Bash script to create Sagemaker Inference Endpoint from Sagemaker Model

create_sagemaker_endpoint.sh

#!/usr/bin/env bash

MODEL_NAME=<<name your model>>

ENDPOINT_CONFIG_NAME=<<name your endpointn config>>

ENDPOINT_NAME=<<name your endpoint>>

# Using one ml.c4.large instance for the endpoint
PRODUCTION_VARIANTS="VariantName=Default,ModelName=${MODEL_NAME},"\
"InitialInstanceCount=1,InstanceType=ml.c4.large"

aws sagemaker create-endpoint-config --endpoint-config-name ${ENDPOINT_CONFIG_NAME} \
--production-variants ${PRODUCTION_VARIANTS}
aws sagemaker create-endpoint --endpoint-name ${ENDPOINT_NAME} \
--endpoint-config-name ${ENDPOINT_CONFIG_NAME}