Sagemaker

Features

* Support local mode for Amazon SageMaker Processing jobs

Bug Fixes and Other Changes

* Add API enhancements for SMP
* adjust naming convention; fix links
* lower value used in featurestore test

Documentation Changes

* Update GTDD instructions

Features

* remove D205 to enable PEP257 Docstring Conventions

Bug Fixes and Other Changes

* Pin smdebug-rulesconfig to 1.0.0
* use itertuples to ingest pandas dataframe to FeatureStore

Features

* add dataset definition support for processing jobs

Bug Fixes and Other Changes

* include workflow integ tests with clarify and debugger enabled
* only run DataParallel and EdgePackaging tests in supported regions

Documentation Changes

* fix smp code example, add note for CUDA 11 to sdp
* adding note about CUDA 11 to SMP. Small title update PyTorch

Features

* add tensorflow 1.15.4 and 2.3.1 as valid versions
* add py36 as valid python version for pytorch 1.6.0
* auto-select container version for p4d and smdistributed
* add edge packaging job support
* Add Clarify Processor, Model Bias, Explainability, and Quality Monitors support. (494)
* add model parallelism support
* add data parallelism support (454) (511)
* support creating and updating profiler in training job (444) (526)

Bug Fixes and Other Changes

* bump boto3 and smdebug_rulesconfig versions for reinvent and enable data parallel integ tests
* run UpdateTrainingJob tests only during allowed secondary status
* Remove workarounds and apply fixes to Clarify and MM integ tests
* add p4d to smdataparallel supported instances
* Mount metadata directory when starting local mode docker container
* add integ test for profiler
* Re-enable model monitor integration tests.

Documentation Changes

* add SageMaker distributed libraries documentation
* update documentation for the new SageMaker Debugger APIs
* minor updates to doc strings

Features

* all de/serializers support content type
* warn on 'Stopped' (non-Completed) jobs
* all predictors support serializer/deserializer overrides

Bug Fixes and Other Changes

* v2 upgrade tool should ignore cell starting with '%'
* use iterrows to iterate pandas dataframe
* check for distributions in TF estimator

Documentation Changes

* Update link to Sagemaker PyTorch Docker Containers
* create artifact restricted to SM context note

Testing and Release Infrastructure

* remove flaky assertion in test_integ_history_server
* adjust assertion of TensorFlow MNIST test

Features

* bump minor version for re:Invent 2020 features