AddAssociation

$result = $client->addAssociation([/* ... */]);
$promise = $client->addAssociationAsync([/* ... */]);

Creates an association between the source and the destination. A source can be associated with multiple destinations, and a destination can be associated with multiple sources. An association is a lineage tracking entity. For more information, see Amazon SageMaker ML Lineage Tracking.

Parameter Syntax

$result = $client->addAssociation([
    'AssociationType' => 'ContributedTo|AssociatedWith|DerivedFrom|Produced|SameAs',
    'DestinationArn' => '', // REQUIRED
    'SourceArn' => '', // REQUIRED
]);

Parameter Details

Result Syntax

[
    'DestinationArn' => '',
    'SourceArn' => '',
]

Result Details

Errors

ResourceNotFound:

Resource being access is not found.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

AddTags

$result = $client->addTags([/* ... */]);
$promise = $client->addTagsAsync([/* ... */]);

Adds or overwrites one or more tags for the specified SageMaker resource. You can add tags to notebook instances, training jobs, hyperparameter tuning jobs, batch transform jobs, models, labeling jobs, work teams, endpoint configurations, and endpoints.

Each tag consists of a key and an optional value. Tag keys must be unique per resource. For more information about tags, see For more information, see Amazon Web Services Tagging Strategies.

Parameter Syntax

$result = $client->addTags([
    'ResourceArn' => '', // REQUIRED
    'Tags' => [ // REQUIRED
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'Tags' => [
        [
            'Key' => '',
            'Value' => '',
        ],
        // ...
    ],
]

Result Details

Errors

There are no errors described for this operation.

AssociateTrialComponent

$result = $client->associateTrialComponent([/* ... */]);
$promise = $client->associateTrialComponentAsync([/* ... */]);

Associates a trial component with a trial. A trial component can be associated with multiple trials. To disassociate a trial component from a trial, call the DisassociateTrialComponent API.

Parameter Syntax

$result = $client->associateTrialComponent([
    'TrialComponentName' => '', // REQUIRED
    'TrialName' => '', // REQUIRED
]);

Parameter Details

Result Syntax

[
    'TrialArn' => '',
    'TrialComponentArn' => '',
]

Result Details

Errors

ResourceNotFound:

Resource being access is not found.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

AttachClusterNodeNetworkInterface

$result = $client->attachClusterNodeNetworkInterface([/* ... */]);
$promise = $client->attachClusterNodeNetworkInterfaceAsync([/* ... */]);

Attaches an elastic network interface (ENI) to a node in a HyperPod cluster.

To use this operation, you must have the sagemaker:AttachClusterNodeNetworkInterface permission.

Parameter Syntax

$result = $client->attachClusterNodeNetworkInterface([
    'ClusterName' => '', // REQUIRED
    'NetworkInterfaceId' => '', // REQUIRED
    'NodeId' => '', // REQUIRED
]);

Parameter Details

Result Syntax

[
    'AttachmentId' => '',
    'ClusterArn' => '',
    'NetworkInterfaceId' => '',
    'NodeId' => '',
]

Result Details

Errors

ResourceNotFound:

Resource being access is not found.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

AttachClusterNodeVolume

$result = $client->attachClusterNodeVolume([/* ... */]);
$promise = $client->attachClusterNodeVolumeAsync([/* ... */]);

Attaches your Amazon Elastic Block Store (Amazon EBS) volume to a node in your EKS orchestrated HyperPod cluster.

This API works with the Amazon Elastic Block Store (Amazon EBS) Container Storage Interface (CSI) driver to manage the lifecycle of persistent storage in your HyperPod EKS clusters.

Parameter Syntax

$result = $client->attachClusterNodeVolume([
    'ClusterArn' => '', // REQUIRED
    'NodeId' => '', // REQUIRED
    'VolumeId' => '', // REQUIRED
]);

Parameter Details

Result Syntax

[
    'AttachTime' => ,
    'ClusterArn' => '',
    'DeviceName' => '',
    'NodeId' => '',
    'Status' => 'attaching|attached|detaching|detached|busy',
    'VolumeId' => '',
]

Result Details

Errors

ResourceNotFound:

Resource being access is not found.

BatchAddClusterNodes

$result = $client->batchAddClusterNodes([/* ... */]);
$promise = $client->batchAddClusterNodesAsync([/* ... */]);

Adds nodes to a HyperPod cluster by incrementing the target count for one or more instance groups. This operation returns a unique NodeLogicalId for each node being added, which can be used to track the provisioning status of the node. This API provides a safer alternative to UpdateCluster for scaling operations by avoiding unintended configuration changes.

Parameter Syntax

$result = $client->batchAddClusterNodes([
    'ClientToken' => '',
    'ClusterName' => '', // REQUIRED
    'NodesToAdd' => [ // REQUIRED
        [
            'AvailabilityZones' => ['', ...],
            'IncrementTargetCountBy' => , // REQUIRED
            'InstanceGroupName' => '', // REQUIRED
            'InstanceTypes' => ['', ...],
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'Failed' => [
        [
            'AvailabilityZones' => ['', ...],
            'ErrorCode' => 'InstanceGroupNotFound|InvalidInstanceGroupStatus|IncompatibleAvailabilityZones|IncompatibleInstanceTypes',
            'FailedCount' => ,
            'InstanceGroupName' => '',
            'InstanceTypes' => ['', ...],
            'Message' => '',
        ],
        // ...
    ],
    'Successful' => [
        [
            'AvailabilityZones' => ['', ...],
            'InstanceGroupName' => '',
            'InstanceTypes' => ['', ...],
            'NodeLogicalId' => '',
            'Status' => 'Running|Failure|Pending|ShuttingDown|SystemUpdating|DeepHealthCheckInProgress|NotFound',
        ],
        // ...
    ],
]

Result Details

Errors

ResourceNotFound:

Resource being access is not found.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

BatchDeleteClusterNodes

$result = $client->batchDeleteClusterNodes([/* ... */]);
$promise = $client->batchDeleteClusterNodesAsync([/* ... */]);

Deletes specific nodes within a SageMaker HyperPod cluster. BatchDeleteClusterNodes accepts a cluster name and a list of node IDs.

Parameter Syntax

$result = $client->batchDeleteClusterNodes([
    'ClusterName' => '', // REQUIRED
    'NodeIds' => ['', ...],
    'NodeLogicalIds' => ['', ...],
]);

Parameter Details

Result Syntax

[
    'Failed' => [
        [
            'Code' => 'NodeIdNotFound|InvalidNodeStatus|NodeIdInUse',
            'Message' => '',
            'NodeId' => '',
        ],
        // ...
    ],
    'FailedNodeLogicalIds' => [
        [
            'Code' => 'NodeIdNotFound|InvalidNodeStatus|NodeIdInUse',
            'Message' => '',
            'NodeLogicalId' => '',
        ],
        // ...
    ],
    'Successful' => ['', ...],
    'SuccessfulNodeLogicalIds' => ['', ...],
]

Result Details

Errors

ResourceNotFound:

Resource being access is not found.

