Package software.amazon.awscdk.services.sagemaker

Class CfnModel

java.lang.Object

software.amazon.jsii.JsiiObject

software.constructs.Construct

software.amazon.awscdk.CfnElement

software.amazon.awscdk.CfnRefElement

software.amazon.awscdk.CfnResource

software.amazon.awscdk.services.sagemaker.CfnModel

All Implemented Interfaces:

IInspectable, ITaggable, software.amazon.jsii.JsiiSerializable, software.constructs.IConstruct, software.constructs.IDependable

@Generated(value="jsii-pacmak/1.103.1 (build bef2dea)",
           date="2024-10-05T03:43:50.917Z")
@Stability(Stable)
public class CfnModel
extends CfnResource
implements IInspectable, ITaggable

The AWS::SageMaker::Model resource to create a model to host at an Amazon SageMaker endpoint.

For more information, see Deploying a Model on Amazon SageMaker Hosting Services in the Amazon SageMaker Developer Guide .

Example:

 // The code below shows an example of how to instantiate this type.
 // The values are placeholders you should change.
 import software.amazon.awscdk.services.sagemaker.*;
 Object environment;
 CfnModel cfnModel = CfnModel.Builder.create(this, "MyCfnModel")
         .containers(List.of(ContainerDefinitionProperty.builder()
                 .containerHostname("containerHostname")
                 .environment(environment)
                 .image("image")
                 .imageConfig(ImageConfigProperty.builder()
                         .repositoryAccessMode("repositoryAccessMode")
                         // the properties below are optional
                         .repositoryAuthConfig(RepositoryAuthConfigProperty.builder()
                                 .repositoryCredentialsProviderArn("repositoryCredentialsProviderArn")
                                 .build())
                         .build())
                 .inferenceSpecificationName("inferenceSpecificationName")
                 .mode("mode")
                 .modelDataSource(ModelDataSourceProperty.builder()
                         .s3DataSource(S3DataSourceProperty.builder()
                                 .compressionType("compressionType")
                                 .s3DataType("s3DataType")
                                 .s3Uri("s3Uri")
                                 // the properties below are optional
                                 .hubAccessConfig(HubAccessConfigProperty.builder()
                                         .hubContentArn("hubContentArn")
                                         .build())
                                 .modelAccessConfig(ModelAccessConfigProperty.builder()
                                         .acceptEula(false)
                                         .build())
                                 .build())
                         .build())
                 .modelDataUrl("modelDataUrl")
                 .modelPackageName("modelPackageName")
                 .multiModelConfig(MultiModelConfigProperty.builder()
                         .modelCacheSetting("modelCacheSetting")
                         .build())
                 .build()))
         .enableNetworkIsolation(false)
         .executionRoleArn("executionRoleArn")
         .inferenceExecutionConfig(InferenceExecutionConfigProperty.builder()
                 .mode("mode")
                 .build())
         .modelName("modelName")
         .primaryContainer(ContainerDefinitionProperty.builder()
                 .containerHostname("containerHostname")
                 .environment(environment)
                 .image("image")
                 .imageConfig(ImageConfigProperty.builder()
                         .repositoryAccessMode("repositoryAccessMode")
                         // the properties below are optional
                         .repositoryAuthConfig(RepositoryAuthConfigProperty.builder()
                                 .repositoryCredentialsProviderArn("repositoryCredentialsProviderArn")
                                 .build())
                         .build())
                 .inferenceSpecificationName("inferenceSpecificationName")
                 .mode("mode")
                 .modelDataSource(ModelDataSourceProperty.builder()
                         .s3DataSource(S3DataSourceProperty.builder()
                                 .compressionType("compressionType")
                                 .s3DataType("s3DataType")
                                 .s3Uri("s3Uri")
                                 // the properties below are optional
                                 .hubAccessConfig(HubAccessConfigProperty.builder()
                                         .hubContentArn("hubContentArn")
                                         .build())
                                 .modelAccessConfig(ModelAccessConfigProperty.builder()
                                         .acceptEula(false)
                                         .build())
                                 .build())
                         .build())
                 .modelDataUrl("modelDataUrl")
                 .modelPackageName("modelPackageName")
                 .multiModelConfig(MultiModelConfigProperty.builder()
                         .modelCacheSetting("modelCacheSetting")
                         .build())
                 .build())
         .tags(List.of(CfnTag.builder()
                 .key("key")
                 .value("value")
                 .build()))
         .vpcConfig(VpcConfigProperty.builder()
                 .securityGroupIds(List.of("securityGroupIds"))
                 .subnets(List.of("subnets"))
                 .build())
         .build();
 

