sagemaker-python-sdk

Features

• add support for PyTorch 1.8.0
• Allow users to send custom attributes to the model endpoint

Bug Fixes and Other Changes

• use ResolvedOutputS3Uir for Hive DDL LOCATION
• Do lazy initialization in predictor

Bug Fixes and Other Changes

• move pandas to required dependency from specific use cases

Bug Fixes and Other Changes

• return all failed row indices in feature_group.ingest
• move service-role path parsing for AmazonSageMaker-ExecutionRole for get_execution_role() into except block of IAM get_role() call and add warning message
• add description parameter for RegisterModelStep
• add type annotations for Lineage

Documentation Changes

• remove ellipsis from CHANGELOG.md

Features

• add support for TensorFlow 2.4.1 for training, inference and…
• Support profiler config in the pipeline training job step
• support PyTorch 1.7.1 training, inference and data parallel

Features

• support creating endpoints with model images from private registries

Bug Fixes and Other Changes

• Change Estimator.logs() to use latest_training_job.name
• mask creds from docker commands in local mode. Closes #2118

Documentation Changes

• fix pipelines processing step typo
• remove double 'enable-network-isolation' description

Features

• add inference_id to predict

Bug Fixes and Other Changes

• disable profiler by default for regions not support it

Documentation Changes

• add TF 2.4.1 support to sm distributed data parallel docs and other updates

Features

• Add Framework Version support for PyTorch compilation (Neo)

Bug Fixes and Other Changes

• add mxnet 1.7.0 eia configuration
• update source constructor for lineage action and artifact

Documentation Changes

• fix typo in create_monitoring_schedule method

Bug Fixes and Other Changes

• Use the output path to store the Clarify config file
• feature group should ignore nan values
• ignore failing smdataparallel test
• Add tests for Training job & Transform job in visualizer
• visualizer for pipeline processing job steps

Documentation Changes

• update doc for Elastic Inference MXNet 1.7.0

Bug Fixes and Other Changes

• Add tests for visualizer to improve test coverage

Documentation Changes

• specify correct return type

Testing and Release Infrastructure

• rename canary_quick pytest mark to release

Features

• Enable step caching
• Add other Neo supported regions for Inferentia inference images

Bug Fixes and Other Changes

• remove FailStep from pipelines
• use sagemaker_session in workflow tests
• use ECR public for multidatamodel tests
• add the mapping from py3 to cuda11 images
• Add 30s cap time for tag tests
• add build spec for slow tests
• mark top 10 slow tests
• remove slow test_run_xxx_monitor_baseline tests
• pin astroid to 2.4.2

Testing and Release Infrastructure

• unmark more flaky integ tests
• remove canary_quick pytest mark from flaky/unnecessary tests
• remove python3.8 from buildspec
• remove py38 tox env
• fix release buildspec typo
• unblock regional release builds
• lower test TPS for experiment analytics
• move package preparation and publishing to the deploy step

Bug Fixes and Other Changes

• test_tag/test_tags method assert fix in association tests

Documentation Changes

• removing mention of TF 2.4 from SM distributed model parallel docs
• adding details about mpi options, other small updates

Bug Fixes and Other Changes

• add integration test for listing artifacts by type
• List Associations integ tests

Bug Fixes and Other Changes

• Remove pytest fixture and fix test_tag/s method

Bug Fixes and Other Changes

• use 3.5 version of get-pip.py
• SM DDP release notes/changelog files

Documentation Changes

• adding versioning to sm distributed data parallel docs

Bug Fixes and Other Changes

• fix collect-tests tox env
• create profiler specific unsupported regions
• Update smd_model_parallel_pytorch.rst

Features

• add support for Std:Join for pipelines
• Map image name to image uri
• friendly names for short URIs

Bug Fixes and Other Changes

• increase allowed time for search to get updated
• refactor distribution config construction

Documentation Changes

• Add SMP 1.2.0 API docs

Bug Fixes and Other Changes

• add artifact, action, context to virsualizer

Bug Fixes and Other Changes

• increase time allowed for trial components to index

Documentation Changes

• update predict_fn implementation for PyTorch EIA 1.5.1