feature: JumpStart Integration #2870

evakravi · 2022-01-25T23:31:31Z

Issue #, if available:

Description of changes:
This PR merges in changes from master-jumpstart branch to the dev branch. This branch holds features related to the launch of JumpStart. This mainly includes utilities to access image, script, and model URIs related to JumpStart models. In addition, the Estimator and Model classes have been modified to allow for script mode usage.

Testing done:
Unit tests and integration tests have been added for changes within master-jumpstart.

Merge Checklist

Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.

General

I have read the CONTRIBUTING doc
I certify that the changes I am introducing will be backword compatible, and I have discussed concerns about this, if any, with the Python SDK team
I used the commit message format described in CONTRIBUTING
I have passed the region in to all S3 and STS clients that I've initialized as part of this change.
I have updated any necessary documentation, including READMEs and API docs (if appropriate)

Tests

I have added tests that prove my fix is effective or that my feature works (if appropriate)
I have added unit and/or integration tests as appropriate to ensure backward compatibility of the changes
I have checked that my tests are not configured for a specific region or account (if appropriate)
I have used unique_name_from_base to create resource names in integ tests (if appropriate)

By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.

Co-authored-by: Mufaddal Rohawala <[email protected]>

Co-authored-by: Basil Beirouti <[email protected]>

#2790)

…ries (#2755) Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]>

Co-authored-by: Shreya Pandit <[email protected]>

Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Shreya Pandit <[email protected]>

* update smdmp change log, archive api doc for 1.4.0 and 1.5.0 * add no-index flags * finish api doc archive * fix: Set ProcessingStep upload locations deterministically to avoid c… (#2790) * fix: Prevent repack_model script from referencing nonexistent directories (#2755) Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> * fix: S3Input - add support for instance attributes (#2754) * fix: typos and broken link (#2765) Co-authored-by: Shreya Pandit <[email protected]> * add all api docs * add appendix, fix links * structural changes, fix links * incorporate feedback * prepare release v2.72.1 * update development version to v2.72.2.dev0 Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Mohamed Ali Jamaoui <[email protected]> Co-authored-by: Shreya Pandit <[email protected]> Co-authored-by: ci <ci> Co-authored-by: Jeniya Tabassum <[email protected]>

)

Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Shreya Pandit <[email protected]> Co-authored-by: Mohamed Ali Jamaoui <[email protected]> Co-authored-by: ci <ci> Co-authored-by: Jeniya Tabassum <[email protected]> Co-authored-by: sreedes <[email protected]> Co-authored-by: Navin Soni <[email protected]> Co-authored-by: Miyoung <[email protected]> Co-authored-by: Ameen Khan <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Xiaoguang Chen <[email protected]> Co-authored-by: Jonathan Guinegagne <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Yifei Zhu <[email protected]> Co-authored-by: Qingzi-Lan <[email protected]>

…ion for lambda step (#2824)

Co-authored-by: Ahsan Khan <[email protected]>

Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> Co-authored-by: Shreya Pandit <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Mohamed Ali Jamaoui <[email protected]> Co-authored-by: ci <ci> Co-authored-by: Jeniya Tabassum <[email protected]> Co-authored-by: sreedes <[email protected]> Co-authored-by: Navin Soni <[email protected]> Co-authored-by: Miyoung <[email protected]> Co-authored-by: Ameen Khan <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Navin Soni <[email protected]> Co-authored-by: Xiaoguang Chen <[email protected]> Co-authored-by: Jonathan Guinegagne <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Yifei Zhu <[email protected]> Co-authored-by: Qingzi-Lan <[email protected]>

sagemaker-bot · 2022-01-26T00:32:10Z

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sagemaker-bot · 2022-01-26T00:58:48Z

