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feature: support the Hyperband strategy with the StrategyConfig #3440

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Merged
merged 2 commits into from
Oct 27, 2022
Merged

feature: support the Hyperband strategy with the StrategyConfig #3440

merged 2 commits into from
Oct 27, 2022

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repushko
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Issue #, if available: N/A

Description of changes: That's an implementation of the HyperbandStrategyConfig and StrategyConfig, which are already available for customers, but missed in the SDK. We want to support this feature in the SDK as well.
Here is the documentation of the changed CreateHyperParameterTuningJob config. Search for StrategyConfig.

Testing done: Added new unit test and tests ran successfully/

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  • I have read the CONTRIBUTING doc
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@iaroslav-ai iaroslav-ai left a comment

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LGTM

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/bot run all

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/bot run all

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  • Commit ID: 6729e82
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codecov-commenter commented Oct 26, 2022

Codecov Report

Merging #3440 (12db52d) into master (1fa2377) will decrease coverage by 0.35%.
The diff coverage is 81.72%.

@@            Coverage Diff             @@
##           master    #3440      +/-   ##
==========================================
- Coverage   89.17%   88.82%   -0.36%     
==========================================
  Files         204      205       +1     
  Lines       18979    19294     +315     
==========================================
+ Hits        16924    17137     +213     
- Misses       2055     2157     +102     
Impacted Files Coverage Δ
src/sagemaker/sklearn/model.py 92.98% <ø> (-1.76%) ⬇️
...sagemaker/workflow/monitor_batch_transform_step.py 0.00% <0.00%> (ø)
src/sagemaker/workflow/steps.py 95.12% <ø> (ø)
src/sagemaker/workflow/utilities.py 94.31% <ø> (ø)
src/sagemaker/xgboost/model.py 96.36% <ø> (-1.82%) ⬇️
...agemaker/model_monitor/clarify_model_monitoring.py 89.84% <27.58%> (-5.09%) ⬇️
src/sagemaker/session.py 71.46% <50.00%> (-0.21%) ⬇️
src/sagemaker/training_compiler/config.py 80.43% <60.00%> (-2.90%) ⬇️
src/sagemaker/pytorch/estimator.py 94.73% <63.63%> (-5.27%) ⬇️
src/sagemaker/sklearn/estimator.py 93.93% <63.63%> (-6.07%) ⬇️
... and 33 more

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/bot run all

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  • CodeBuild project: sagemaker-python-sdk-unit-tests
  • Commit ID: 12db52d
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  • CodeBuild project: sagemaker-python-sdk-local-mode-tests
  • Commit ID: 12db52d
  • Result: SUCCEEDED
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  • CodeBuild project: sagemaker-python-sdk-slow-tests
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  • CodeBuild project: sagemaker-python-sdk-pr
  • Commit ID: 12db52d
  • Result: SUCCEEDED
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  • CodeBuild project: sagemaker-python-sdk-notebook-tests
  • Commit ID: 12db52d
  • Result: SUCCEEDED
  • Build Logs (available for 30 days)

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@navinsoni navinsoni merged commit 9713203 into aws:master Oct 27, 2022
@repushko repushko deleted the tuner_multifidelity_support branch October 27, 2022 08:13
mizanfiu pushed a commit to mizanfiu/sagemaker-python-sdk that referenced this pull request Dec 13, 2022
JoseJuan98 pushed a commit to JoseJuan98/sagemaker-python-sdk that referenced this pull request Mar 4, 2023
nmadan pushed a commit to nmadan/sagemaker-python-sdk that referenced this pull request Apr 18, 2023
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7 participants