in src/lambda/create_endpoint.py [0:0]
def lambda_handler(event, context):
#Amazon SageMaker session
sm = boto3.client("sagemaker")
region = boto3.Session().region_name
endpoint_name = event["endpoint_name"]
time.sleep(10)
#Create Endpoint Configuration & endpoint in a Lambda
endpoint_config = sm.create_endpoint_config(
EndpointConfigName=endpoint_name,
ProductionVariants=[
{
'VariantName': endpoint_name,
'ModelName': endpoint_name,
'InitialInstanceCount': 1,
'InstanceType': 'ml.m4.xlarge',
}
]
)
#Create Endpoint
endpoint = sm.create_endpoint(
EndpointName=endpoint_name,
EndpointConfigName=endpoint_name
)
#Register endpoint name to Parameter Store
ssm = boto3.client('ssm')
ssm.put_parameter(Name='endpoint_name',Value=endpoint_name,Type='String',Overwrite=True)
return {
"statusCode": 200,
"body": json.dumps("Created Endpoint!")
}