BatchDescribeModelPackage

$result = $client->batchDescribeModelPackage([/* ... */]);
$promise = $client->batchDescribeModelPackageAsync([/* ... */]);

This action batch describes a list of versioned model packages

Parameter Syntax

$result = $client->batchDescribeModelPackage([
    'ModelPackageArnList' => ['', ...], // REQUIRED
]);

Parameter Details

Result Syntax

[
    'BatchDescribeModelPackageErrorMap' => [
        '' => [
            'ErrorCode' => '',
            'ErrorResponse' => '',
        ],
        // ...
    ],
    'ModelPackageSummaries' => [
        '' => [
            'CreationTime' => ,
            'InferenceSpecification' => [
                'Containers' => [
                    [
                        'AdditionalModelDataSources' => [
                            [
                                'ChannelName' => '',
                                'S3DataSource' => [
                                    'CompressionType' => 'None|Gzip',
                                    'ETag' => '',
                                    'HubAccessConfig' => [
                                        'HubContentArn' => '',
                                    ],
                                    'ManifestEtag' => '',
                                    'ManifestS3Uri' => '',
                                    'ModelAccessConfig' => [
                                        'AcceptEula' => true || false,
                                    ],
                                    'S3DataType' => 'S3Prefix|S3Object',
                                    'S3Uri' => '',
                                ],
                            ],
                            // ...
                        ],
                        'AdditionalS3DataSource' => [
                            'CompressionType' => 'None|Gzip',
                            'ETag' => '',
                            'S3DataType' => 'S3Object|S3Prefix',
                            'S3Uri' => '',
                        ],
                        'BaseModel' => [
                            'HubContentName' => '',
                            'HubContentVersion' => '',
                            'RecipeName' => '',
                        ],
                        'ContainerHostname' => '',
                        'Environment' => ['', ...],
                        'Framework' => '',
                        'FrameworkVersion' => '',
                        'Image' => '',
                        'ImageDigest' => '',
                        'IsCheckpoint' => true || false,
                        'ModelDataETag' => '',
                        'ModelDataSource' => [
                            'S3DataSource' => [
                                'CompressionType' => 'None|Gzip',
                                'ETag' => '',
                                'HubAccessConfig' => [
                                    'HubContentArn' => '',
                                ],
                                'ManifestEtag' => '',
                                'ManifestS3Uri' => '',
                                'ModelAccessConfig' => [
                                    'AcceptEula' => true || false,
                                ],
                                'S3DataType' => 'S3Prefix|S3Object',
                                'S3Uri' => '',
                            ],
                        ],
                        'ModelDataUrl' => '',
                        'ModelInput' => [
                            'DataInputConfig' => '',
                        ],
                        'NearestModelName' => '',
                        'ProductId' => '',
                    ],
                    // ...
                ],
                'SupportedContentTypes' => ['', ...],
                'SupportedRealtimeInferenceInstanceTypes' => ['', ...],
                'SupportedResponseMIMETypes' => ['', ...],
                'SupportedTransformInstanceTypes' => ['', ...],
            ],
            'ModelApprovalStatus' => 'Approved|Rejected|PendingManualApproval',
            'ModelPackageArn' => '',
            'ModelPackageDescription' => '',
            'ModelPackageGroupName' => '',
            'ModelPackageRegistrationType' => 'Logged|Registered',
            'ModelPackageStatus' => 'Pending|InProgress|Completed|Failed|Deleting',
            'ModelPackageVersion' => ,
        ],
        // ...
    ],
]

Result Details

Errors

There are no errors described for this operation.

BatchRebootClusterNodes

$result = $client->batchRebootClusterNodes([/* ... */]);
$promise = $client->batchRebootClusterNodesAsync([/* ... */]);

Reboots specific nodes within a SageMaker HyperPod cluster using a soft recovery mechanism. BatchRebootClusterNodes performs a graceful reboot of the specified nodes by calling the Amazon Elastic Compute Cloud RebootInstances API, which attempts to cleanly shut down the operating system before restarting the instance.

This operation is useful for recovering from transient issues or applying certain configuration changes that require a restart.

Parameter Syntax

$result = $client->batchRebootClusterNodes([
    'ClusterName' => '', // REQUIRED
    'NodeIds' => ['', ...],
    'NodeLogicalIds' => ['', ...],
]);

Parameter Details

Result Syntax

[
    'Failed' => [
        [
            'ErrorCode' => 'InstanceIdNotFound|InvalidInstanceStatus|InstanceIdInUse|InternalServerError',
            'Message' => '',
            'NodeId' => '',
        ],
        // ...
    ],
    'FailedNodeLogicalIds' => [
        [
            'ErrorCode' => 'InstanceIdNotFound|InvalidInstanceStatus|InstanceIdInUse|InternalServerError',
            'Message' => '',
            'NodeLogicalId' => '',
        ],
        // ...
    ],
    'Successful' => ['', ...],
    'SuccessfulNodeLogicalIds' => ['', ...],
]

Result Details

Errors

ResourceNotFound:

Resource being access is not found.

BatchReplaceClusterNodes

$result = $client->batchReplaceClusterNodes([/* ... */]);
$promise = $client->batchReplaceClusterNodesAsync([/* ... */]);

Replaces specific nodes within a SageMaker HyperPod cluster with new hardware. BatchReplaceClusterNodes terminates the specified instances and provisions new replacement instances with the same configuration but fresh hardware. The Amazon Machine Image (AMI) and instance configuration remain the same.

This operation is useful for recovering from hardware failures or persistent issues that cannot be resolved through a reboot.

Parameter Syntax

$result = $client->batchReplaceClusterNodes([
    'ClusterName' => '', // REQUIRED
    'NodeIds' => ['', ...],
    'NodeLogicalIds' => ['', ...],
]);

Parameter Details

Result Syntax

[
    'Failed' => [
        [
            'ErrorCode' => 'InstanceIdNotFound|InvalidInstanceStatus|InstanceIdInUse|InternalServerError',
            'Message' => '',
            'NodeId' => '',
        ],
        // ...
    ],
    'FailedNodeLogicalIds' => [
        [
            'ErrorCode' => 'InstanceIdNotFound|InvalidInstanceStatus|InstanceIdInUse|InternalServerError',
            'Message' => '',
            'NodeLogicalId' => '',
        ],
        // ...
    ],
    'Successful' => ['', ...],
    'SuccessfulNodeLogicalIds' => ['', ...],
]

Result Details

Errors

ResourceNotFound:

Resource being access is not found.

CreateAIBenchmarkJob

$result = $client->createAIBenchmarkJob([/* ... */]);
$promise = $client->createAIBenchmarkJobAsync([/* ... */]);

Creates a benchmark job that runs performance benchmarks against inference infrastructure using a predefined AI workload configuration. The benchmark job measures metrics such as latency, throughput, and cost for your generative AI inference endpoints.

Parameter Syntax

$result = $client->createAIBenchmarkJob([
    'AIBenchmarkJobName' => '', // REQUIRED
    'AIWorkloadConfigIdentifier' => '', // REQUIRED
    'BenchmarkTarget' => [ // REQUIRED
        'Endpoint' => [
            'Identifier' => '', // REQUIRED
            'InferenceComponents' => [
                [
                    'Identifier' => '', // REQUIRED
                ],
                // ...
            ],
            'TargetContainerHostname' => '',
        ],
    ],
    'NetworkConfig' => [
        'VpcConfig' => [
            'SecurityGroupIds' => ['', ...], // REQUIRED
            'Subnets' => ['', ...], // REQUIRED
        ],
    ],
    'OutputConfig' => [ // REQUIRED
        'MlflowConfig' => [
            'MlflowExperimentName' => '',
            'MlflowResourceArn' => '', // REQUIRED
            'MlflowRunName' => '',
        ],
        'S3OutputLocation' => '', // REQUIRED
    ],
    'RoleArn' => '', // REQUIRED
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'AIBenchmarkJobArn' => '',
]

Result Details

Errors

ResourceNotFound:

Resource being access is not found.

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateAIRecommendationJob

$result = $client->createAIRecommendationJob([/* ... */]);
$promise = $client->createAIRecommendationJobAsync([/* ... */]);

Creates a recommendation job that generates intelligent optimization recommendations for generative AI inference deployments. The job analyzes your model, workload configuration, and performance targets to recommend optimal instance types, model optimization techniques (such as quantization and speculative decoding), and deployment configurations.

