Package com.pulumi.aws.sagemaker

Class Model

  • public class Model
extends com.pulumi.resources.CustomResource
    Provides a SageMaker model resource. ## Example Usage Basic usage: <!--Start PulumiCodeChooser --> 
     
 package generated_program;
 
 import com.pulumi.Context;
 import com.pulumi.Pulumi;
 import com.pulumi.core.Output;
 import com.pulumi.aws.iam.IamFunctions;
 import com.pulumi.aws.iam.inputs.GetPolicyDocumentArgs;
 import com.pulumi.aws.iam.Role;
 import com.pulumi.aws.iam.RoleArgs;
 import com.pulumi.aws.sagemaker.SagemakerFunctions;
 import com.pulumi.aws.sagemaker.inputs.GetPrebuiltEcrImageArgs;
 import com.pulumi.aws.sagemaker.Model;
 import com.pulumi.aws.sagemaker.ModelArgs;
 import com.pulumi.aws.sagemaker.inputs.ModelPrimaryContainerArgs;
 import java.util.List;
 import java.util.ArrayList;
 import java.util.Map;
 import java.io.File;
 import java.nio.file.Files;
 import java.nio.file.Paths;
 
 public class App {
     public static void main(String[] args) {
         Pulumi.run(App::stack);
     }
 
     public static void stack(Context ctx) {
         final var assumeRole = IamFunctions.getPolicyDocument(GetPolicyDocumentArgs.builder()
             .statements(GetPolicyDocumentStatementArgs.builder()
                 .actions("sts:AssumeRole")
                 .principals(GetPolicyDocumentStatementPrincipalArgs.builder()
                     .type("Service")
                     .identifiers("sagemaker.amazonaws.com")
                     .build())
                 .build())
             .build());
 
         var exampleRole = new Role("exampleRole", RoleArgs.builder()        
             .assumeRolePolicy(assumeRole.applyValue(getPolicyDocumentResult -> getPolicyDocumentResult.json()))
             .build());
 
         final var test = SagemakerFunctions.getPrebuiltEcrImage(GetPrebuiltEcrImageArgs.builder()
             .repositoryName("kmeans")
             .build());
 
         var example = new Model("example", ModelArgs.builder()        
             .name("my-model")
             .executionRoleArn(exampleRole.arn())
             .primaryContainer(ModelPrimaryContainerArgs.builder()
                 .image(test.applyValue(getPrebuiltEcrImageResult -> getPrebuiltEcrImageResult.registryPath()))
                 .build())
             .build());
 
     }
 }
    <!--End PulumiCodeChooser --> ## Inference Execution Config * `mode` - (Required) How containers in a multi-container are run. The following values are valid `Serial` and `Direct`. ## Import Using `pulumi import`, import models using the `name`. For example: ```sh $ pulumi import aws:sagemaker/model:Model test_model model-foo ```

    • Nested Class Summary

      • Nested classes/interfaces inherited from class com.pulumi.resources.CustomResource

        com.pulumi.resources.CustomResource.CustomResourceInternal

      • Nested classes/interfaces inherited from class com.pulumi.resources.Resource

        com.pulumi.resources.Resource.LazyField<T extends java.lang.Object>, com.pulumi.resources.Resource.LazyFields, com.pulumi.resources.Resource.ResourceInternal

    • Field Summary

      • Fields inherited from class com.pulumi.resources.Resource

        childResources, remote

    • Constructor Summary

      Constructors 
      Constructor Description
      Model​(java.lang.String name)  
      Model​(java.lang.String name, ModelArgs args)  
      Model​(java.lang.String name, ModelArgs args, com.pulumi.resources.CustomResourceOptions options)  

    • Method Summary

      All Methods Static Methods Instance Methods Concrete Methods 
      Modifier and Type Method Description
      com.pulumi.core.Output<java.lang.String> arn()  
      com.pulumi.core.Output<java.util.Optional<java.util.List<ModelContainer>>> containers()  
      com.pulumi.core.Output<java.util.Optional<java.lang.Boolean>> enableNetworkIsolation()  
      com.pulumi.core.Output<java.lang.String> executionRoleArn()  
      static Model get​(java.lang.String name, com.pulumi.core.Output<java.lang.String> id, ModelState state, com.pulumi.resources.CustomResourceOptions options)
      Get an existing Host resource's state with the given name, ID, and optional extra properties used to qualify the lookup.
      com.pulumi.core.Output<ModelInferenceExecutionConfig> inferenceExecutionConfig()  
      com.pulumi.core.Output<java.lang.String> name()  
      com.pulumi.core.Output<java.util.Optional<ModelPrimaryContainer>> primaryContainer()  
      com.pulumi.core.Output<java.util.Optional<java.util.Map<java.lang.String,​java.lang.String>>> tags()  
      com.pulumi.core.Output<java.util.Map<java.lang.String,​java.lang.String>> tagsAll()  
      com.pulumi.core.Output<java.util.Optional<ModelVpcConfig>> vpcConfig()  

