sagemaker-python-sdk

Bug Fixes and Other Changes

• add DXB and CGK to Jumpstart regions
• chore(deps): bump apache-airflow from 2.8.4 to 2.9.0 in /requirements/extras
• bump djl-inference 0.27.0 neuronx sdk to 2.18.1
• chore: release TGI 2.0.0

Features

• TGI 1.4.5
• optimum 0.0.21
• Add TF 2.14 Graviton Inference support
• JumpStart alternative config parsing

Bug Fixes and Other Changes

• Add back serialization for automatic speech recognition
• bump apache-airflow version to 2.8.4
• Add supported task types to schema builder omission
• remove trailing slash when uploading to S3 with dataset_builder.to_csv_file
• Update Collaborator Check workflow to check for users which are part of collaborator team
• forward network_isolation parameter to Estimators when False
• Flaky slow test
• Revert "Test SM PySDK Variations"

Features

• JumpStart Gated Model Support in ModelBuilder Local Modes
• Changes to support remote schema retrieval for task types (question-answering, fill-mask) and added e2e tests for both local and remote hf schema logic.
• Upgrade smp to version 2.3.0

Bug Fixes and Other Changes

• disable modelbuilder mlflow local integ tests
• add integ-tests to codebuild-ci.yml
• [Feat] Support MLflow Model Format Through ModelBuilder
• Test SM PySDK Variations
• typo in jumpstart manifest and refine tests
• add kix to launched regions
• Remove space specific business logic from Python SDK function to fetch execution role
• Remove notebook tests from CI health check and the script

Bug Fixes and Other Changes

• [Fix] Switch to subprocess in ModelBuilder when capturing dependencies
• chore: skip flaky test

Bug Fixes and Other Changes

• Skip JS Tune integration test
• bump apache-airflow version to 2.8.3
• bump onnx version to >=1.15.0
• Updates for DJL 0.27.0 release
• Tune (local mode) support for Jumpstart Models
• attach jumpstart estimator for gated model

Bug Fixes and Other Changes

• Update schema dependency version
• remove failing deprecated tests from suite
• update readme, trigger p311 tests
• JumpStart list models flaky tests
• fix badge in README

Features

• add support to clarify.py for time series explainability jobs

Bug Fixes and Other Changes

• remove pytorch test for deprecated function
• skip test_experiment_analytics to unblock release
• Create workflow module scoped sagemaker_session to resolve test race condition
• Simplify how we process test dependencies, which are supposed to include all extras.
• skip failing feature store search integ test
• skip failing pt test
• list jumpstart models with invalid version strings
• urge customers to install latest version

Features

• Add support for Streaming Inference
• tgi optimum 0.0.19, 0.0.20 releases
• support JumpStart proprietary models
• Add ModelDataSource and SourceUri support for model package and while registering
• Accept user-defined env variables for the entry-point
• Add overriding logic in ModelBuilder when task is provided

Bug Fixes and Other Changes

• Improvement of the tuner documentation
• Skip of tests which are long running and causing the ResourceLimitInUse exception
• Add AutoML -> AutoMLV2 mapper
• add ci-health checks
• split coverage out from testenv in tox.ini
• add PT 2.2 support for smdistributed, pytorchddp, and torch_distributed distributions
• sagemaker session region not being used
• chore: emit warning when no instance specific gated training env var is available, and raise exception when accept_eula flag is not supplied
• enable github actions for PRs
• Move sagemaker pysdk version check after bootstrap in remote job
• make unit tests compatible with pytest-xdist
• Update tblib constraint

Features

• Update SM Python SDK for PT 2.2.0 SM DLC

Bug Fixes and Other Changes

• Create custom tarfile extractall util to fix backward compatibility issue
• Upgrade smp to version 2.2
• Enhance model builder selection logic to include model size