Parameter Syntax

$result = $client->createAIRecommendationJob([
    'AIRecommendationJobName' => '', // REQUIRED
    'AIWorkloadConfigIdentifier' => '', // REQUIRED
    'AdapterSource' => [
        'ModelPackageArns' => [
            [
                'AdapterId' => '', // REQUIRED
                'ModelPackageArn' => '', // REQUIRED
            ],
            // ...
        ],
        'S3Uris' => [
            [
                'AdapterId' => '', // REQUIRED
                'S3Uri' => '', // REQUIRED
            ],
            // ...
        ],
    ],
    'ComputeSpec' => [
        'CapacityReservationConfig' => [
            'CapacityReservationPreference' => 'capacity-reservations-only',
            'MlReservationArns' => ['', ...],
        ],
        'InstanceTypes' => ['', ...],
    ],
    'InferenceSpecification' => [
        'Framework' => 'LMI|VLLM',
    ],
    'ModelSource' => [ // REQUIRED
        'S3' => [
            'S3Uri' => '',
        ],
    ],
    'OptimizeModel' => true || false,
    'OutputConfig' => [ // REQUIRED
        'MlflowConfig' => [
            'MlflowExperimentName' => '',
            'MlflowResourceArn' => '', // REQUIRED
            'MlflowRunName' => '',
        ],
        'ModelPackageGroupIdentifier' => '',
        'S3OutputLocation' => '',
    ],
    'PerformanceTarget' => [ // REQUIRED
        'Constraints' => [ // REQUIRED
            [
                'Metric' => 'ttft-ms|throughput|cost', // REQUIRED
            ],
            // ...
        ],
    ],
    'RoleArn' => '', // REQUIRED
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'AIRecommendationJobArn' => '',
]

Result Details

Errors

ResourceNotFound:

Resource being access is not found.

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateAIWorkloadConfig

$result = $client->createAIWorkloadConfig([/* ... */]);
$promise = $client->createAIWorkloadConfigAsync([/* ... */]);

Creates a reusable AI workload configuration that defines datasets, data sources, and benchmark tool settings for consistent performance testing of generative AI inference deployments on Amazon SageMaker AI.

Parameter Syntax

$result = $client->createAIWorkloadConfig([
    'AIWorkloadConfigName' => '', // REQUIRED
    'AIWorkloadConfigs' => [
        'WorkloadSpec' => [ // REQUIRED
            'Inline' => '',
        ],
    ],
    'DatasetConfig' => [
        'InputDataConfig' => [
            [
                'ChannelName' => '', // REQUIRED
                'DataSource' => [ // REQUIRED
                    'S3DataSource' => [
                        'S3Uri' => '', // REQUIRED
                    ],
                ],
            ],
            // ...
        ],
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'AIWorkloadConfigArn' => '',
]

Result Details

Errors

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateAction

$result = $client->createAction([/* ... */]);
$promise = $client->createActionAsync([/* ... */]);

Creates an action. An action is a lineage tracking entity that represents an action or activity. For example, a model deployment or an HPO job. Generally, an action involves at least one input or output artifact. For more information, see Amazon SageMaker ML Lineage Tracking.

Parameter Syntax

$result = $client->createAction([
    'ActionName' => '', // REQUIRED
    'ActionType' => '', // REQUIRED
    'Description' => '',
    'MetadataProperties' => [
        'CommitId' => '',
        'GeneratedBy' => '',
        'ProjectId' => '',
        'Repository' => '',
    ],
    'Properties' => ['', ...],
    'Source' => [ // REQUIRED
        'SourceId' => '',
        'SourceType' => '',
        'SourceUri' => '', // REQUIRED
    ],
    'Status' => 'Unknown|InProgress|Completed|Failed|Stopping|Stopped',
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'ActionArn' => '',
]

Result Details

Errors

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateAlgorithm

$result = $client->createAlgorithm([/* ... */]);
$promise = $client->createAlgorithmAsync([/* ... */]);

Create a machine learning algorithm that you can use in SageMaker and list in the Amazon Web Services Marketplace.

