A Scala kernel that is a compatible as a Bring-Your-Own Image in SageMaker Studio.
The image is based on the Almond Scala Kernel and comes with Almond version 0.10.3 and Scala version 2.13.
Build the Docker image and push to Amazon ECR.
# Modify these as required. The Docker registry endpoint can be tuned based on your current region from https://docs.aws.amazon.com/general/latest/gr/ecr.html#ecr-docker-endpoints
REGION=<aws-region>
ACCOUNT_ID=<account-id>
# Build the image
IMAGE_NAME=custom-scala
aws --region ${REGION} ecr get-login-password | docker login --username AWS --password-stdin ${ACCOUNT_ID}.dkr.ecr.${REGION}.amazonaws.com/smstudio-custom
docker build . -t ${IMAGE_NAME} -t ${ACCOUNT_ID}.dkr.ecr.${REGION}.amazonaws.com/smstudio-custom:${IMAGE_NAME}
docker push ${ACCOUNT_ID}.dkr.ecr.${REGION}.amazonaws.com/smstudio-custom:${IMAGE_NAME}
Create a SageMaker Image with the image in ECR.
# Role in your account to be used for the SageMaker Image
ROLE_ARN=<role-arn>
aws --region ${REGION} sagemaker create-image \
--image-name ${IMAGE_NAME} \
--role-arn ${ROLE_ARN}
aws --region ${REGION} sagemaker create-image-version \
--image-name ${IMAGE_NAME} \
--base-image "${ACCOUNT_ID}.dkr.ecr.${REGION}.amazonaws.com/smstudio-custom:${IMAGE_NAME}"
# Verify the image-version is created successfully. Do NOT proceed if image-version is in CREATE_FAILED state or in any other state apart from CREATED.
aws --region ${REGION} sagemaker describe-image-version --image-name ${IMAGE_NAME}
Create a AppImageConfig for this image
aws --region ${REGION} sagemaker create-app-image-config --cli-input-json file://app-image-config-input.json
Create a Domain, providing the SageMaker Image and AppImageConfig in the Domain creation. Replace the placeholders for VPC ID, Subnet IDs, and Execution Role in create-domain-input.json
aws --region ${REGION} sagemaker create-domain --cli-input-json file://create-domain-input.json
If you have an existing Domain, you can also use the update-domain
aws --region ${REGION} sagemaker update-domain --cli-input-json file://update-domain-input.json