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* feature: allow conditional parellel builds (#2727) * fix endpoint bug (#2772) Co-authored-by: Basil Beirouti <[email protected]> * fix: local mode - support relative file structure (#2768) * prepare release v2.72.0 * update development version to v2.72.1.dev0 * fix: Set ProcessingStep upload locations deterministically to avoid c… (#2790) * fix: Prevent repack_model script from referencing nonexistent directories (#2755) Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> * fix: S3Input - add support for instance attributes (#2754) * fix: typos and broken link (#2765) Co-authored-by: Shreya Pandit <[email protected]> * prepare release v2.72.1 * update development version to v2.72.2.dev0 * fix: Model Registration with BYO scripts (#2797) Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Shreya Pandit <[email protected]> * fix: Add ContentType in test_auto_ml_describe * fix: Re-deploy static integ test endpoint if it is not found * documentation :SageMaker model parallel library 1.6.0 API doc (#2814) * update smdmp change log, archive api doc for 1.4.0 and 1.5.0 * add no-index flags * finish api doc archive * fix: Set ProcessingStep upload locations deterministically to avoid c… (#2790) * fix: Prevent repack_model script from referencing nonexistent directories (#2755) Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> * fix: S3Input - add support for instance attributes (#2754) * fix: typos and broken link (#2765) Co-authored-by: Shreya Pandit <[email protected]> * add all api docs * add appendix, fix links * structural changes, fix links * incorporate feedback * prepare release v2.72.1 * update development version to v2.72.2.dev0 Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Mohamed Ali Jamaoui <[email protected]> Co-authored-by: Shreya Pandit <[email protected]> Co-authored-by: ci <ci> Co-authored-by: Jeniya Tabassum <[email protected]> * fix: fix kmeans test deletion sequence, increment lineage statics (#2815) * fix: Increment static lineage pipeline (#2817) * fix: Update CHANGELOG.md (#2832) * prepare release v2.72.2 * update development version to v2.72.3.dev0 * change: update master from dev (#2836) Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Shreya Pandit <[email protected]> Co-authored-by: Mohamed Ali Jamaoui <[email protected]> Co-authored-by: ci <ci> Co-authored-by: Jeniya Tabassum <[email protected]> Co-authored-by: sreedes <[email protected]> Co-authored-by: Navin Soni <[email protected]> Co-authored-by: Miyoung <[email protected]> Co-authored-by: Ameen Khan <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Xiaoguang Chen <[email protected]> Co-authored-by: Jonathan Guinegagne <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Yifei Zhu <[email protected]> Co-authored-by: Qingzi-Lan <[email protected]> * prepare release v2.72.3 * update development version to v2.72.4.dev0 * fix: fixes unnecessary session call while generating pipeline definition for lambda step (#2824) * feature: Add models_v2 under lineage context (#2800) * feature: enable python 3.9 (#2802) Co-authored-by: Ahsan Khan <[email protected]> * change: Update CHANGELOG.md (#2842) * fix: update pricing link (#2805) Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> Co-authored-by: Shreya Pandit <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Mohamed Ali Jamaoui <[email protected]> Co-authored-by: ci <ci> Co-authored-by: Jeniya Tabassum <[email protected]> Co-authored-by: sreedes <[email protected]> Co-authored-by: Navin Soni <[email protected]> Co-authored-by: Miyoung <[email protected]> Co-authored-by: Ameen Khan <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Navin Soni <[email protected]> Co-authored-by: Xiaoguang Chen <[email protected]> Co-authored-by: Jonathan Guinegagne <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Yifei Zhu <[email protected]> Co-authored-by: Qingzi-Lan <[email protected]> * doc: Document the available ExecutionVariables (#2807) * fix: Remove duplicate vertex/edge in query lineage (#2784) * feature: Support model pipelines in CreateModelStep (#2845) Co-authored-by: Payton Staub <[email protected]> * feature: support JsonGet/Join parameterization in tuning step Hyperparameters (#2833) * doc: Enhance smddp 1.2.2 doc (#2852) * feature: support checkpoint to be passed from estimator (#2849) Co-authored-by: marckarp <[email protected]> * fix: allow kms_key to be passed for processing step (#2779) * feature: Adds support for Serverless inference (#2831) * feature: Add support for SageMaker lineage queries in action (#2853) * feature: Adds Lineage queries in artifact, context and trial components (#2838) * feature: Add EMRStep support in Sagemaker pipeline (#2848) Co-authored-by: chenxy <[email protected]> * prepare release v2.73.0 * update development version to v2.73.1.dev0 * feature: Add support for SageMaker lineage queries context (#2830) * fix: support specifying a facet by its column index Currently the Clarify BiasConfig only accepts facet name. Actually Clarify analysis configuration supports both name and index. This commit adds the same support to BiasConfig. * doc: more documentation for serverless inference (#2859) * prepare release v2.74.0 * update development version to v2.74.1.dev0 * Add deprecation warning in Clarify DataConfig (#2847) * feature: Update instance types for integ test (#2881) * feature: Adds support for async inference (#2846) * fix: update to incorporate black v22, pin tox versions (#2889) Co-authored-by: Mufaddal Rohawala <[email protected]> * make black happy Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: ci <ci> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> Co-authored-by: Mohamed Ali Jamaoui <[email protected]> Co-authored-by: Shreya Pandit <[email protected]> Co-authored-by: sreedes <[email protected]> Co-authored-by: Navin Soni <[email protected]> Co-authored-by: Miyoung <[email protected]> Co-authored-by: Jeniya Tabassum <[email protected]> Co-authored-by: Ameen Khan <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Xiaoguang Chen <[email protected]> Co-authored-by: Jonathan Guinegagne <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Yifei Zhu <[email protected]> Co-authored-by: Qingzi-Lan <[email protected]> Co-authored-by: Xinghan Chen <[email protected]> Co-authored-by: Navin Soni <[email protected]> Co-authored-by: Tulio Casagrande <[email protected]> Co-authored-by: jerrypeng7773 <[email protected]> Co-authored-by: marckarp <[email protected]> Co-authored-by: marckarp <[email protected]> Co-authored-by: jayatalr <[email protected]> Co-authored-by: bhaoz <[email protected]> Co-authored-by: Ethan Cheng <[email protected]> Co-authored-by: chenxy <[email protected]> Co-authored-by: Xiaoguang Chen <[email protected]> Co-authored-by: keerthanvasist <[email protected]> Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Shreya Pandit <[email protected]>