Parameter Syntax

$result = $client->createAlgorithm([
    'AlgorithmDescription' => '',
    'AlgorithmName' => '', // REQUIRED
    'CertifyForMarketplace' => true || false,
    'InferenceSpecification' => [
        'Containers' => [ // REQUIRED
            [
                'AdditionalModelDataSources' => [
                    [
                        'ChannelName' => '', // REQUIRED
                        'S3DataSource' => [ // REQUIRED
                            'CompressionType' => 'None|Gzip', // REQUIRED
                            'ETag' => '',
                            'HubAccessConfig' => [
                                'HubContentArn' => '', // REQUIRED
                            ],
                            'ManifestEtag' => '',
                            'ManifestS3Uri' => '',
                            'ModelAccessConfig' => [
                                'AcceptEula' => true || false, // REQUIRED
                            ],
                            'S3DataType' => 'S3Prefix|S3Object', // REQUIRED
                            'S3Uri' => '', // REQUIRED
                        ],
                    ],
                    // ...
                ],
                'AdditionalS3DataSource' => [
                    'CompressionType' => 'None|Gzip',
                    'ETag' => '',
                    'S3DataType' => 'S3Object|S3Prefix', // REQUIRED
                    'S3Uri' => '', // REQUIRED
                ],
                'BaseModel' => [
                    'HubContentName' => '',
                    'HubContentVersion' => '',
                    'RecipeName' => '',
                ],
                'ContainerHostname' => '',
                'Environment' => ['', ...],
                'Framework' => '',
                'FrameworkVersion' => '',
                'Image' => '',
                'ImageDigest' => '',
                'IsCheckpoint' => true || false,
                'ModelDataETag' => '',
                'ModelDataSource' => [
                    'S3DataSource' => [
                        'CompressionType' => 'None|Gzip', // REQUIRED
                        'ETag' => '',
                        'HubAccessConfig' => [
                            'HubContentArn' => '', // REQUIRED
                        ],
                        'ManifestEtag' => '',
                        'ManifestS3Uri' => '',
                        'ModelAccessConfig' => [
                            'AcceptEula' => true || false, // REQUIRED
                        ],
                        'S3DataType' => 'S3Prefix|S3Object', // REQUIRED
                        'S3Uri' => '', // REQUIRED
                    ],
                ],
                'ModelDataUrl' => '',
                'ModelInput' => [
                    'DataInputConfig' => '', // REQUIRED
                ],
                'NearestModelName' => '',
                'ProductId' => '',
            ],
            // ...
        ],
        'SupportedContentTypes' => ['', ...],
        'SupportedRealtimeInferenceInstanceTypes' => ['', ...],
        'SupportedResponseMIMETypes' => ['', ...],
        'SupportedTransformInstanceTypes' => ['', ...],
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
    'TrainingSpecification' => [ // REQUIRED
        'AdditionalS3DataSource' => [
            'CompressionType' => 'None|Gzip',
            'ETag' => '',
            'S3DataType' => 'S3Object|S3Prefix', // REQUIRED
            'S3Uri' => '', // REQUIRED
        ],
        'MetricDefinitions' => [
            [
                'Name' => '', // REQUIRED
                'Regex' => '', // REQUIRED
            ],
            // ...
        ],
        'SupportedHyperParameters' => [
            [
                'DefaultValue' => '',
                'Description' => '',
                'IsRequired' => true || false,
                'IsTunable' => true || false,
                'Name' => '', // REQUIRED
                'Range' => [
                    'CategoricalParameterRangeSpecification' => [
                        'Values' => ['', ...], // REQUIRED
                    ],
                    'ContinuousParameterRangeSpecification' => [
                        'MaxValue' => '', // REQUIRED
                        'MinValue' => '', // REQUIRED
                    ],
                    'IntegerParameterRangeSpecification' => [
                        'MaxValue' => '', // REQUIRED
                        'MinValue' => '', // REQUIRED
                    ],
                ],
                'Type' => 'Integer|Continuous|Categorical|FreeText', // REQUIRED
            ],
            // ...
        ],
        'SupportedTrainingInstanceTypes' => ['', ...], // REQUIRED
        'SupportedTuningJobObjectiveMetrics' => [
            [
                'MetricName' => '', // REQUIRED
                'Type' => 'Maximize|Minimize', // REQUIRED
            ],
            // ...
        ],
        'SupportsDistributedTraining' => true || false,
        'TrainingChannels' => [ // REQUIRED
            [
                'Description' => '',
                'IsRequired' => true || false,
                'Name' => '', // REQUIRED
                'SupportedCompressionTypes' => ['', ...],
                'SupportedContentTypes' => ['', ...], // REQUIRED
                'SupportedInputModes' => ['', ...], // REQUIRED
            ],
            // ...
        ],
        'TrainingImage' => '', // REQUIRED
        'TrainingImageDigest' => '',
    ],
    'ValidationSpecification' => [
        'ValidationProfiles' => [ // REQUIRED
            [
                'ProfileName' => '', // REQUIRED
                'TrainingJobDefinition' => [ // REQUIRED
                    'HyperParameters' => ['', ...],
                    'InputDataConfig' => [ // REQUIRED
                        [
                            'ChannelName' => '', // REQUIRED
                            'CompressionType' => 'None|Gzip',
                            'ContentType' => '',
                            'DataSource' => [ // REQUIRED
                                'DatasetSource' => [
                                    'DatasetArn' => '', // REQUIRED
                                ],
                                'FileSystemDataSource' => [
                                    'DirectoryPath' => '', // REQUIRED
                                    'FileSystemAccessMode' => 'rw|ro', // REQUIRED
                                    'FileSystemId' => '', // REQUIRED
                                    'FileSystemType' => 'EFS|FSxLustre', // REQUIRED
                                ],
                                'S3DataSource' => [
                                    'AttributeNames' => ['', ...],
                                    'HubAccessConfig' => [
                                        'HubContentArn' => '', // REQUIRED
                                    ],
                                    'InstanceGroupNames' => ['', ...],
                                    'ModelAccessConfig' => [
                                        'AcceptEula' => true || false, // REQUIRED
                                    ],
                                    'S3DataDistributionType' => 'FullyReplicated|ShardedByS3Key',
                                    'S3DataType' => 'ManifestFile|S3Prefix|AugmentedManifestFile|Converse', // REQUIRED
                                    'S3Uri' => '', // REQUIRED
                                ],
                            ],
                            'InputMode' => 'Pipe|File|FastFile',
                            'RecordWrapperType' => 'None|RecordIO',
                            'ShuffleConfig' => [
                                'Seed' => , // REQUIRED
                            ],
                        ],
                        // ...
                    ],
                    'OutputDataConfig' => [ // REQUIRED
                        'CompressionType' => 'GZIP|NONE',
                        'KmsKeyId' => '',
                        'S3OutputPath' => '', // REQUIRED
                    ],
                    'ResourceConfig' => [ // REQUIRED
                        'InstanceCount' => ,
                        'InstanceGroups' => [
                            [
                                'InstanceCount' => , // REQUIRED
                                'InstanceGroupName' => '', // REQUIRED
                                'InstanceType' => 'ml.m4.xlarge|ml.m4.2xlarge|ml.m4.4xlarge|ml.m4.10xlarge|ml.m4.16xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.12xlarge|ml.m5.24xlarge|ml.c4.xlarge|ml.c4.2xlarge|ml.c4.4xlarge|ml.c4.8xlarge|ml.p2.xlarge|ml.p2.8xlarge|ml.p2.16xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.p5.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.18xlarge|ml.c5n.xlarge|ml.c5n.2xlarge|ml.c5n.4xlarge|ml.c5n.9xlarge|ml.c5n.18xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.16xlarge|ml.g6.12xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.16xlarge|ml.g6e.12xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.trn2.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.8xlarge|ml.c6i.4xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.r5d.large|ml.r5d.xlarge|ml.r5d.2xlarge|ml.r5d.4xlarge|ml.r5d.8xlarge|ml.r5d.12xlarge|ml.r5d.16xlarge|ml.r5d.24xlarge|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.p6-b200.48xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.p6e-gb200.36xlarge|ml.p5.4xlarge|ml.p6-b300.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.m8i.large|ml.m8i.xlarge|ml.m8i.2xlarge|ml.m8i.4xlarge|ml.m8i.8xlarge|ml.m8i.12xlarge|ml.m8i.16xlarge|ml.m8i.24xlarge|ml.m8i.32xlarge|ml.m8i.48xlarge|ml.m8i.96xlarge|ml.c8i.xlarge|ml.c8i.2xlarge|ml.c8i.4xlarge|ml.c8i.8xlarge|ml.c8i.12xlarge|ml.c8i.16xlarge|ml.c8i.24xlarge|ml.c8i.32xlarge|ml.c8i.48xlarge|ml.c8i.96xlarge|ml.r8i.large|ml.r8i.xlarge|ml.r8i.2xlarge|ml.r8i.4xlarge|ml.r8i.8xlarge|ml.r8i.12xlarge|ml.r8i.16xlarge|ml.r8i.24xlarge|ml.r8i.32xlarge|ml.r8i.48xlarge|ml.r8i.96xlarge|ml.m7i-flex.large|ml.m7i-flex.xlarge|ml.m7i-flex.2xlarge|ml.m7i-flex.4xlarge|ml.m7i-flex.8xlarge|ml.m7i-flex.12xlarge|ml.m7i-flex.16xlarge|ml.c7i-flex.xlarge|ml.c7i-flex.2xlarge|ml.c7i-flex.4xlarge|ml.c7i-flex.8xlarge|ml.c7i-flex.12xlarge|ml.c7i-flex.16xlarge|ml.m8i-flex.large|ml.m8i-flex.xlarge|ml.m8i-flex.2xlarge|ml.m8i-flex.4xlarge|ml.m8i-flex.8xlarge|ml.m8i-flex.12xlarge|ml.m8i-flex.16xlarge|ml.c8i-flex.xlarge|ml.c8i-flex.2xlarge|ml.c8i-flex.4xlarge|ml.c8i-flex.8xlarge|ml.c8i-flex.12xlarge|ml.c8i-flex.16xlarge|ml.r8i-flex.large|ml.r8i-flex.xlarge|ml.r8i-flex.2xlarge|ml.r8i-flex.4xlarge|ml.r8i-flex.8xlarge|ml.r8i-flex.12xlarge|ml.r8i-flex.16xlarge', // REQUIRED
