d <https://github.com/omegaml/omegaml/commit/048f99d>`__
-  enable jupyterhub, jupyterlab, dashserve (#60)
   `8f9801a <https://github.com/omegaml/omegaml/commit/8f9801a>`__
-  bump version (#59)
   `3558495 <https://github.com/omegaml/omegaml/commit/3558495>`__
-  resolve several dependencies (#57)
   `f2e3914 <https://github.com/omegaml/omegaml/commit/f2e3914>`__
-  resolve deprecated scipy dependency (#55)
   `2f892ba <https://github.com/omegaml/omegaml/commit/2f892ba>`__
-  resolve deprecated scipy dependency (#54)
   `c99afed <https://github.com/omegaml/omegaml/commit/c99afed>`__
-  resolve deprecated scipy dependency (#53)
   `d75baa6 <https://github.com/omegaml/omegaml/commit/d75baa6>`__
-  enable run script to use custom serializers (#52)
   `9891710 <https://github.com/omegaml/omegaml/commit/9891710>`__
-  cli updates (#51)
   `26c4b5b <https://github.com/omegaml/omegaml/commit/26c4b5b>`__
-  various updates, performance, flexibility, stability improvements
   (#50) `880f727 <https://github.com/omegaml/omegaml/commit/880f727>`__
-  add cli (#40)
   `b411016 <https://github.com/omegaml/omegaml/commit/b411016>`__
-  Create mongoshim that updates MongoClient with additional SSL kwargs
   (#49) `c954bc3 <https://github.com/omegaml/omegaml/commit/c954bc3>`__
-  Build PRs against current master on CI (#45)
   `61ce070 <https://github.com/omegaml/omegaml/commit/61ce070>`__
-  upgrade tensorflow to 1.15.0 (#46)
   `fc8acfd <https://github.com/omegaml/omegaml/commit/fc8acfd>`__
-  make tz testing static in time, remark on limitted tz dst support
   (#44) `70c2630 <https://github.com/omegaml/omegaml/commit/70c2630>`__
-  update dependencies consistent with pandas 0.25.1 (#43)
   `1264fdc <https://github.com/omegaml/omegaml/commit/1264fdc>`__
-  enable project, user and global config file (#42)
   `8d0c0b7 <https://github.com/omegaml/omegaml/commit/8d0c0b7>`__
-  Merge pull request #41 from omegaml/enable-buckets-on-deferred
   `ee6d6cf <https://github.com/omegaml/omegaml/commit/ee6d6cf>`__
-  Merge branch ‘master’ of github.com:omegaml/omegaml
   `3ba350f <https://github.com/omegaml/omegaml/commit/3ba350f>`__
-  enable client api, fix test with sklearn dependencies sklearn (#39)
   `7d6a6c3 <https://github.com/omegaml/omegaml/commit/7d6a6c3>`__
-  enable scripts runtime (#38)
   `963559a <https://github.com/omegaml/omegaml/commit/963559a>`__
-  enable context/context, bucket/bucket promotion (#35)
   `ba31e92 <https://github.com/omegaml/omegaml/commit/ba31e92>`__
-  Add Livetest step to CircleCI configuration. (#37)
   `10b0ff4 <https://github.com/omegaml/omegaml/commit/10b0ff4>`__
-  Merge branch ‘master’ of github.com:omegaml/omegaml
   `5db192a <https://github.com/omegaml/omegaml/commit/5db192a>`__
-  enable client api, fix test with sklearn dependencies sklearn removed
   the n_iter argument from SDGRegressor in 0.21.3 (#32)
   `fb735ab <https://github.com/omegaml/omegaml/commit/fb735ab>`__
-  Add CircleCI configuration for unit tests (#33)
   `598cb71 <https://github.com/omegaml/omegaml/commit/598cb71>`__
-  Release 0.11.2 (#30)
   `7ee94f6 <https://github.com/omegaml/omegaml/commit/7ee94f6>`__
-  enable arbitrary collections to be used as dataframe source (#21)
   `f4dcae9 <https://github.com/omegaml/omegaml/commit/f4dcae9>`__
-  updates (#28)
   `aac1685 <https://github.com/omegaml/omegaml/commit/aac1685>`__
-  Update README.rst
   `5e1d0e9 <https://github.com/omegaml/omegaml/commit/5e1d0e9>`__
-  Update README.rst
   `f74ebc2 <https://github.com/omegaml/omegaml/commit/f74ebc2>`__
-  updates
   `3c6f78a <https://github.com/omegaml/omegaml/commit/3c6f78a>`__
-  enable keras models, including tpu support (#15)
   `bacd5df <https://github.com/omegaml/omegaml/commit/bacd5df>`__
-  Merge pull request #24 from omegaml/23-context-initialize-metadata
   `f76dc91 <https://github.com/omegaml/omegaml/commit/f76dc91>`__
-  make mongoengine Metadata bound to instance context
   `224f668 <https://github.com/omegaml/omegaml/commit/224f668>`__
-  Merge pull request #20 from omegaml/19-omegaruntime-common-kwargs
   `0042e14 <https://github.com/omegaml/omegaml/commit/0042e14>`__
-  Merge pull request #22 from omegaml/fix-shippable-miniconda
   `eea4363 <https://github.com/omegaml/omegaml/commit/eea4363>`__
-  ensure specific miniconda version
   `1c6b14b <https://github.com/omegaml/omegaml/commit/1c6b14b>`__
-  bump version
   `69ac8f6 <https://github.com/omegaml/omegaml/commit/69ac8f6>`__
-  Merge pull request #18 from
   omegaml/enable-jupyternb-subdirectories-files
   `5a51c96 <https://github.com/omegaml/omegaml/commit/5a51c96>`__