See Also:

• http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-sagemaker-model.html

Nested Class Summary

Nested Classes

Modifier and Type	Class	Description
static final class	CfnModel.Builder	A fluent builder for CfnModel.
static interface	CfnModel.ContainerDefinitionProperty	Describes the container, as part of model definition.
static interface	CfnModel.HubAccessConfigProperty	Example:
static interface	CfnModel.ImageConfigProperty	Specifies whether the model container is in Amazon ECR or a private Docker registry accessible from your Amazon Virtual Private Cloud (VPC).
static interface	CfnModel.InferenceExecutionConfigProperty	Specifies details about how containers in a multi-container endpoint are run.
static interface	CfnModel.ModelAccessConfigProperty	The access configuration file to control access to the ML model.
static interface	CfnModel.ModelDataSourceProperty	Specifies the location of ML model data to deploy.
static interface	CfnModel.MultiModelConfigProperty	Specifies additional configuration for hosting multi-model endpoints.
static interface	CfnModel.RepositoryAuthConfigProperty	Specifies an authentication configuration for the private docker registry where your model image is hosted.
static interface	CfnModel.S3DataSourceProperty	Describes the S3 data source.
static interface	CfnModel.VpcConfigProperty	Specifies an Amazon Virtual Private Cloud (VPC) that your SageMaker jobs, hosted models, and compute resources have access to.

Nested classes/interfaces inherited from class software.amazon.jsii.JsiiObject

software.amazon.jsii.JsiiObject.InitializationMode

Nested classes/interfaces inherited from interface software.constructs.IConstruct

software.constructs.IConstruct.Jsii$Default

Nested classes/interfaces inherited from interface software.amazon.awscdk.IInspectable

IInspectable.Jsii$Default, IInspectable.Jsii$Proxy

Nested classes/interfaces inherited from interface software.amazon.awscdk.ITaggable

ITaggable.Jsii$Default, ITaggable.Jsii$Proxy

Field Summary

Fields

Modifier and Type	Field	Description
static final String	CFN_RESOURCE_TYPE_NAME	The CloudFormation resource type name for this resource class.

Constructor Summary

Constructors

Modifier	Constructor	Description
protected	CfnModel(software.amazon.jsii.JsiiObject.InitializationMode initializationMode)
protected	CfnModel(software.amazon.jsii.JsiiObjectRef objRef)
	CfnModel(software.constructs.Construct scope, String id)
	CfnModel(software.constructs.Construct scope, String id, CfnModelProps props)

Method Summary

Modifier and Type	Method	Description
String	getAttrId()
String	getAttrModelName()	The name of the model, such as MyModel .
protected Map<String,Object>	getCfnProperties()
Object	getContainers()	Specifies the containers in the inference pipeline.
Object	getEnableNetworkIsolation()	Isolates the model container.
String	getExecutionRoleArn()	The Amazon Resource Name (ARN) of the IAM role that SageMaker can assume to access model artifacts and docker image for deployment on ML compute instances or for batch transform jobs.
Object	getInferenceExecutionConfig()	Specifies details of how containers in a multi-container endpoint are called.
String	getModelName()	The name of the new model.
Object	getPrimaryContainer()	The location of the primary docker image containing inference code, associated artifacts, and custom environment map that the inference code uses when the model is deployed for predictions.
TagManager	getTags()	Tag Manager which manages the tags for this resource.
List<CfnTag>	getTagsRaw()	A list of key-value pairs to apply to this resource.
Object	getVpcConfig()	A VpcConfig object that specifies the VPC that you want your model to connect to.
void	inspect(TreeInspector inspector)	Examines the CloudFormation resource and discloses attributes.
protected Map<String,Object>	renderProperties(Map<String,Object> props)
void	setContainers(List<Object> value)	Specifies the containers in the inference pipeline.
void	setContainers(IResolvable value)	Specifies the containers in the inference pipeline.
void	setEnableNetworkIsolation(Boolean value)	Isolates the model container.
void	setEnableNetworkIsolation(IResolvable value)	Isolates the model container.
void	setExecutionRoleArn(String value)	The Amazon Resource Name (ARN) of the IAM role that SageMaker can assume to access model artifacts and docker image for deployment on ML compute instances or for batch transform jobs.
void	setInferenceExecutionConfig(IResolvable value)	Specifies details of how containers in a multi-container endpoint are called.
void	setInferenceExecutionConfig(CfnModel.InferenceExecutionConfigProperty value)	Specifies details of how containers in a multi-container endpoint are called.
void	setModelName(String value)	The name of the new model.
void	setPrimaryContainer(IResolvable value)	The location of the primary docker image containing inference code, associated artifacts, and custom environment map that the inference code uses when the model is deployed for predictions.
void	setPrimaryContainer(CfnModel.ContainerDefinitionProperty value)	The location of the primary docker image containing inference code, associated artifacts, and custom environment map that the inference code uses when the model is deployed for predictions.
void	setTagsRaw(List<CfnTag> value)	A list of key-value pairs to apply to this resource.
void	setVpcConfig(IResolvable value)	A VpcConfig object that specifies the VPC that you want your model to connect to.
void	setVpcConfig(CfnModel.VpcConfigProperty value)	A VpcConfig object that specifies the VPC that you want your model to connect to.