                            ],
                            // ...
                        ],
                        'InstancePlacementConfig' => [
                            'EnableMultipleJobs' => true || false,
                            'PlacementSpecifications' => [
                                [
                                    'InstanceCount' => , // REQUIRED
                                    'UltraServerId' => '',
                                ],
                                // ...
                            ],
                        ],
                        'InstancePreferences' => [
                            [
                                'InstanceCount' => ,
                                'InstanceType' => 'ml.m4.xlarge|ml.m4.2xlarge|ml.m4.4xlarge|ml.m4.10xlarge|ml.m4.16xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.12xlarge|ml.m5.24xlarge|ml.c4.xlarge|ml.c4.2xlarge|ml.c4.4xlarge|ml.c4.8xlarge|ml.p2.xlarge|ml.p2.8xlarge|ml.p2.16xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.p5.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.18xlarge|ml.c5n.xlarge|ml.c5n.2xlarge|ml.c5n.4xlarge|ml.c5n.9xlarge|ml.c5n.18xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.16xlarge|ml.g6.12xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.16xlarge|ml.g6e.12xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.trn2.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.8xlarge|ml.c6i.4xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.r5d.large|ml.r5d.xlarge|ml.r5d.2xlarge|ml.r5d.4xlarge|ml.r5d.8xlarge|ml.r5d.12xlarge|ml.r5d.16xlarge|ml.r5d.24xlarge|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.p6-b200.48xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.p6e-gb200.36xlarge|ml.p5.4xlarge|ml.p6-b300.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.m8i.large|ml.m8i.xlarge|ml.m8i.2xlarge|ml.m8i.4xlarge|ml.m8i.8xlarge|ml.m8i.12xlarge|ml.m8i.16xlarge|ml.m8i.24xlarge|ml.m8i.32xlarge|ml.m8i.48xlarge|ml.m8i.96xlarge|ml.c8i.xlarge|ml.c8i.2xlarge|ml.c8i.4xlarge|ml.c8i.8xlarge|ml.c8i.12xlarge|ml.c8i.16xlarge|ml.c8i.24xlarge|ml.c8i.32xlarge|ml.c8i.48xlarge|ml.c8i.96xlarge|ml.r8i.large|ml.r8i.xlarge|ml.r8i.2xlarge|ml.r8i.4xlarge|ml.r8i.8xlarge|ml.r8i.12xlarge|ml.r8i.16xlarge|ml.r8i.24xlarge|ml.r8i.32xlarge|ml.r8i.48xlarge|ml.r8i.96xlarge|ml.m7i-flex.large|ml.m7i-flex.xlarge|ml.m7i-flex.2xlarge|ml.m7i-flex.4xlarge|ml.m7i-flex.8xlarge|ml.m7i-flex.12xlarge|ml.m7i-flex.16xlarge|ml.c7i-flex.xlarge|ml.c7i-flex.2xlarge|ml.c7i-flex.4xlarge|ml.c7i-flex.8xlarge|ml.c7i-flex.12xlarge|ml.c7i-flex.16xlarge|ml.m8i-flex.large|ml.m8i-flex.xlarge|ml.m8i-flex.2xlarge|ml.m8i-flex.4xlarge|ml.m8i-flex.8xlarge|ml.m8i-flex.12xlarge|ml.m8i-flex.16xlarge|ml.c8i-flex.xlarge|ml.c8i-flex.2xlarge|ml.c8i-flex.4xlarge|ml.c8i-flex.8xlarge|ml.c8i-flex.12xlarge|ml.c8i-flex.16xlarge|ml.r8i-flex.large|ml.r8i-flex.xlarge|ml.r8i-flex.2xlarge|ml.r8i-flex.4xlarge|ml.r8i-flex.8xlarge|ml.r8i-flex.12xlarge|ml.r8i-flex.16xlarge', // REQUIRED
                                'TrainingPlanArns' => ['', ...],
                            ],
                            // ...
                        ],
                        'InstanceType' => 'ml.m4.xlarge|ml.m4.2xlarge|ml.m4.4xlarge|ml.m4.10xlarge|ml.m4.16xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.12xlarge|ml.m5.24xlarge|ml.c4.xlarge|ml.c4.2xlarge|ml.c4.4xlarge|ml.c4.8xlarge|ml.p2.xlarge|ml.p2.8xlarge|ml.p2.16xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.p5.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.18xlarge|ml.c5n.xlarge|ml.c5n.2xlarge|ml.c5n.4xlarge|ml.c5n.9xlarge|ml.c5n.18xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.16xlarge|ml.g6.12xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.16xlarge|ml.g6e.12xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.trn2.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.8xlarge|ml.c6i.4xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.r5d.large|ml.r5d.xlarge|ml.r5d.2xlarge|ml.r5d.4xlarge|ml.r5d.8xlarge|ml.r5d.12xlarge|ml.r5d.16xlarge|ml.r5d.24xlarge|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.p6-b200.48xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.p6e-gb200.36xlarge|ml.p5.4xlarge|ml.p6-b300.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.m8i.large|ml.m8i.xlarge|ml.m8i.2xlarge|ml.m8i.4xlarge|ml.m8i.8xlarge|ml.m8i.12xlarge|ml.m8i.16xlarge|ml.m8i.24xlarge|ml.m8i.32xlarge|ml.m8i.48xlarge|ml.m8i.96xlarge|ml.c8i.xlarge|ml.c8i.2xlarge|ml.c8i.4xlarge|ml.c8i.8xlarge|ml.c8i.12xlarge|ml.c8i.16xlarge|ml.c8i.24xlarge|ml.c8i.32xlarge|ml.c8i.48xlarge|ml.c8i.96xlarge|ml.r8i.large|ml.r8i.xlarge|ml.r8i.2xlarge|ml.r8i.4xlarge|ml.r8i.8xlarge|ml.r8i.12xlarge|ml.r8i.16xlarge|ml.r8i.24xlarge|ml.r8i.32xlarge|ml.r8i.48xlarge|ml.r8i.96xlarge|ml.m7i-flex.large|ml.m7i-flex.xlarge|ml.m7i-flex.2xlarge|ml.m7i-flex.4xlarge|ml.m7i-flex.8xlarge|ml.m7i-flex.12xlarge|ml.m7i-flex.16xlarge|ml.c7i-flex.xlarge|ml.c7i-flex.2xlarge|ml.c7i-flex.4xlarge|ml.c7i-flex.8xlarge|ml.c7i-flex.12xlarge|ml.c7i-flex.16xlarge|ml.m8i-flex.large|ml.m8i-flex.xlarge|ml.m8i-flex.2xlarge|ml.m8i-flex.4xlarge|ml.m8i-flex.8xlarge|ml.m8i-flex.12xlarge|ml.m8i-flex.16xlarge|ml.c8i-flex.xlarge|ml.c8i-flex.2xlarge|ml.c8i-flex.4xlarge|ml.c8i-flex.8xlarge|ml.c8i-flex.12xlarge|ml.c8i-flex.16xlarge|ml.r8i-flex.large|ml.r8i-flex.xlarge|ml.r8i-flex.2xlarge|ml.r8i-flex.4xlarge|ml.r8i-flex.8xlarge|ml.r8i-flex.12xlarge|ml.r8i-flex.16xlarge',
                        'KeepAlivePeriodInSeconds' => ,
                        'SelectedInstanceCount' => ,
                        'SelectedInstanceType' => 'ml.m4.xlarge|ml.m4.2xlarge|ml.m4.4xlarge|ml.m4.10xlarge|ml.m4.16xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.12xlarge|ml.m5.24xlarge|ml.c4.xlarge|ml.c4.2xlarge|ml.c4.4xlarge|ml.c4.8xlarge|ml.p2.xlarge|ml.p2.8xlarge|ml.p2.16xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.p5.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.18xlarge|ml.c5n.xlarge|ml.c5n.2xlarge|ml.c5n.4xlarge|ml.c5n.9xlarge|ml.c5n.18xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.16xlarge|ml.g6.12xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.16xlarge|ml.g6e.12xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.trn2.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.8xlarge|ml.c6i.4xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.r5d.large|ml.r5d.xlarge|ml.r5d.2xlarge|ml.r5d.4xlarge|ml.r5d.8xlarge|ml.r5d.12xlarge|ml.r5d.16xlarge|ml.r5d.24xlarge|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.p6-b200.48xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.p6e-gb200.36xlarge|ml.p5.4xlarge|ml.p6-b300.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.m8i.large|ml.m8i.xlarge|ml.m8i.2xlarge|ml.m8i.4xlarge|ml.m8i.8xlarge|ml.m8i.12xlarge|ml.m8i.16xlarge|ml.m8i.24xlarge|ml.m8i.32xlarge|ml.m8i.48xlarge|ml.m8i.96xlarge|ml.c8i.xlarge|ml.c8i.2xlarge|ml.c8i.4xlarge|ml.c8i.8xlarge|ml.c8i.12xlarge|ml.c8i.16xlarge|ml.c8i.24xlarge|ml.c8i.32xlarge|ml.c8i.48xlarge|ml.c8i.96xlarge|ml.r8i.large|ml.r8i.xlarge|ml.r8i.2xlarge|ml.r8i.4xlarge|ml.r8i.8xlarge|ml.r8i.12xlarge|ml.r8i.16xlarge|ml.r8i.24xlarge|ml.r8i.32xlarge|ml.r8i.48xlarge|ml.r8i.96xlarge|ml.m7i-flex.large|ml.m7i-flex.xlarge|ml.m7i-flex.2xlarge|ml.m7i-flex.4xlarge|ml.m7i-flex.8xlarge|ml.m7i-flex.12xlarge|ml.m7i-flex.16xlarge|ml.c7i-flex.xlarge|ml.c7i-flex.2xlarge|ml.c7i-flex.4xlarge|ml.c7i-flex.8xlarge|ml.c7i-flex.12xlarge|ml.c7i-flex.16xlarge|ml.m8i-flex.large|ml.m8i-flex.xlarge|ml.m8i-flex.2xlarge|ml.m8i-flex.4xlarge|ml.m8i-flex.8xlarge|ml.m8i-flex.12xlarge|ml.m8i-flex.16xlarge|ml.c8i-flex.xlarge|ml.c8i-flex.2xlarge|ml.c8i-flex.4xlarge|ml.c8i-flex.8xlarge|ml.c8i-flex.12xlarge|ml.c8i-flex.16xlarge|ml.r8i-flex.large|ml.r8i-flex.xlarge|ml.r8i-flex.2xlarge|ml.r8i-flex.4xlarge|ml.r8i-flex.8xlarge|ml.r8i-flex.12xlarge|ml.r8i-flex.16xlarge',
                        'TrainingPlanArn' => '',
                        'VolumeKmsKeyId' => '',
                        'VolumeSizeInGB' => ,
                    ],
                    'StoppingCondition' => [ // REQUIRED
                        'MaxPendingTimeInSeconds' => ,
                        'MaxRuntimeInSeconds' => ,
                        'MaxWaitTimeInSeconds' => ,
                    ],
                    'TrainingInputMode' => 'Pipe|File|FastFile', // REQUIRED
                ],
                'TransformJobDefinition' => [
                    'BatchStrategy' => 'MultiRecord|SingleRecord',
                    'Environment' => ['', ...],
                    'MaxConcurrentTransforms' => ,
                    'MaxPayloadInMB' => ,
                    'TransformInput' => [ // REQUIRED
                        'CompressionType' => 'None|Gzip',
                        'ContentType' => '',
                        'DataSource' => [ // REQUIRED
                            'S3DataSource' => [ // REQUIRED
                                'S3DataType' => 'ManifestFile|S3Prefix|AugmentedManifestFile|Converse', // REQUIRED
                                'S3Uri' => '', // REQUIRED
                            ],
                        ],
                        'SplitType' => 'None|Line|RecordIO|TFRecord',
                    ],
                    'TransformOutput' => [ // REQUIRED
                        'Accept' => '',
                        'AssembleWith' => 'None|Line',
                        'KmsKeyId' => '',
                        'S3OutputPath' => '', // REQUIRED
                    ],
                    'TransformResources' => [ // REQUIRED
                        'InstanceCount' => , // REQUIRED
                        'InstanceType' => 'ml.m4.xlarge|ml.m4.2xlarge|ml.m4.4xlarge|ml.m4.10xlarge|ml.m4.16xlarge|ml.c4.xlarge|ml.c4.2xlarge|ml.c4.4xlarge|ml.c4.8xlarge|ml.p2.xlarge|ml.p2.8xlarge|ml.p2.16xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.18xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.12xlarge|ml.m5.24xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.12xlarge|ml.g5.16xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.inf2.xlarge|ml.inf2.8xlarge|ml.inf2.24xlarge|ml.inf2.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge', // REQUIRED
                        'TransformAmiVersion' => '',
                        'VolumeKmsKeyId' => '',
                    ],
                ],
            ],
            // ...
        ],
        'ValidationRole' => '', // REQUIRED
    ],
]);

