v2.22.0

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

v2.21.0

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

v2.20.0

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

v2.19.0

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

v2.18.0

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

v2.17.0

Features

• bump minor version for re:Invent 2020 features

v2.16.4

Bug Fixes and Other Changes

• Add re:Invent 2020 features
• use eia python version fixture in integration tests
• bump version to 2.17.0 for re:Invent-2020

Documentation Changes

• add feature store documentation

v2.16.3.post0

Testing and Release Infrastructure

• use ECR-hosted image for ubuntu:16.04

v2.16.3

Bug Fixes and Other Changes

• fix failures for multiple spark run() invocations

v2.16.2

Bug Fixes and Other Changes

• create default bucket only if needed