Methods inherited from class software.amazon.awscdk.CfnResource

addDeletionOverride, addDependency, addDependsOn, addMetadata, addOverride, addPropertyDeletionOverride, addPropertyOverride, applyRemovalPolicy, applyRemovalPolicy, applyRemovalPolicy, getAtt, getAtt, getCfnOptions, getCfnResourceType, getMetadata, getUpdatedProperites, getUpdatedProperties, isCfnResource, obtainDependencies, obtainResourceDependencies, removeDependency, replaceDependency, shouldSynthesize, toString, validateProperties

Methods inherited from class software.amazon.awscdk.CfnRefElement

getRef

Methods inherited from class software.amazon.awscdk.CfnElement

getCreationStack, getLogicalId, getStack, isCfnElement, overrideLogicalId

Methods inherited from class software.constructs.Construct

getNode, isConstruct

Methods inherited from class software.amazon.jsii.JsiiObject

jsiiAsyncCall, jsiiAsyncCall, jsiiCall, jsiiCall, jsiiGet, jsiiGet, jsiiSet, jsiiStaticCall, jsiiStaticCall, jsiiStaticGet, jsiiStaticGet, jsiiStaticSet, jsiiStaticSet

Methods inherited from class java.lang.Object

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

Methods inherited from interface software.amazon.jsii.JsiiSerializable

$jsii$toJson

Field Details

CFN_RESOURCE_TYPE_NAME

@Stability(Stable)
public static final String CFN_RESOURCE_TYPE_NAME

The CloudFormation resource type name for this resource class.

Constructor Details

CfnModel

protected CfnModel(software.amazon.jsii.JsiiObjectRef objRef)

CfnModel

protected CfnModel(software.amazon.jsii.JsiiObject.InitializationMode initializationMode)

CfnModel

@Stability(Stable)
public CfnModel(@NotNull
 software.constructs.Construct scope,
 @NotNull
 String id,
 @Nullable
 CfnModelProps props)

Parameters:

scope - Scope in which this resource is defined. This parameter is required.

id - Construct identifier for this resource (unique in its scope). This parameter is required.

props - Resource properties.

CfnModel

@Stability(Stable)
public CfnModel(@NotNull
 software.constructs.Construct scope,
 @NotNull
 String id)

Parameters:

scope - Scope in which this resource is defined. This parameter is required.

id - Construct identifier for this resource (unique in its scope). This parameter is required.

Method Details

inspect

@Stability(Stable)
public void inspect(@NotNull
 TreeInspector inspector)

Examines the CloudFormation resource and discloses attributes.

Specified by:

inspect in interface IInspectable

Parameters:

inspector - tree inspector to collect and process attributes. This parameter is required.

renderProperties

@Stability(Stable)
@NotNull
protected Map<String,Object> renderProperties(@NotNull
 Map<String,Object> props)

Overrides:

renderProperties in class CfnResource

Parameters:

props - This parameter is required.

getAttrId

@Stability(Stable)
@NotNull
public String getAttrId()

getAttrModelName

@Stability(Stable)
@NotNull
public String getAttrModelName()

The name of the model, such as MyModel .

getCfnProperties

@Stability(Stable)
@NotNull
protected Map<String,Object> getCfnProperties()

Overrides:

getCfnProperties in class CfnResource

getTags

@Stability(Stable)
@NotNull
public TagManager getTags()

Tag Manager which manages the tags for this resource.

