MLOps with Azure ML

Fix Batch Scoring docs (#333)

* docs

* more fixes

MLOps with Azure ML

Update azureml-sdk to use latest (#331)

* Update ci_dependencies.yml

* Update conda_dependencies.yml

MLOps with Azure ML

190866

update azureml sdk (#326)

MLOps with Azure ML

168899

Update getting_started.md (#317)

MLOps with Azure ML

Fix default parameters to batch scoring pipeline + doc fixes (#310)

* fix default params in build batch score

* docs

* fix image

* fix images

* update to azure ml studio pics

MLOps with Azure ML

Update docs and pipeline status badge (#303)

* docs

* fix pipeline status badge and tf naming uniqueness

* add a note about how to change the name of the pipeline

* extra clarification on workspace connection

MLOps with Azure ML

Fix CD deployment break (#305)

Recently the step to get the model version had a name associated with the step. We need to also update the references in future step to use the step name as a prefix. This resulted in the MODEL_VERSION variable causing failures in each CD deployment step.

This did not show up in CI because the MODEL_VERSION var is hard coded in the variable group. We should also remove that.

MLOps with Azure ML

Restore call convention compatibility in get_model (#304)

A bug surfaced where first time evaluation of a model fails due to the
Model constructor throwing if the model does not exist.

Looking deeper, we see that most calls to get_model expect a possible
None response and check at the call site. Unfortunately we get the same
WebserviceException class for a model not being found as we do a REST
error or similar.

This change is a stopgap mitigation to restore compatibility with the
existing callers, and compromises by allowing the model version
dependent behavior to continue passing on exceptions.

In a future follow up we should settle on a convention and allow version
checks to propagate failure while still giving the possibility for
handling a service exception in the caller.

MLOps with Azure ML

Convert to new split pipeline approach for CI/CD (#278)

* new split pipelines

* specify channel

* fix pip jq install

* fixes and cleanup

* add new lines

* add docs and clean up naming

* use shared image

* rename

* strip quotes from location

* fix env var

* remove succeeded condition

* remove extra deploy yml

* no pr trigger

* remove unused template

* remove unused pipeline

* add more docs and add to bootstrap

* linting

* fix model package to show logs

* Squashed commit of the following:

commit 01af8da39c77787a3a533c3cb506cb9b83ec6e43
Author: j-so <[email protected]>
Date:   Fri Jun 12 14:15:35 2020 -0700

    fixed failure handling

commit 1e6f9068451f24927e4624b22ec9da8b1e9c6191
Author: j-so <[email protected]>
Date:   Fri Jun 12 14:03:09 2020 -0700

    test failed conda dep

commit a8030d75ec0f2822116554e08eb29a1f6be2da67
Author: j-so <[email protected]>
Date:   Fri Jun 12 13:55:00 2020 -0700

    test package fail

commit c7845aaca16d98e0b560619b1cf13a11bc7e8eb0
Author: j-so <[email protected]>
Date:   Fri Jun 12 13:46:27 2020 -0700

    fail on deploy error'

* Squashed commit of the following:

commit 5af6eeb242dfbbeeb1782fdabbe3d3eec1c7dd02
Author: j-so <[email protected]>
Date:   Mon Jun 15 18:31:15 2020 -0700

    fix bootstrap

commit f61e103ed08cdfbaf1dca555f14b286ea28bc003
Merge: 2796b40 08bb6f4
Author: j-so <[email protected]>
Date:   Mon Jun 15 18:30:21 2020 -0700

    Merge branch 'master' into jenns/splitpipeline_docfix

commit 2796b4002487e058a92f68ce09fbb068b5c8e114
Author: j-so <[email protected]>
Date:   Mon Jun 15 18:30:00 2020 -0700

    remove old pipeline

commit 08bb6f4a26d3db7ee998a45da62825c47411aec1
Author: David Tesar <[email protected]>
Date:   Mon Jun 15 14:09:12 2020 -0700

    Simplify docs flow (#297)

commit cd762ecaa9dd1914d4e72dc514d0ce7dad66a58d
Author: jotaylo <[email protected]>
Date:   Mon Jun 15 12:28:23 2020 -0700

    Move instruction to install AML extension to Azure Devops setup instructions (#298)

* remove need for model build id

* fix batch scoring

* use model version for batch scoring

* linting

* Squashed commit of the following:

commit 493ed3e64f89483005eade0b553db21a98f6f1bb
Author: j-so <[email protected]>
Date:   Mon Jun 22 16:42:07 2020 -0700

    mark as output

commit 1ca7a592ad24ee0fe1e7ba28b41f97431f07039d
Author: j-so <[email protected]>
Date:   Mon Jun 22 16:12:10 2020 -0700

    fix import

commit 743e301081a439472b3bc778b22df3764b16d945
Author: j-so <[email protected]>
Date:   Mon Jun 22 15:59:43 2020 -0700

    more fixes

commit 44abcac49d1b593da0f87bf8553638887d98f63c
Author: j-so <[email protected]>
Date:   Mon Jun 22 15:50:49 2020 -0700

    fix batch scoring

* improve the docs

* fix secret access

* pass to cli task and impove naming

MLOps with Azure ML

Jitghosh/parallelbatchscore (#289)

* Batch Scoring First Draft: Added pipeline creation and run scripts, scoring script, new environment variables, changes to env loading script, compute creation and AML environment creation scripts, and new Azure pipeline for batch scoring CI

* Score copy step added

* Modified bootstrap.py, updated getting started doc

* Addressed PR comments

* Addressed PR comments

* Doc fix

* Doc fix