      • Methods inherited from class com.pulumi.resources.CustomResource

        getId, id, idFuture

      • Methods inherited from class com.pulumi.resources.Resource

        getChildResources, getResourceName, getResourceType, getUrn, pulumiChildResources, pulumiResourceName, pulumiResourceType, urn

      • Methods inherited from class java.lang.Object

        clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

    • Constructor Detail

      • Model

        public Model​(java.lang.String name)
        Parameters:
        name - The _unique_ name of the resulting resource.

      • Model

        public Model​(java.lang.String name,
             ModelArgs args)
        Parameters:
        name - The _unique_ name of the resulting resource.
        args - The arguments to use to populate this resource's properties.

      • Model

        public Model​(java.lang.String name,
             ModelArgs args,
             @Nullable
             com.pulumi.resources.CustomResourceOptions options)
        Parameters:
        name - The _unique_ name of the resulting resource.
        args - The arguments to use to populate this resource's properties.
        options - A bag of options that control this resource's behavior.

    • Method Detail

      • arn

        public com.pulumi.core.Output<java.lang.String> arn()
        Returns:
        The Amazon Resource Name (ARN) assigned by AWS to this model.

      • containers

        public com.pulumi.core.Output<java.util.Optional<java.util.List<ModelContainer>>> containers()
        Returns:
        Specifies containers in the inference pipeline. If not specified, the `primary_container` argument is required. Fields are documented below.

      • enableNetworkIsolation

        public com.pulumi.core.Output<java.util.Optional<java.lang.Boolean>> enableNetworkIsolation()
        Returns:
        Isolates the model container. No inbound or outbound network calls can be made to or from the model container.

      • executionRoleArn

        public com.pulumi.core.Output<java.lang.String> executionRoleArn()
        Returns:
        A role that SageMaker can assume to access model artifacts and docker images for deployment.

      • inferenceExecutionConfig

        public com.pulumi.core.Output<ModelInferenceExecutionConfig> inferenceExecutionConfig()
        Returns:
        Specifies details of how containers in a multi-container endpoint are called. see Inference Execution Config.

      • name

        public com.pulumi.core.Output<java.lang.String> name()
        Returns:
        The name of the model (must be unique). If omitted, this provider will assign a random, unique name.

      • primaryContainer

        public com.pulumi.core.Output<java.util.Optional<ModelPrimaryContainer>> primaryContainer()
        Returns:
        The primary docker image containing inference code that is used when the model is deployed for predictions. If not specified, the `container` argument is required. Fields are documented below.

      • tags

        public com.pulumi.core.Output<java.util.Optional<java.util.Map<java.lang.String,​java.lang.String>>> tags()
        Returns:
        A map of tags to assign to the resource. .If configured with a provider `default_tags` configuration block present, tags with matching keys will overwrite those defined at the provider-level.

      • tagsAll

        public com.pulumi.core.Output<java.util.Map<java.lang.String,​java.lang.String>> tagsAll()
        Returns:
        A map of tags assigned to the resource, including those inherited from the provider `default_tags` configuration block.

      • vpcConfig

        public com.pulumi.core.Output<java.util.Optional<ModelVpcConfig>> vpcConfig()
        Returns:
        Specifies the VPC that you want your model to connect to. VpcConfig is used in hosting services and in batch transform.

      • get

        public static Model get​(java.lang.String name,
                        com.pulumi.core.Output<java.lang.String> id,
                        @Nullable
                        ModelState state,
                        @Nullable
                        com.pulumi.resources.CustomResourceOptions options)
        Get an existing Host resource's state with the given name, ID, and optional extra properties used to qualify the lookup.
        Parameters:
        name - The _unique_ name of the resulting resource.
        id - The _unique_ provider ID of the resource to lookup.
        state -
        options - Optional settings to control the behavior of the CustomResource.