Upgrading Sagemaker docs and tutorials to sagemaker-sdk v3

[dwarez]

Note

Low Risk
Documentation and example-notebook changes only; no application runtime code. Reviewers should note the embedding deploy notebook adds a hardcoded example IAM role ARN.

Overview
Migrates SageMaker SDK tutorial notebooks from v2 to v3 across deploy, train, and evaluate flows. Install pins change from sagemaker<3.0.0 to sagemaker>=3.0.0, with v2 “stick to v2” warnings replaced by notes describing ModelBuilder / ModelTrainer.

Inference: HuggingFaceModel + predict become ModelBuilder (TEI via ModelServer.TEI) and Endpoint.invoke with JSON bodies. Container URIs use sagemaker.core.image_uris.retrieve (updated TEI 1.8.2). The Llama 3.3 70B Inferentia2 guide uses sagemaker.core.resources (Model, EndpointConfig, Endpoint) because v3 ModelBuilder TGI is GPU-only; model ID updates to Llama-3.3-70B-Instruct and Neuron images come from image_uris instead of hardcoded ECR maps.

Training / eval: HuggingFace estimators become ModelTrainer with SourceCode, Compute, and InputData / OutputDataConfig. Lighteval moves to lighteval==0.13.0 CLI via new scripts/run_lighteval.py and ModelTrainer.train(). Embedding fine-tune points training at scripts/, drops pinned DLC-breaking deps in favor of sentence-transformers only in scripts/requirements.txt, and deploys artifacts with ModelBuilder image pass-through.

Misc: .gitignore adds .ipynb_checkpoints/; notebook kernels/metadata target Python 3.12.13; TRL CLI notebook gets nbformat/emoji fixes only.

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[HuggingFaceDocBuilderDev]

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

[cursor]

Cursor Bugbot has reviewed your changes using default effort and found 1 potential issue.

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[cursor]

Hardcoded IAM role overwrites setup

High Severity

A new cell assigns role to a fixed arn:aws:iam::754289655784:role/sagemaker_execution_role, replacing the role from get_execution_role() in section 1. Readers who run cells in order use the wrong account’s role and ModelBuilder fails unless they happen to share that ARN.

 

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