Specified by:

getTags in interface ITaggable

getContainers

@Stability(Stable)
@Nullable
public Object getContainers()

Specifies the containers in the inference pipeline.

setContainers

@Stability(Stable)
public void setContainers(@Nullable
 IResolvable value)

Specifies the containers in the inference pipeline.

setContainers

@Stability(Stable)
public void setContainers(@Nullable
 List<Object> value)

Specifies the containers in the inference pipeline.

getEnableNetworkIsolation

@Stability(Stable)
@Nullable
public Object getEnableNetworkIsolation()

Isolates the model container.

setEnableNetworkIsolation

@Stability(Stable)
public void setEnableNetworkIsolation(@Nullable
 Boolean value)

Isolates the model container.

setEnableNetworkIsolation

@Stability(Stable)
public void setEnableNetworkIsolation(@Nullable
 IResolvable value)

Isolates the model container.

getExecutionRoleArn

@Stability(Stable)
@Nullable
public String getExecutionRoleArn()

The Amazon Resource Name (ARN) of the IAM role that SageMaker can assume to access model artifacts and docker image for deployment on ML compute instances or for batch transform jobs.

setExecutionRoleArn

@Stability(Stable)
public void setExecutionRoleArn(@Nullable
 String value)

The Amazon Resource Name (ARN) of the IAM role that SageMaker can assume to access model artifacts and docker image for deployment on ML compute instances or for batch transform jobs.

getInferenceExecutionConfig

@Stability(Stable)
@Nullable
public Object getInferenceExecutionConfig()

Specifies details of how containers in a multi-container endpoint are called.

setInferenceExecutionConfig

@Stability(Stable)
public void setInferenceExecutionConfig(@Nullable
 IResolvable value)

Specifies details of how containers in a multi-container endpoint are called.

setInferenceExecutionConfig

@Stability(Stable)
public void setInferenceExecutionConfig(@Nullable
 CfnModel.InferenceExecutionConfigProperty value)

Specifies details of how containers in a multi-container endpoint are called.

getModelName

@Stability(Stable)
@Nullable
public String getModelName()

The name of the new model.

setModelName

@Stability(Stable)
public void setModelName(@Nullable
 String value)

The name of the new model.

getPrimaryContainer

@Stability(Stable)
@Nullable
public Object getPrimaryContainer()

The location of the primary docker image containing inference code, associated artifacts, and custom environment map that the inference code uses when the model is deployed for predictions.

setPrimaryContainer

@Stability(Stable)
public void setPrimaryContainer(@Nullable
 IResolvable value)

The location of the primary docker image containing inference code, associated artifacts, and custom environment map that the inference code uses when the model is deployed for predictions.

setPrimaryContainer

@Stability(Stable)
public void setPrimaryContainer(@Nullable
 CfnModel.ContainerDefinitionProperty value)

The location of the primary docker image containing inference code, associated artifacts, and custom environment map that the inference code uses when the model is deployed for predictions.

getTagsRaw

@Stability(Stable)
@Nullable
public List<CfnTag> getTagsRaw()

A list of key-value pairs to apply to this resource.

setTagsRaw

@Stability(Stable)
public void setTagsRaw(@Nullable
 List<CfnTag> value)

A list of key-value pairs to apply to this resource.

getVpcConfig

@Stability(Stable)
@Nullable
public Object getVpcConfig()

A VpcConfig object that specifies the VPC that you want your model to connect to. Control access to and from your model container by configuring the VPC. VpcConfig is used in hosting services and in batch transform. For more information, see Protect Endpoints by Using an Amazon Virtual Private Cloud and Protect Data in Batch Transform Jobs by Using an Amazon Virtual Private Cloud .

setVpcConfig

@Stability(Stable)
public void setVpcConfig(@Nullable
 IResolvable value)

A VpcConfig object that specifies the VPC that you want your model to connect to. Control access to and from your model container by configuring the VPC. VpcConfig is used in hosting services and in batch transform. For more information, see Protect Endpoints by Using an Amazon Virtual Private Cloud and Protect Data in Batch Transform Jobs by Using an Amazon Virtual Private Cloud .

setVpcConfig

@Stability(Stable)
public void setVpcConfig(@Nullable
 CfnModel.VpcConfigProperty value)

A VpcConfig object that specifies the VPC that you want your model to connect to. Control access to and from your model container by configuring the VPC. VpcConfig is used in hosting services and in batch transform. For more information, see Protect Endpoints by Using an Amazon Virtual Private Cloud and Protect Data in Batch Transform Jobs by Using an Amazon Virtual Private Cloud .