Parameter Details

Result Syntax

[
    'AlgorithmArn' => '',
]

Result Details

Errors

There are no errors described for this operation.

CreateApp

$result = $client->createApp([/* ... */]);
$promise = $client->createAppAsync([/* ... */]);

Creates a running app for the specified UserProfile. This operation is automatically invoked by Amazon SageMaker AI upon access to the associated Domain, and when new kernel configurations are selected by the user. A user may have multiple Apps active simultaneously.

Parameter Syntax

$result = $client->createApp([
    'AppName' => '', // REQUIRED
    'AppType' => 'JupyterServer|KernelGateway|DetailedProfiler|TensorBoard|CodeEditor|JupyterLab|RStudioServerPro|RSessionGateway|Canvas', // REQUIRED
    'DomainId' => '', // REQUIRED
    'RecoveryMode' => true || false,
    'ResourceSpec' => [
        'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
        'LifecycleConfigArn' => '',
        'SageMakerImageArn' => '',
        'SageMakerImageVersionAlias' => '',
        'SageMakerImageVersionArn' => '',
        'TrainingPlanArn' => '',
    ],
    'SpaceName' => '',
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
    'UserProfileName' => '',
]);

Parameter Details

Result Syntax

[
    'AppArn' => '',
]

Result Details

Errors

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateAppImageConfig

$result = $client->createAppImageConfig([/* ... */]);
$promise = $client->createAppImageConfigAsync([/* ... */]);

Creates a configuration for running a SageMaker AI image as a KernelGateway app. The configuration specifies the Amazon Elastic File System storage volume on the image, and a list of the kernels in the image.

Parameter Syntax

$result = $client->createAppImageConfig([
    'AppImageConfigName' => '', // REQUIRED
    'CodeEditorAppImageConfig' => [
        'ContainerConfig' => [
            'ContainerArguments' => ['', ...],
            'ContainerEntrypoint' => ['', ...],
            'ContainerEnvironmentVariables' => ['', ...],
        ],
        'FileSystemConfig' => [
            'DefaultGid' => ,
            'DefaultUid' => ,
            'MountPath' => '',
        ],
    ],
    'JupyterLabAppImageConfig' => [
        'ContainerConfig' => [
            'ContainerArguments' => ['', ...],
            'ContainerEntrypoint' => ['', ...],
            'ContainerEnvironmentVariables' => ['', ...],
        ],
        'FileSystemConfig' => [
            'DefaultGid' => ,
            'DefaultUid' => ,
            'MountPath' => '',
        ],
    ],
    'KernelGatewayImageConfig' => [
        'FileSystemConfig' => [
            'DefaultGid' => ,
            'DefaultUid' => ,
            'MountPath' => '',
        ],
        'KernelSpecs' => [ // REQUIRED
            [
                'DisplayName' => '',
                'Name' => '', // REQUIRED
            ],
            // ...
        ],
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'AppImageConfigArn' => '',
]

Result Details

Errors

ResourceInUse:

Resource being accessed is in use.

CreateArtifact

$result = $client->createArtifact([/* ... */]);
$promise = $client->createArtifactAsync([/* ... */]);

Creates an artifact. An artifact is a lineage tracking entity that represents a URI addressable object or data. Some examples are the S3 URI of a dataset and the ECR registry path of an image. For more information, see Amazon SageMaker ML Lineage Tracking.

Parameter Syntax

$result = $client->createArtifact([
    'ArtifactName' => '',
    'ArtifactType' => '', // REQUIRED
    'MetadataProperties' => [
        'CommitId' => '',
        'GeneratedBy' => '',
        'ProjectId' => '',
        'Repository' => '',
    ],
    'Properties' => ['', ...],
    'Source' => [ // REQUIRED
        'SourceTypes' => [
            [
                'SourceIdType' => 'MD5Hash|S3ETag|S3Version|Custom', // REQUIRED
                'Value' => '', // REQUIRED
            ],
            // ...
        ],
        'SourceUri' => '', // REQUIRED
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'ArtifactArn' => '',
]

Result Details

Errors

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateAutoMLJob

$result = $client->createAutoMLJob([/* ... */]);
$promise = $client->createAutoMLJobAsync([/* ... */]);

Creates an Autopilot job also referred to as Autopilot experiment or AutoML job.

