sagemaker-python-sdk

Features

• jumpstart instance type variants
• New methods to ingest and create Feature Groups

Bug Fixes and Other Changes

• auto ml integ tests and add flaky test markers
• Enhance unit-tests to automatically consume image URIs config registries from config JSONs

Features

• add HealthCheckConfig support
• SkipModelValidation in modelRegistry

Bug Fixes and Other Changes

• Update fw_utils.py - support 2.0.1 container for DDP and Torch distri…
• bump apache-airflow to v2.7.1

Features

• TGI 1.0.3 Image URI Config

Features

• Local Mode - Add Support for Docker Compose V2

Bug Fixes and Other Changes

• handle bad jumpstart default session
• Add Data Wrangler TLV and version 3.x images

Documentation Changes

• add interactive apps rst file

Features

• Enable notebook instances to get presigned url

Bug Fixes and Other Changes

• update scikit-learn, scipy, and apache-airflow deps for dependabot
• log message when sdk defaults not applied

Deprecations and Removals

• remove support for py37

Features

• Neo service GA in TLV

Bug Fixes and Other Changes

• Update pytorch.json with 2.0.1 for inference and training
• get python version dynamically for remote function tests
• HuggingFaceProcessor parameterized instance_type when image_uri is absent

Features

• image url for modelmonitor in TLV region
• Enable spot training on remote decorator and executor

Features

• StabilityAI DLC Image URIs

Bug Fixes and Other Changes

• temporarily skip kmeans notebook

Features

• Add presigned URLs for interactive apps
• Add detail profiler V2 options and tests

Features

• attach method for jumpstart estimator

Bug Fixes and Other Changes

• pipeline upsert failed to pass parallelism_config to update

Features

• Support to get latest monitoring execution processing logs

Bug Fixes and Other Changes

• Add context to predict_fn example
• gated models unsupported region
• jumpstart cache using sagemaker session s3 client
• add TFS 2.13 Graviton SM images
• pipeline variable kms key
• integration test for gated jumpstart training model
• tags for jumpstart model package models

Bug Fixes and Other Changes

• chore: excessive jumpstart bucket logging

Features

• Add TLV accounts for 1P Algorithms

Features

• Add TF 2.13 Training and Inference SM images

Bug Fixes and Other Changes

• revert-PR_3903
• skip tensorflow local mode notebook test
• change instance type for huggingface test to ml.g5.8xlarge

Features

• Add huggingface-llm 0.9.3 dlc images

Bug Fixes and Other Changes

• Upgrade default version for djl to v0.23.0
• Pass kms_key to _upload_analysis_config when provided

Features

• meta llama fine tuning
• support online store ttl for records
• Deploy uncompressed ML model from S3 to SageMaker Hosting endpoints
• AutoGluon 0.8.2 image_uris update

Bug Fixes and Other Changes

• [Feature] Propagate tags to lineage resources
• excessive jumpstart logging
• chore: jumpstart deprecation messages
• build(deps): bump pygments from 2.11.2 to 2.15.0 in /requirements/tox
• Remove deleted notebook tests from test confg
• chore: add jumpstart llama 2 tests

Documentation Changes

• add smp class for supporting flash attn

Features

• jumpstart EULA models

Bug Fixes and Other Changes

• Update the apache airflow constraints
• Update apache airflow version
• bump up djl inference image uri versions

Features

• Add check for if TrialComponent is already associated with a Trial in Run
• Add features_to_explain to shap config

Bug Fixes and Other Changes

• Support protobuf4
• Remove unnecessary get caller identity call
• Missing JumpStart estimator args
• Add volume to partition djl_inference

Documentation Changes

• Correct runtime param
• fix wait_for_endpoint docstring

Features

• Add PipelineDefinitionConfig to pipelines to toggle custom job …

Bug Fixes and Other Changes

• Upgrade DJL deepspeed versions
• Remove unused dependency protobuf3-to-dict
• skip intelligent volume_size allocation based on instance type if it is a pipeline parameter