Sagemaker

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

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

Bug Fixes and Other Changes

* TGI 1.3.3
* skip failing integs
* query hf api for model md
* update image_uri_configs 12-29-2023 06:17:34 PST

Features

* support local mode in SageMaker Studio (1300)
* Supporting tbac in load_run

Bug Fixes and Other Changes

* update image_uri_configs 12-25-2023 06:17:33 PST
* Disable failed test in IR
* Raise Exception for debug
* create role if needed in `get_execution_role`