-  update livetest to work with headless chromedriver
   `36cde47 <https://github.com/omegaml/omegaml/commit/36cde47>`__
-  bump version
   `a9703a3 <https://github.com/omegaml/omegaml/commit/a9703a3>`__
-  enable notebook directories, sub directories (basic implementation &
   tests)
   `e9f535e <https://github.com/omegaml/omegaml/commit/e9f535e>`__
-  update headlines
   `0246830 <https://github.com/omegaml/omegaml/commit/0246830>`__
-  Merge pull request #13 from omegaml/add-package-testing
   `94ce14c <https://github.com/omegaml/omegaml/commit/94ce14c>`__
-  bump version
   `9511983 <https://github.com/omegaml/omegaml/commit/9511983>`__
-  added livetest installation using docker
   `4d53d92 <https://github.com/omegaml/omegaml/commit/4d53d92>`__
-  Merge pull request #12 from omegaml/update-readme
   `3ff1527 <https://github.com/omegaml/omegaml/commit/3ff1527>`__
-  update README, tag line, bump version
   `121cdb4 <https://github.com/omegaml/omegaml/commit/121cdb4>`__
-  remove warnings, fix unit tests
   `829e95d <https://github.com/omegaml/omegaml/commit/829e95d>`__
-  Merge pull request #11 from omegaml/10-update-dependencies
   `41dc132 <https://github.com/omegaml/omegaml/commit/41dc132>`__
-  updated to latest versions
   `b6fbbf8 <https://github.com/omegaml/omegaml/commit/b6fbbf8>`__
-  Merge pull request #3 from omegaml/ready-to-publish
   `74b4175 <https://github.com/omegaml/omegaml/commit/74b4175>`__
-  quality assurance
   `000ce65 <https://github.com/omegaml/omegaml/commit/000ce65>`__
-  Merge pull request #2 from omegaml/ready-to-publish
   `787564d <https://github.com/omegaml/omegaml/commit/787564d>`__
-  quality assurance
   `915f5e3 <https://github.com/omegaml/omegaml/commit/915f5e3>`__
-  Merge pull request #1 from omegaml/ready-to-publish
   `5dde910 <https://github.com/omegaml/omegaml/commit/5dde910>`__
-  automate release
   `ed8b390 <https://github.com/omegaml/omegaml/commit/ed8b390>`__
-  update license data
   `e5813d7 <https://github.com/omegaml/omegaml/commit/e5813d7>`__
-  ready to publish
   `ada3773 <https://github.com/omegaml/omegaml/commit/ada3773>`__
-  commit to publish
   `fa4a826 <https://github.com/omegaml/omegaml/commit/fa4a826>`__

Bug Fixes
~~~~~~~~~

-  fix: pip-requirements.txt to reduce vulnerabilities
   `51d0f9e <https://github.com/omegaml/omegaml/commit/51d0f9e>`__
-  fix: scripts/docker/omegaml-tensorflow/Dockerfile to reduce
   vulnerabilities
   `5543bb7 <https://github.com/omegaml/omegaml/commit/5543bb7>`__
-  fix: pip-requirements.txt to reduce vulnerabilities
   `de81317 <https://github.com/omegaml/omegaml/commit/de81317>`__
-  fix: pip-requirements.txt to reduce vulnerabilities
   `eb7faf0 <https://github.com/omegaml/omegaml/commit/eb7faf0>`__
-  fix: pip-requirements.txt to reduce vulnerabilities
   `ac94a4c <https://github.com/omegaml/omegaml/commit/ac94a4c>`__
-  fix compressed export filename (#245)
   `fae9e33 <https://github.com/omegaml/omegaml/commit/fae9e33>`__
-  fix kwargs on rawfile get() (#192)
   `8d430dc <https://github.com/omegaml/omegaml/commit/8d430dc>`__
-  fix command line parsing, cloud config (#150)
   `ed12d19 <https://github.com/omegaml/omegaml/commit/ed12d19>`__
-  fix filterops lt, lte, gt, gte (#140)
   `f7dd35a <https://github.com/omegaml/omegaml/commit/f7dd35a>`__
-  fixing several bugs (#123)
   `684f83d <https://github.com/omegaml/omegaml/commit/684f83d>`__
-  fix mdataframe.merge duplicate keys error on 1:n merges (#117)
   `b322a11 <https://github.com/omegaml/omegaml/commit/b322a11>`__
-  fix wrong argument passing in maybe_chunked (#103)
   `cbd2ab6 <https://github.com/omegaml/omegaml/commit/cbd2ab6>`__
-  fix windows ctrl-c sighup handling (#84)
   `8a67bee <https://github.com/omegaml/omegaml/commit/8a67bee>`__
-  fix issue with bucket access on deferred instance (#66)
   `1f02a39 <https://github.com/omegaml/omegaml/commit/1f02a39>`__
-  fix issue with bucket access on deferred instance
   `c278f8d <https://github.com/omegaml/omegaml/commit/c278f8d>`__
-  fix local install via pip
   `f7b2d6d <https://github.com/omegaml/omegaml/commit/f7b2d6d>`__

Refactor
~~~~~~~~

-  refactor swagger linking
   `c8783ae <https://github.com/omegaml/omegaml/commit/c8783ae>`__
-  refactor tracking dataset metadata
   `79b11dd <https://github.com/omegaml/omegaml/commit/79b11dd>`__
-  refactor package build
   `4305271 <https://github.com/omegaml/omegaml/commit/4305271>`__
-  refactor file storage (#87)
   `2d159da <https://github.com/omegaml/omegaml/commit/2d159da>`__
-  refactor \_common_kwargs to OmegaRuntime
   `5f60ca1 <https://github.com/omegaml/omegaml/commit/5f60ca1>`__