Features

• pin dll version to support python3.11 to the sdk
• instance specific jumpstart host requirements
• Add TensorFlow 2.14 image configs
• Add AutoMLV2 support
• Support selective pipeline execution between function step and regular step
• Add new Triton DLC URIs

Bug Fixes and Other Changes

• Skip No Canvas regions for test_deploy_best_candidate
• make sure gpus are found in local_gpu run
• Bump Apache Airflow version to 2.8.2
• properly close sagemaker config file after loading config
• remove enable_network_isolation from the python doc

Documentation Changes

• Add doc for new feature processor APIs and classes

Features

• Prepend SageMaker Studio App Type to boto3 User Agent string
• TGI optimum 0.0.18 (general+llm)
• TGI 1.4.2

Bug Fixes and Other Changes

• tolerate vulnerable old model for integ test and temporarily skip test_list_jumpstart_models_script_filter
• add missing regions to pytorch config
• Add validation for sagemaker version on remote job
• fixed implementation of fail_on_violation for transform with monitoring

Features

• ModelBuilder to fetch local schema when no SchemaBuilder present.
• AutoGluon 1.0.0 image_uris update

Bug Fixes and Other Changes

• skip pytorch training compiler integ test
• add fixes for tarfile extractall functionality PEP-721
• Fix telemetry image uri option logic for ModelBuilder
• Add telemetry metrics on usage of default images for ModelBuilder
• Fix error message typo
• Add "distribution" parameter into record_set

Features

• Telemetry metrics
• TGI 1.4.0
• Support collection type and target store for feature store ingestion.

Bug Fixes and Other Changes

• bump jinja2 to 3.1.3 in doc/requirments.txt
• chore(deps): bump jinja2 from 3.0.3 to 3.1.3 in /requirements/extras
• Fix dependabot alert in transformers package
• Bump Apache Airflow version to 2.8.0
• skip failing mxnet tests

Documentation Changes

• change order of pipelines topics
• Explain the ClarifyCheckStep and QualityCheckStep parameters
• fix the ClarifyCheckStep documentation to mention PDP

Bug Fixes and Other Changes

• Add PT 2.1 as a supported framework for the smdistributed distribution
• Enable private docker registry support for ModelBuilder
• HF PT 2.1 Image Configs

Documentation Changes

• add setup commands for documentation generation

Features

• Introduce HF Transformers to ModelBuilder
• retrieve jumpstart estimator and predictor without specifying model id (infer from tags)

Bug Fixes and Other Changes

• SMP PT upgrade to 2.1
• Fetch HF metadata only when explicit type is not selected
• relax upper bound for urllib dependency

Bug Fixes and Other Changes

• update get_execution_role_arn from metadata file if present

Bug Fixes and Other Changes

• update get_execution_role_arn from metadata file if present

Features

• Logic to detect hardware GPU count and aggregate GPU memory size in MiB

Bug Fixes and Other Changes

• fixed create monitoring schedule failing after validation error
• Support PipelineVariable for ModelQualityCheckConfig attributes
• TGI NeuronX 0.0.17

Features

• Support selective pipeline execution for function step

Bug Fixes and Other Changes

• remove fastapi and uvicorn dependencies
• Support using PipelineDefinitionConfig in local mode
• update get_execution_role_arn from metadata file if present
• update image_uri_configs 01-24-2024 06:17:33 PST
• Add validation for empty ParameterString value in start local pipeline

Features

• add throughput management support for feature group
• Support custom repack model settings
• parallelize notebook search utils, add new operators

Bug Fixes and Other Changes

• Enable galactus integ tests
• JumpStart - TLV region launch
• add warning message for job-prefixed pipeline steps when no job name is provided
• TGI NeuronX
• Updates for DJL 0.26.0 release
• update sphinx version
• Add PyTorch 2.1.0 SM Training DLC to UNSUPPORTED_DLC_IMAGE_FOR_SM_PARALLELISM list
• Huggingface glue failing tests
• change ConditionNot incorrect property Expression to Condition