Amazon Nova recipes

You can get an Amazon Nova recipe from the SageMaker HyperPod recipes repository. A Nova recipe is a YAML configuration file that provides details to SageMaker AI on how to run your model customization job. It provides the base model name, sets training hyperparameters, defines optimization settings, and includes any additional options required to fine-tune or train the model successfully.

You can also access Nova recipes through Amazon SageMaker Studio and Amazon SageMaker Unified Studio by navigating to the JumpStart model hub, selecting AWS, and browsing Amazon Nova models to find their associated recipes. Both Amazon SageMaker Studio and Amazon SageMaker Unified Studio provide sample notebooks for each recipe, which include all the necessary steps to modify the recipes and run customization jobs using SageMaker AI training jobs or Amazon SageMaker HyperPod environments.

To access the recipes pages in Amazon SageMaker Studio, the execution role must have the following permissions.

{
    "Version": "2012-10-17",
    "Statement": [
        {
            "Effect": "Allow",
            "Action": [
                "s3:GetObject"
            ],
            "Resource": [
                "arn:aws:s3:::*model-customization-recipes*"
            ]
        }
    ]
}

To execute the sample notebooks on SageMaker training jobs and SageMaker HyperPod, use one of the following SageMaker distribution image versions: 2.7.1+, 2.8.0+, 3.2.1+, 3.3.0+. This applies to both Amazon SageMaker Studio and Amazon SageMaker Unified Studio.

Getting Amazon Nova recipes

To get a base Amazon Nova recipe, clone the SageMaker HyperPod recipes repository by running the following command.

git clone https://github.com/aws/sagemaker-hyperpod-recipes.git

The base recipes are available at recipes_collection/recipes/.

cd recipes_collection/recipes/

The Amazon Nova customization recipes are in the following folders.

Available models and algorithms

The following table summarizes the availability of customization for Amazon Nova models and supported algorithms using SageMaker AI.

Amazon Nova recipes reference

The table below lists detailed information of the Amazon Nova recipes reference.