An AutoML job in SageMaker AI is a fully automated process that allows you to build machine learning models with minimal effort and machine learning expertise. When initiating an AutoML job, you provide your data and optionally specify parameters tailored to your use case. SageMaker AI then automates the entire model development lifecycle, including data preprocessing, model training, tuning, and evaluation. AutoML jobs are designed to simplify and accelerate the model building process by automating various tasks and exploring different combinations of machine learning algorithms, data preprocessing techniques, and hyperparameter values. The output of an AutoML job comprises one or more trained models ready for deployment and inference. Additionally, SageMaker AI AutoML jobs generate a candidate model leaderboard, allowing you to select the best-performing model for deployment.

For more information about AutoML jobs, see https://docs.aws.amazon.com/sagemaker/latest/dg/autopilot-automate-model-development.html in the SageMaker AI developer guide.

You can find the best-performing model after you run an AutoML job by calling DescribeAutoMLJobV2 (recommended) or DescribeAutoMLJob.

Parameter Syntax

$result = $client->createAutoMLJob([
    'AutoMLJobConfig' => [
        'CandidateGenerationConfig' => [
            'AlgorithmsConfig' => [
                [
                    'AutoMLAlgorithms' => ['', ...], // REQUIRED
                ],
                // ...
            ],
            'FeatureSpecificationS3Uri' => '',
        ],
        'CompletionCriteria' => [
            'MaxAutoMLJobRuntimeInSeconds' => ,
            'MaxCandidates' => ,
            'MaxRuntimePerTrainingJobInSeconds' => ,
        ],
        'DataSplitConfig' => [
            'ValidationFraction' => ,
        ],
        'Mode' => 'AUTO|ENSEMBLING|HYPERPARAMETER_TUNING',
        'SecurityConfig' => [
            'EnableInterContainerTrafficEncryption' => true || false,
            'VolumeKmsKeyId' => '',
            'VpcConfig' => [
                'SecurityGroupIds' => ['', ...], // REQUIRED
                'Subnets' => ['', ...], // REQUIRED
            ],
        ],
    ],
    'AutoMLJobName' => '', // REQUIRED
    'AutoMLJobObjective' => [
        'MetricName' => 'Accuracy|MSE|F1|F1macro|AUC|RMSE|BalancedAccuracy|R2|Recall|RecallMacro|Precision|PrecisionMacro|MAE|MAPE|MASE|WAPE|AverageWeightedQuantileLoss', // REQUIRED
    ],
    'GenerateCandidateDefinitionsOnly' => true || false,
    'InputDataConfig' => [ // REQUIRED
        [
            'ChannelType' => 'training|validation',
            'CompressionType' => 'None|Gzip',
            'ContentType' => '',
            'DataSource' => [
                'S3DataSource' => [ // REQUIRED
                    'S3DataType' => 'ManifestFile|S3Prefix|AugmentedManifestFile', // REQUIRED
                    'S3Uri' => '', // REQUIRED
                ],
            ],
            'SampleWeightAttributeName' => '',
            'TargetAttributeName' => '', // REQUIRED
        ],
        // ...
    ],
    'ModelDeployConfig' => [
        'AutoGenerateEndpointName' => true || false,
        'EndpointName' => '',
    ],
    'OutputDataConfig' => [ // REQUIRED
        'KmsKeyId' => '',
        'S3OutputPath' => '', // REQUIRED
    ],
    'ProblemType' => 'BinaryClassification|MulticlassClassification|Regression',
    'RoleArn' => '', // REQUIRED
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'AutoMLJobArn' => '',
]

Result Details

Errors

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateAutoMLJobV2

$result = $client->createAutoMLJobV2([/* ... */]);
$promise = $client->createAutoMLJobV2Async([/* ... */]);

Creates an Autopilot job also referred to as Autopilot experiment or AutoML job V2.

An AutoML job in SageMaker AI is a fully automated process that allows you to build machine learning models with minimal effort and machine learning expertise. When initiating an AutoML job, you provide your data and optionally specify parameters tailored to your use case. SageMaker AI then automates the entire model development lifecycle, including data preprocessing, model training, tuning, and evaluation. AutoML jobs are designed to simplify and accelerate the model building process by automating various tasks and exploring different combinations of machine learning algorithms, data preprocessing techniques, and hyperparameter values. The output of an AutoML job comprises one or more trained models ready for deployment and inference. Additionally, SageMaker AI AutoML jobs generate a candidate model leaderboard, allowing you to select the best-performing model for deployment.

For more information about AutoML jobs, see https://docs.aws.amazon.com/sagemaker/latest/dg/autopilot-automate-model-development.html in the SageMaker AI developer guide.

AutoML jobs V2 support various problem types such as regression, binary, and multiclass classification with tabular data, text and image classification, time-series forecasting, and fine-tuning of large language models (LLMs) for text generation.

For the list of available problem types supported by CreateAutoMLJobV2, see AutoMLProblemTypeConfig.

You can find the best-performing model after you run an AutoML job V2 by calling DescribeAutoMLJobV2.

Parameter Syntax

$result = $client->createAutoMLJobV2([
    'AutoMLComputeConfig' => [
        'EmrServerlessComputeConfig' => [
            'ExecutionRoleARN' => '', // REQUIRED
        ],
    ],
    'AutoMLJobInputDataConfig' => [ // REQUIRED
        [
            'ChannelType' => 'training|validation',
            'CompressionType' => 'None|Gzip',
            'ContentType' => '',
            'DataSource' => [
                'S3DataSource' => [ // REQUIRED
                    'S3DataType' => 'ManifestFile|S3Prefix|AugmentedManifestFile', // REQUIRED
                    'S3Uri' => '', // REQUIRED
                ],
            ],
        ],
        // ...
    ],
    'AutoMLJobName' => '', // REQUIRED
    'AutoMLJobObjective' => [
        'MetricName' => 'Accuracy|MSE|F1|F1macro|AUC|RMSE|BalancedAccuracy|R2|Recall|RecallMacro|Precision|PrecisionMacro|MAE|MAPE|MASE|WAPE|AverageWeightedQuantileLoss', // REQUIRED
    ],
    'AutoMLProblemTypeConfig' => [ // REQUIRED
        'ImageClassificationJobConfig' => [
            'CompletionCriteria' => [
                'MaxAutoMLJobRuntimeInSeconds' => ,
                'MaxCandidates' => ,
                'MaxRuntimePerTrainingJobInSeconds' => ,
            ],
        ],
        'TabularJobConfig' => [
            'CandidateGenerationConfig' => [
                'AlgorithmsConfig' => [
                    [
                        'AutoMLAlgorithms' => ['', ...], // REQUIRED
                    ],
                    // ...
                ],
            ],
            'CompletionCriteria' => [
                'MaxAutoMLJobRuntimeInSeconds' => ,
                'MaxCandidates' => ,
                'MaxRuntimePerTrainingJobInSeconds' => ,
            ],
            'FeatureSpecificationS3Uri' => '',
            'GenerateCandidateDefinitionsOnly' => true || false,
            'Mode' => 'AUTO|ENSEMBLING|HYPERPARAMETER_TUNING',
            'ProblemType' => 'BinaryClassification|MulticlassClassification|Regression',
            'SampleWeightAttributeName' => '',
            'TargetAttributeName' => '', // REQUIRED
        ],
        'TextClassificationJobConfig' => [
            'CompletionCriteria' => [
                'MaxAutoMLJobRuntimeInSeconds' => ,
                'MaxCandidates' => ,
                'MaxRuntimePerTrainingJobInSeconds' => ,
            ],
            'ContentColumn' => '', // REQUIRED
            'TargetLabelColumn' => '', // REQUIRED
        ],
        'TextGenerationJobConfig' => [
            'BaseModelName' => '',
            'CompletionCriteria' => [
                'MaxAutoMLJobRuntimeInSeconds' => ,
                'MaxCandidates' => ,
                'MaxRuntimePerTrainingJobInSeconds' => ,
            ],
            'ModelAccessConfig' => [
                'AcceptEula' => true || false, // REQUIRED
            ],
            'TextGenerationHyperParameters' => ['', ...],
        ],
        'TimeSeriesForecastingJobConfig' => [
            'CandidateGenerationConfig' => [
                'AlgorithmsConfig' => [
                    [
                        'AutoMLAlgorithms' => ['', ...], // REQUIRED
                    ],
                    // ...
                ],
            ],
            'CompletionCriteria' => [
                'MaxAutoMLJobRuntimeInSeconds' => ,
                'MaxCandidates' => ,
                'MaxRuntimePerTrainingJobInSeconds' => ,
            ],
            'FeatureSpecificationS3Uri' => '',
            'ForecastFrequency' => '', // REQUIRED
            'ForecastHorizon' => , // REQUIRED
            'ForecastQuantiles' => ['', ...],
            'HolidayConfig' => [
                [
                    'CountryCode' => '',
                ],
                // ...
            ],
            'TimeSeriesConfig' => [ // REQUIRED
                'GroupingAttributeNames' => ['', ...],
                'ItemIdentifierAttributeName' => '', // REQUIRED
                'TargetAttributeName' => '', // REQUIRED
                'TimestampAttributeName' => '', // REQUIRED
            ],
            'Transformations' => [
                'Aggregation' => ['', ...],
                'Filling' => [
                    '' => ['', ...],
                    // ...
                ],
            ],
        ],
    ],
    'DataSplitConfig' => [
        'ValidationFraction' => ,
    ],
    'ModelDeployConfig' => [
        'AutoGenerateEndpointName' => true || false,
        'EndpointName' => '',
    ],
    'OutputDataConfig' => [ // REQUIRED
        'KmsKeyId' => '',
        'S3OutputPath' => '', // REQUIRED
    ],
    'RoleArn' => '', // REQUIRED
    'SecurityConfig' => [
        'EnableInterContainerTrafficEncryption' => true || false,
        'VolumeKmsKeyId' => '',
        'VpcConfig' => [
            'SecurityGroupIds' => ['', ...], // REQUIRED
            'Subnets' => ['', ...], // REQUIRED
        ],
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'AutoMLJobArn' => '',
]

