sagemaker-python-sdk

Features

• Introduce TensorBoard app class

Bug Fixes and Other Changes

• Update data wrangler images

Features

• Support TF2.12 SageMaker DLC

Bug Fixes and Other Changes

• update the doc for Join function
• change s3UploadMode of sagemaker clarify processing output for computer vision jobs.

Documentation Changes

• Add Remote Function updates

Features

• [huggingface] Add torch.distributed support for Trainium and torchrun
• Add PyTorch 2.0 to SDK

Bug Fixes and Other Changes

• updating batch transform job in monitoring schedule

Features

• support different types of deletion mode

Bug Fixes and Other Changes

• skip failing tests temporarily
• Added ml.p4d and ml.p4de as supported instances for DeepSpeed

Documentation Changes

• Add Model Registry Model Collection

Features

• Add support for JSON model inputs for Clarify Processor

Bug Fixes and Other Changes

• Feature/list collection
• improve reliability of Run integration test
• Add a comment that smdataparallel lib excludes tf 2.12 support

Documentation Changes

• Update reference to load run method in documentation

Features

• add support for async inline error notifications
• Add methods for feature group to list feature metadata parameters and tags
• Support huggingface hub model_id for DJL Models

Bug Fixes and Other Changes

• load_sagemaker_config should lazy initialize a default S3 resource

Features

• support create Clarify explainer enabled endpoint for Clarify Online Explainability
• Combined inference and training script artifact
• jumpstart instance types
• Deprecation warning for framework profiling for TF 2.12 and on, PT 2.0 and on

Bug Fixes and Other Changes

• always delete temporary directory even during exception
• Fixes the completion_criteria_config dict in the to_input_req method
• Update CHANGELOG.md

Documentation Changes

• Update SageMaker Debugger doc

Features

• Support for SageMaker SDK Defaults

Bug Fixes and Other Changes

• update feature store offline s3 path used in tests

Features

• combined model + script artifact

Features

• AutoGluon 0.7.0 image_uris update
• Add DJL FasterTransformer image uris
• EMR step runtime role support
• locations for EMR configuration and Spark dependencies
• Adding support for 1P Algorithms in ZAZ, ZRH, HYD, MEL

Documentation Changes

• Update FeatureGroup kms key id documentation

Bug Fixes and Other Changes

• Fix cross account register model
• Handle instance support for Hugging Face tests
• Upgrade apache-airflow-providers-amazon version
• build(deps): bump apache-airflow from 2.4.1 to 2.5.1
• Mark test_create_model_package test for xfail
• Disable module-not-measured warnings to avoid clutter in build logs

Features

• SDK changes for TRCOMP support

Bug Fixes and Other Changes

• [Feature - Hugging Face] Update Transformers 4.26 - PyTorch 1.13.1 Image uri

Features

• Add XGBoost framework 1.7-1 version

Bug Fixes and Other Changes

• Fix image_uris.retrieve() function to return ValueError when framework is not allowed for an instance_type

Features

• Jumpstart training metrics

Bug Fixes and Other Changes

• Add new region support for MX, PT, TF on SM Training

Features

• support JSON for input dataset and model output

Bug Fixes and Other Changes

• Wait on describe for tag propagation
• Extracted profile_name directly from sagemaker.Session if None
• Avoid double encoding to JSON in InferenceRecommenderMixin
• RepackStep must use the same KMS key as the Model

Features

• with_feature_group [feature_store]
• Djl Large Model Support
• Decouple model.right_size() from model registry

Bug Fixes and Other Changes

• Fix integration test error in test_default_right_size_and_deploy_unregistered_base_model
• Add djl 0.21.0 dlc images

Documentation Changes

• Torchrun gpu support documentation change

Documentation Changes

• update feature store dataset builder docs

Bug Fixes and Other Changes

• Revert back to stable apache-airflow-providers-amazon from 7.2.1 to 4.0.0.
• Typo in graviton algos
• build(deps): bump apache-airflow-providers-amazon from 4.0.0 to 7.2.1 in /requirements/extras
• Support cloning private repo using ssh key
• Create a default SageMaker Session inside FeatureGroup class

Documentation Changes

• fix typo in README

Features

• Add DLC accounts for MEL Region
• allow use of short lived creds for local container

Bug Fixes and Other Changes

• update lambda function when function arn is provided