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New-SMEndpointConfig-EndpointConfigName <String>-DataCaptureConfig_CaptureOption <CaptureOption[]>-CaptureContentTypeHeader_CsvContentType <String[]>-DataCaptureConfig_DestinationS3Uri <String>-DataCaptureConfig_EnableCapture <Boolean>-DataCaptureConfig_InitialSamplingPercentage <Int32>-CaptureContentTypeHeader_JsonContentType <String[]>-DataCaptureConfig_KmsKeyId <String>-KmsKeyId <String>-ProductionVariant <ProductionVariant[]>-Tag <Tag[]>-Select <String>-PassThru <SwitchParameter>-Force <SwitchParameter>
CreateModel
API, to deploy and the resources that you want Amazon SageMaker to provision. Then you call the CreateEndpoint API.
Use this API if you want to use Amazon SageMaker hosting services to deploy models into production.
In the request, you define a ProductionVariant
, for each model that you want to deploy. Each ProductionVariant
parameter also describes the resources that you want Amazon SageMaker to provision. This includes the number and type of ML compute instances to deploy.
If you are hosting multiple models, you also assign a VariantWeight
to specify how much traffic you want to allocate to each model. For example, suppose that you want to host two models, A and B, and you assign traffic weight 2 for model A and 1 for model B. Amazon SageMaker distributes two-thirds of the traffic to Model A, and one-third to model B.
For an example that calls this method when deploying a model to Amazon SageMaker hosting services, see Deploy the Model to Amazon SageMaker Hosting Services (AWS SDK for Python (Boto 3)). When you call CreateEndpoint, a load call is made to DynamoDB to verify that your endpoint configuration exists. When you read data from a DynamoDB table supporting Eventually Consistent Reads
, the response might not reflect the results of a recently completed write operation. The response might include some stale data. If the dependent entities are not yet in DynamoDB, this causes a validation error. If you repeat your read request after a short time, the response should return the latest data. So retry logic is recommended to handle these possible issues. We also recommend that customers call DescribeEndpointConfig before calling CreateEndpoint to minimize the potential impact of a DynamoDB eventually consistent read. Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | DataCaptureConfig_CaptureContentTypeHeader_CsvContentTypes |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | DataCaptureConfig_CaptureContentTypeHeader_JsonContentTypes |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | DataCaptureConfig_CaptureOptions |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Required? | True |
Position? | 1 |
Accept pipeline input? | True (ByValue, ByPropertyName) |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
1234abcd-12ab-34cd-56ef-1234567890ab
arn:aws:kms:us-west-2:111122223333:key/1234abcd-12ab-34cd-56ef-1234567890ab
alias/ExampleAlias
arn:aws:kms:us-west-2:111122223333:alias/ExampleAlias
CreateEndpoint
, UpdateEndpoint
requests. For more information, refer to the AWS Key Management Service section Using Key Policies in AWS KMS Certain Nitro-based instances include local storage, dependent on the instance type. Local storage volumes are encrypted using a hardware module on the instance. You can't request a KmsKeyId
when using an instance type with local storage. If any of the models that you specify in the ProductionVariants
parameter use nitro-based instances with local storage, do not specify a value for the KmsKeyId
parameter. If you specify a value for KmsKeyId
when using any nitro-based instances with local storage, the call to CreateEndpointConfig
fails.For a list of instance types that support local instance storage, see Instance Store Volumes.For more information about local instance storage encryption, see SSD Instance Store Volumes. Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
ProductionVariant
objects, one for each model that you want to host at this endpoint. Required? | True |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | ProductionVariants |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | Tags |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | AK |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByValue, ByPropertyName) |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByValue, ByPropertyName) |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | AWSProfilesLocation, ProfilesLocation |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | StoredCredentials, AWSProfileName |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | RegionToCall |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | SK, SecretAccessKey |
Required? | False |
Position? | Named |
Accept pipeline input? | True (ByPropertyName) |
Aliases | ST |
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