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evakravi · 2022-02-03T19:19:59Z

src/sagemaker/jumpstart/validators.py

+        if hasattr(hyperparameter_spec, "exclusive_max"):
+            if numeric_hyperparam_value >= hyperparameter_spec.exclusive_max:
+                raise JumpStartHyperparametersError(
+                    f"Hyperparameter '{hyperparameter_name}' must be less than than "


This should be fixed, either now in or in a follow up PR for after release

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sagemaker-bot · 2022-02-03T20:47:56Z

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Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]> Co-authored-by: Shreya Pandit <[email protected]> Co-authored-by: Mufaddal Rohawala <[email protected]> Co-authored-by: Basil Beirouti <[email protected]> Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Mohamed Ali Jamaoui <[email protected]> Co-authored-by: ci <ci> Co-authored-by: Jeniya Tabassum <[email protected]> Co-authored-by: sreedes <[email protected]> Co-authored-by: Navin Soni <[email protected]> Co-authored-by: Miyoung <[email protected]> Co-authored-by: Ameen Khan <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Xiaoguang Chen <[email protected]> Co-authored-by: Jonathan Guinegagne <[email protected]> Co-authored-by: Zhankui Lu <[email protected]> Co-authored-by: Yifei Zhu <[email protected]> Co-authored-by: Qingzi-Lan <[email protected]> Co-authored-by: Navin Soni <[email protected]> Co-authored-by: marckarp <[email protected]> Co-authored-by: chenxy <[email protected]> Co-authored-by: Xinghan Chen <[email protected]> Co-authored-by: Tulio Casagrande <[email protected]> Co-authored-by: jerrypeng7773 <[email protected]> Co-authored-by: marckarp <[email protected]> Co-authored-by: jayatalr <[email protected]> Co-authored-by: bhaoz <[email protected]> Co-authored-by: Ethan Cheng <[email protected]> Co-authored-by: Xiaoguang Chen <[email protected]> Co-authored-by: keerthanvasist <[email protected]> Co-authored-by: Shreya Pandit <[email protected]>

evakravi and others added 30 commits December 6, 2021 16:54

feature: client cache for jumpstart models

b09793a

Co-authored-by: Mufaddal Rohawala <[email protected]>

feature: allow conditional parellel builds (#2727)

1da6b98

fix endpoint bug (#2772)

1489363

Co-authored-by: Basil Beirouti <[email protected]>

fix: local mode - support relative file structure (#2768)

ba55962

prepare release v2.72.0

221411c

update development version to v2.72.1.dev0

395bc24

fix: Set ProcessingStep upload locations deterministically to avoid c… (

b689689

#2790)

fix: Prevent repack_model script from referencing nonexistent directo…

5cd25f3

…ries (#2755) Co-authored-by: Payton Staub <[email protected]> Co-authored-by: Ahsan Khan <[email protected]>

fix: S3Input - add support for instance attributes (#2754)

2e8710d

fix: typos and broken link (#2765)

05478a0

Co-authored-by: Shreya Pandit <[email protected]>

prepare release v2.72.1

7da8254

update development version to v2.72.2.dev0

51404ba

fix: Add ContentType in test_auto_ml_describe

7def439

fix: Re-deploy static integ test endpoint if it is not found

cd870ec

fix: fix kmeans test deletion sequence, increment lineage statics (#2815

9ebfaf1

)

fix: Increment static lineage pipeline (#2817)

071228a

fix: Update CHANGELOG.md (#2832)

d36d9aa

prepare release v2.72.2

02e0b15

update development version to v2.72.3.dev0

ee247c0

prepare release v2.72.3

3d491ac

update development version to v2.72.4.dev0

068ad64

fix: fixes unnecessary session call while generating pipeline definit…

3859a94

…ion for lambda step (#2824)

feature: Add models_v2 under lineage context (#2800)

77bf04f

feature: enable python 3.9 (#2802)

5da5364

Co-authored-by: Ahsan Khan <[email protected]>

change: Update CHANGELOG.md (#2842)

b105b19

feature: Adding Jumpstart retrieval functions (#2789)

b691d3d

jeniyat force-pushed the dev branch 3 times, most recently from f5e6849 to 34b07c0 Compare January 29, 2022 23:28

shreyapandit changed the title ~~JumpStart~~ feature: JumpStart Integration Feb 1, 2022

evakravi added 2 commits February 3, 2022 17:24

Merge remote-tracking branch 'origin/master-jumpstart' into dev

d25ed94

fix: git diff

3582132

evakravi force-pushed the master-jumpstart branch from 0cc130c to 3582132 Compare February 3, 2022 17:34

evakravi closed this Feb 3, 2022

evakravi reopened this Feb 3, 2022

evakravi commented Feb 3, 2022

View reviewed changes

mufaddal-rohawala approved these changes Feb 3, 2022

View reviewed changes

shreyapandit approved these changes Feb 3, 2022

View reviewed changes

mufaddal-rohawala merged commit 7203862 into dev Feb 3, 2022

navaj0 mentioned this pull request May 12, 2022

Image URI in CreateModelStep can not be a Sagemaker Properties object. #3103

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