sagemaker-python-sdk

Features

• Algorithms region launch on CGK
• enhance-bucket-override-support
• infer framework and version
• support clarify bias detection when facets not included
• Add CGK region to frameworks by DLC

Bug Fixes and Other Changes

• Make repack step output path align with model repack path
• Support parameterized source code input for TrainingStep

Documentation Changes

• heterogeneous cluster api doc fix
• smdmp v1.10 release note

Features

• upgrade to support python 3.10
• Add target_model to support multi-model endpoints
• Added support for feature group schema change and feature parameters

Bug Fixes and Other Changes

• enable model.register without 'inference' & 'transform' instances
• rename RegisterModel inner steps to prevent duplicate step names
• remove primitive_or_expr() from conditions
• support pipeline variables for spark processors run arguments
• make 'ModelInput' field optional for inference recommendation
• Fix processing image uri param
• fix: neo inferentia as compilation target not using framework ver

Documentation Changes

• SageMaker model parallel library v1.10.0 documentation
• add detail & links to clarify docstrings

Features

• heterogeneous cluster set up in distribution config
• support heterogeneous cluster for training
• include fields to work with inference recommender

Bug Fixes and Other Changes

• Moving the newly added field instance_group to the end of method
• image_uri does not need to be specified with instance_groups
• Loosen version of attrs dependency
• Add PipelineVariable annotation in estimatory, processing, tuner, transformer base classes
• model table link

Documentation Changes

• documentation for heterogeneous cluster

Features

• Adding deepar image

Documentation Changes

• edit to clarify how to use inference.py

Deprecations and Removals

• remove support for python 3.6

Features

• update prebuilt models documentation

Bug Fixes and Other Changes

• Skipping test_candidate_estimator_default_rerun_and_deploy
• Update model name from 'compiled.pt' to 'model.pth' for neo
• update pytest, skip hf integ temp
• Add override_pipeline_parameter_var decorator to give grace period to update invalid pipeline var args

Features

• Add helper method to generate pipeline adjacency list

Bug Fixes and Other Changes

• changing trcomp integ tests to be able to run in all regions

Features

• Adding Training Compiler support for TensorFlow estimator starting TF 2.9
• Add support for TF 2.9 training

Bug Fixes and Other Changes

• integs fallback from p3 to p2 instance
• bucket exists check for session.default_bucket
• make instance type fields as optional

Documentation Changes

• improvements on the docstring of ModelStep
• Add XGBoostProcessor

Features

• AutoGluon 0.4.2 image_uris support

Bug Fixes and Other Changes

• add input parameterization tests for workflow job steps
• add parameterized tests to transformer

Features

• MxNet 1.9 support

Bug Fixes and Other Changes

• bump importlib-metadata version upperbound to support TF2.9
• fix pipeline doc code example where process.run only accepts argument
• Fix Tensorflow default model_dir generation when output_path is pipeline variable
• Support transformer data parameterization

Bug Fixes and Other Changes

• turn off Pipeline Parameter inheritance from python primitives
• Add more validations for pipeline step new interfaces
• Changed method description per AWS request

Bug Fixes and Other Changes

• pin protobuf to < 4.0 to fix breaking change

Features

• add 'Domain' property to RegisterModel step

Bug Fixes and Other Changes

• support estimator output path parameterization
• Add back Prevent passing PipelineVariable object into image_uris.retrieve
• jumpstart amt tracking
• fix missing register method params for framework models
• fix docstring for decorated functions
• Documents: add sagemaker model building pipeline readthedocs

Bug Fixes and Other Changes

• Revert Prevent passing PipelineVariable object into image_uris.retrieve

Features

• Support Properties for StepCollection

Bug Fixes and Other Changes

• Prevent passing PipelineVariable object into image_uris.retrieve
• support image_uri being property ref for model
• ResourceConflictException from AWS Lambda on pipeline upsert

Documentation Changes

• release notes for SMDDP 1.4.1 and SMDMP 1.9.0

Features

• Add ModelStep for SageMaker Model Building Pipeline

Bug Fixes and Other Changes

• update setup.py to add minimum python requirement of 3.6

Features

• Add PT 1.11 support
• add validation specification

Bug Fixes and Other Changes

• repack model locally when local_code local mode

Documentation Changes

• smdmp 1.8.1 release note

Bug Fixes and Other Changes

• deprecate: Remove deprecated argument s3_data_distribution_type
• Feat/jumpstart model table update

Bug Fixes and Other Changes

• Automl integ describe job check
• Implement subclass compatibility for workflow pipeline job steps

Bug Fixes and Other Changes

• Add encryption setting to tar_and_upload_dir method