Result Details

Errors

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateCluster

$result = $client->createCluster([/* ... */]);
$promise = $client->createClusterAsync([/* ... */]);

Creates an Amazon SageMaker HyperPod cluster. SageMaker HyperPod is a capability of SageMaker for creating and managing persistent clusters for developing large machine learning models, such as large language models (LLMs) and diffusion models. To learn more, see Amazon SageMaker HyperPod in the Amazon SageMaker Developer Guide.

Parameter Syntax

$result = $client->createCluster([
    'AutoScaling' => [
        'AutoScalerType' => 'Karpenter',
        'Mode' => 'Enable|Disable', // REQUIRED
    ],
    'ClusterName' => '', // REQUIRED
    'ClusterRole' => '',
    'InstanceGroups' => [
        [
            'AutoPatchConfig' => [
                'DeploymentConfig' => [
                    'AutoRollbackConfiguration' => [
                        [
                            'AlarmName' => '', // REQUIRED
                        ],
                        // ...
                    ],
                    'RollingUpdatePolicy' => [
                        'MaximumBatchSize' => [ // REQUIRED
                            'Type' => 'INSTANCE_COUNT|CAPACITY_PERCENTAGE', // REQUIRED
                            'Value' => , // REQUIRED
                        ],
                        'RollbackMaximumBatchSize' => [
                            'Type' => 'INSTANCE_COUNT|CAPACITY_PERCENTAGE', // REQUIRED
                            'Value' => , // REQUIRED
                        ],
                    ],
                    'WaitIntervalInSeconds' => ,
                ],
                'PatchSchedule' => [
                    'NextPatchDate' => ,
                ],
                'PatchingStrategy' => 'WhenIdle|WhenAllIdle', // REQUIRED
            ],
            'CapacityRequirements' => [
                'OnDemand' => [
                ],
                'Spot' => [
                ],
            ],
            'ExecutionRole' => '', // REQUIRED
            'ImageId' => '',
            'ImageReleaseVersion' => '',
            'InstanceCount' => , // REQUIRED
            'InstanceGroupName' => '', // REQUIRED
            'InstanceRequirements' => [
                'InstanceTypes' => ['', ...], // REQUIRED
            ],
            'InstanceStorageConfigs' => [
                [
                    'EbsVolumeConfig' => [
                        'RootVolume' => true || false,
                        'VolumeKmsKeyId' => '',
                        'VolumeSizeInGB' => ,
                    ],
                    'FsxLustreConfig' => [
                        'DnsName' => '', // REQUIRED
                        'MountName' => '', // REQUIRED
                        'MountPath' => '',
                    ],
                    'FsxOpenZfsConfig' => [
                        'DnsName' => '', // REQUIRED
                        'MountPath' => '',
                    ],
                ],
                // ...
            ],
            'InstanceType' => 'ml.p4d.24xlarge|ml.p4de.24xlarge|ml.p5.48xlarge|ml.p5.4xlarge|ml.p6e-gb200.36xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.12xlarge|ml.g5.16xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.c5n.large|ml.c5n.2xlarge|ml.c5n.4xlarge|ml.c5n.9xlarge|ml.c5n.18xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.16xlarge|ml.g6.12xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.gr6.4xlarge|ml.gr6.8xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.16xlarge|ml.g6e.12xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.trn2.3xlarge|ml.trn2.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.i3en.large|ml.i3en.xlarge|ml.i3en.2xlarge|ml.i3en.3xlarge|ml.i3en.6xlarge|ml.i3en.12xlarge|ml.i3en.24xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.r5d.16xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.p6-b300.48xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.c6g.medium|ml.c6g.large|ml.c6g.xlarge|ml.c6g.2xlarge|ml.c6g.4xlarge|ml.c6g.8xlarge|ml.c6g.12xlarge|ml.c6g.16xlarge|ml.c7g.medium|ml.c7g.large|ml.c7g.xlarge|ml.c7g.2xlarge|ml.c7g.4xlarge|ml.c7g.8xlarge|ml.c7g.12xlarge|ml.c7g.16xlarge|ml.c8g.medium|ml.c8g.large|ml.c8g.xlarge|ml.c8g.2xlarge|ml.c8g.4xlarge|ml.c8g.8xlarge|ml.c8g.12xlarge|ml.c8g.16xlarge|ml.c8g.24xlarge|ml.c8g.48xlarge|ml.c6a.large|ml.c6a.xlarge|ml.c6a.2xlarge|ml.c6a.4xlarge|ml.c6a.8xlarge|ml.c6a.12xlarge|ml.c6a.16xlarge|ml.c6a.24xlarge|ml.c6a.32xlarge|ml.c6a.48xlarge|ml.m6a.large|ml.m6a.xlarge|ml.m6a.2xlarge|ml.m6a.4xlarge|ml.m6a.8xlarge|ml.m6a.12xlarge|ml.m6a.16xlarge|ml.m6a.24xlarge|ml.m6a.32xlarge|ml.m6a.48xlarge|ml.m6g.medium|ml.m6g.large|ml.m6g.xlarge|ml.m6g.2xlarge|ml.m6g.4xlarge|ml.m6g.8xlarge|ml.m6g.12xlarge|ml.m6g.16xlarge|ml.m7g.medium|ml.m7g.large|ml.m7g.xlarge|ml.m7g.2xlarge|ml.m7g.4xlarge|ml.m7g.8xlarge|ml.m7g.12xlarge|ml.m7g.16xlarge|ml.m8g.medium|ml.m8g.large|ml.m8g.xlarge|ml.m8g.2xlarge|ml.m8g.4xlarge|ml.m8g.8xlarge|ml.m8g.12xlarge|ml.m8g.16xlarge|ml.m8g.24xlarge|ml.m8g.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.c8a.16xlarge|ml.m8a.16xlarge',
            'KubernetesConfig' => [
                'Labels' => ['', ...],
                'Taints' => [
                    [
                        'