Mlrun

Main features & enhancements
* **General**: Drop support for python 3.6, Hedingber
* **Frameworks**: Redesigned and reimplemented the Machine Learning frameworks and more, guy1992l
* **Frameworks**: Add tests and fixes for all 3 ML frameworks, guy1992l
* **Feature Store**: Add Dask and Spark feature mergers (get_offline_features), yaronha
* **Feature Store**: Support aggregations when ingesting with spark engine, gtopper
* **Feature Store**: Support spark operator ingestion, urihoenig
* **Project**: Optimize project creation/deletion times, tankilevitch
* **Workflows**: Automatically add `{{workflow.uid}}` to artifact path when running workflows, theSaarco
* **Runtimes**: Support running class handlers, imported module handlers/classes and embedded code, yaronha
* **Runtimes**: Change the image tag and package version enrichment to be set from the client version, tankilevitch
* **Serving**: Allow setting trigger args for intermediate stream, yaronha
* **Serving**: Improve handling of KFP PipelineParams in nuclio/serving functions, yaronha
* **Sparkjob**: Support service account, urihoenig
* **Sparkjob**: Support `code_to_function`, urihoenig
* **CLI**: Fix and simplify CLI work in local runs, yaronha
* **API**: Support partitioning in list runs endpoint, Hedingber
* **API**: Add versioning compatibility to server and client, tankilevitch
* **API**: Add convenience methods for reading env and setting secrets from files, yaronha
* **DB**: Bump MySQL to 8.0, Hedingber
* **DB**: Improve backup logic, quaark
* **Images**: Bump CUDA to 11.2.1 in ml-models-gpu image, Hedingber
* **Requirements**: Bump versions to conform to safety checks, Hedingber
* **Requirements**: Bump Tensorflow to 2.7.0 and Horovod to 0.23.0, Hedingber
* **CI**: Add step that runs backward compatibility tests on PRs, tankilevitch
* **System Tests**: Add API backward compatibility tests, tankilevitch
* **Docs**: Remove "beta" from feature store, jillnogold
* **Docs**: New section: Images and their usage in MLRun, jillnogold
* **Docs**: New section Graph high availability configuration, jillnogold
* **UI**: [Release notes](https://github.com/mlrun/ui/releases/tag/v0.10.0)

More info can be found in the RCs release notes:

Features / Enhancements
* **Docs**: Jobs page and drill down into runs, 1731, jillnogold
* **Docs**: New section: Images and their usage in MLRun, 1680, jillnogold
* **UI**: [Features & enhancement](https://github.com/mlrun/ui/releases/tag/v0.10.0-rc9#features-and-enhancements)

Bug fixes
* **Serving**: Avoid corruption of job arguments, 1674, gtopper
* **System Tests**: Fixing OS tests, 1744, Hedingber
* **Project**: Handle None in pipeline args, 1742, yaronha
* **Project**: Fix `run_function()` with local runtime, 1741, yaronha
* **System Tests**: Set the client version to fix image enrichment, 1738, tankilevitch
* **Artifacts**: Fix broken artifact URIs when using run_function(), 1740, yaronha
* **CLI**: Fix and simplify CLI work in local runs, 1733, yaronha
* **Frameworks + Docs**: Fix tutorial notebooks + `apply_mlrun()` register models under the "model" key, 1735, guy1992l
* **Feature Store**: Fail `deploy_ingestion_service` if feature set does not already exist, 1698, gtopper
* **UI**: [Bug fixes](https://github.com/mlrun/ui/releases/tag/v0.10.0-rc9#bug-fixes)


Pull requests:
558daced [Serving] Avoid corruption of job arguments (1674)
5bbe9990 [System Tests] Fixing OS tests (1744)
35b449fb [Project] Handle None in pipeline args (1742)
eae88863 [Project] Fix `run_function()` with local runtime (1741)
7d2428b1 [System Tests] Set the client version to fix image enrichment (1738)
0d1a48e0 [Artifacts] Fix broken artifact URIs when using run_function() (1740)
5c144ff3 [CLI] Fix and simplify CLI work in local runs (1733)
c112a9a2 [Frameworks + Docs] Fix tutorial notebooks + `apply_mlrun()` register models under the "model" key (1735)
f65cf13e [Feature Store] Fail `deploy_ingestion_service` if feature set does not already exist (1698)
78cc0f0d [Docs] Jobs page and drill down into runs (1731)
b846023a [Docs] New section: Images and their usage in MLRun (1680)

Features / Enhancements
* **Runtimes**: Change the image tag and package version enrichment to be set from the client version for all runtimes, 1722, tankilevitch
* **Sparkjob**: Support service account, 1728, urihoenig
* **Requirements**: Bump storey, 1727, gtopper
* **UI**: [Features & enhancement](https://github.com/mlrun/ui/releases/tag/v0.10.0-rc8#features-and-enhancements)

Bug fixes
* **UI**: [Bug fixes](https://github.com/mlrun/ui/releases/tag/v0.10.0-rc8#bug-fixes)


Pull requests:
7c54a695 [Runtimes] Change the image tag and package version enrichment to be set from the client version for all runtimes (1722)
460766cb [Sparkjob] Support service account (1728)
ce87e1be [Requirements] Bump storey (1727)

Features / Enhancements
* **Frameworks**: Small alignments to the old API and eval_mdoel_v2, 1725, guy1992l
* **Serving**: Prevent `push_error` from ever raising an error itself, 1720, gtopper
* **SDK**: Simplify env config usage, 1719, yaronha
* **CLI**: Run/deploy/build project function (from project.yaml), 1718, yaronha
* **DB**: Safer MySQL Backup, 1714, quaark
* **Docs**: New section Graph high availability configuration, 1711, jillnogold
* **Docs**: Improve the installation guide, 1710, Hedingber
* **UI**: [Features & enhancement](https://github.com/mlrun/ui/releases/tag/v0.10.0-rc7#features-and-enhancements)

Bug fixes
* **Builder**: Fix mlrun command install, 1723, tankilevitch
* **Datastore**: Fix data types diffs get stats table, 1688, benbd86
* **Sparkjob**: Fix env parsing, 1724, urihoenig
* **Images**: Remove Jupyter wrong pvc config, 1721, Hedingber
* **Docs**: Repair `MLRUN_ARTIFACT_PATH`, 1717, george0st
* **Frameworks**: Test and import fixes, 1715, guy1992l
* **Runtimes**: Fix view of build logs + store completed logs in files, 1713, yaronha
* **Runtimes**: Fixes in nuclio build status API, 1712, theSaarco
* **Frameworks**: Add tests and fixes for all 3 ML frameworks, 1709, guy1992l
* **UI**: [Bug fixes](https://github.com/mlrun/ui/releases/tag/v0.10.0-rc7#bug-fixes)


Pull requests:
4eca1c69 [Frameworks] Small alignments to the old API and eval_mdoel_v2 (1725)
c239328a [Builder] Fix mlrun command install (1723)
33aeff57 [Datastore] Fix data types diffs get stats table (1688)
f438f97d [Serving] Prevent `push_error` from ever raising an error itself (1720)
14967262 [Sparkjob] Fix env parsing (1724)
4911b0f0 [Images] Remove Jupyter wrong pvc config (1721)
905383fa [Docs] Repair `MLRUN_ARTIFACT_PATH` (1717)
30bdecdc [SDK] Simplify env config usage (1719)
7821227c [CLI] Run/deploy/build project function (from project.yaml) (1718)
e2eec3ff [Frameworks] Test and import fixes (1715)
b06188ba [Runtimes] Fix view of build logs + store completed logs in files (1713)
e7309242 [DB] Safer MySQL Backup (1714)
2fabd580 [Runtimes] Fixes in nuclio build status API (1712)
ca7409c1 [Frameworks] Add tests and fixes for all 3 ML frameworks (1709)
5f178a6c [Docs] New section Graph high availability configuration (1711)
a4ab7d77 [Docs] Improve the installation guide (1710)

Features / Enhancements
* **Runtimes**: Change the image tag and package version enrichment to be set from the client version, 1707, tankilevitch
* **Feature Store**: Support spark operator ingestion, 1708, urihoenig
* **Docs**: Replace model serving example instance with a link, 1704, jillnogold
* **Docs**: Update examples and typo changes, 1699, george0st
* **Sparkjob**: Support `code_to_function`, 1691, urihoenig
* **Docs**: Add that some advanced Storey functionalities are beta, 1700, jillnogold
* **API**: Add convenience methods for reading env and setting secrets from files, 1690, yaronha
* **Docs**: Small revision of documentation, 1643, george0st
* **Docs**: Bump docs docker tag to 0.9.3, 1695, Hedingber
* **Serving**: Improve handling of KFP PipelineParams in nuclio/serving functions, 1689, yaronha
* **Runtimes**: Support running class handlers, imported module handlers/classes and embedded code, 1686, yaronha
* **Docs**: Update serving graphs docs, 1665, jillnogold
* **Frameworks**: Redesigned and reimplemented the Machine Learning frameworks and more, 1666, guy1992l
* **UI**: [Features & enhancement](https://github.com/mlrun/ui/releases/tag/v0.10.0-rc6#features-and-enhancements)

Bug fixes
* **Runtimes**: Fix iteration result artifacts logging in custom iterator, 1692, yaronha
* **Docs**: Fix release number, 1693, jillnogold
* **UI**: [Bug fixes](https://github.com/mlrun/ui/releases/tag/v0.10.0-rc6#bug-fixes)


Pull requests:
42708fe9 [Runtimes] Change the image tag and package version enrichment to be set from the client version (1707)
c0dd76cf [Feature Store] Support spark operator ingestion (1708)
832a07b1 [Docs] Replace model serving example instance with a link (1704)
d8e4846f [Docs] Update examples and typo changes (1699)
c2767193 [Sparkjob] Support `code_to_function` (1691)
ec8d8b3d [Docs] Add that some advanced Storey functionalities are beta (1700)
c9e27d41 [API] Add convenience methods for reading env and setting secrets from files (1690)
edea2bbb [Runtimes] Fix iteration result artifacts logging in custom iterator (1692)
98ef03a2 [Docs] Small revision of documentation (1643)
e07c0a37 [Docs] Bump docs docker tag to 0.9.3 (1695)
74dd5397 [Serving] Improve handling of KFP PipelineParams in nuclio/serving functions (1689)
13243a56 [Runtimes] Support running class handlers, imported module handlers/classes and embedded code (1686)
63a58b1c [Docs] Update serving graphs docs (1665)
424a53af [Docs] Fix release number (1693)
3067f2c1 [Frameworks] Redesigned and reimplemented the Machine Learning frameworks and more (1666)

Features / Enhancements
* **Project**: Optimize project creation/deletion times, 1673, tankilevitch
* **Docs**: Edit outdated sentence in feature store documentation, 1668, gtopper
* **Feature Store**: Allow passing non materialized set/vector as input to jobs (using flag), 1671, yaronha
* **General**: Drop support for python 3.6, 1685, Hedingber
* **DB**: Optimize runs counters calculation, 1684, Hedingber
* **Model Monitoring**: Support tracking of complex types + custom inputs/outputs, 1681, yaronha
* **API**: Add default artifact path to frontend spec endpoint response, 1676, tankilevitch
* **Images**: Bump CUDA to 11.2.1 in ml-models-gpu image, 1678, Hedingber
* **Feature Store**: Add int support and documentation to the `MapValues` step, 1619, zilbermanor
* **DB**: Improve backup logic, 1669, quaark
* **Feature Store**: Set `end_time` to `now()` by default in `get_offline_features()`, 1670, yaronha
* **Docs**: Add docs for remote and feature store graph steps, 1667, yaronha
* **UI**: [Features & enhancement](https://github.com/mlrun/ui/releases/tag/v0.10.0-rc5#features-and-enhancements)

Bug fixes
* **API**: Fix project summaries failures when kfp is not configured, 1683, tankilevitch
* **API**: Fix pipelines creation breakage, 1679, Hedingber
* **Projects**: Fix project tests failure (failed on `deploy()` with `base_image=None`), 1672, yaronha
* **Feature Store**: Block option for timestamp to be an entity, 1675, katyakats
* **Requirements**: Bump versions to conform to safety checks, 1439, Hedingber
* **UI**: [Bug fixes](https://github.com/mlrun/ui/releases/tag/v0.10.0-rc5#bug-fixes)


Pull requests:
0ce83f9e [Project] Optimize project creation/deletion times (1673)
6b921405 [Docs] Edit outdated sentence in feature store documentation (1668)
8cbcb3e4 [Feature Store] Allow passing non materialized set/vector as input to jobs (using flag) (1671)
9a7dc241 [General] Drop support for python 3.6 (1685)
6b72e82a [API] Fix project summaries failures when kfp is not configured (1683)
573ef464 [DB] Optimize runs counters calculation (1684)
70c87b63 [Model Monitoring] Support tracking of complex types + custom inputs/outputs (1681)
1eefbeb1 [Requirements] Bump storey and aiohttp to conform safety checks (1677)
b3b7f744 [API] Add default artifact path to frontend spec endpoint response (1676)
30af717c [API] Fix pipelines creation breakage (1679)
396979b3 [Images] Bump CUDA to 11.2.1 in ml-models-gpu image (1678)
33ca54c3 [Feature Store] Add int support and documentation to the `MapValues` step (1619)
afff6336 [Projects] Fix project tests failure (failed on `deploy()` with `base_image=None`) (1672)
b887436c [Feature Store] Block option for timestamp to be an entity (1675)
409e6a43 [DB] Improve backup logic (1669)
81f3025c [Feature Store] Set `end_time` to `now()` by default in `get_offline_features()` (1670)
8a650bef [Requirements] Bump versions to conform to safety checks (1439)
f16f5d92 [Docs] Add docs for remote and feature store graph steps (1667)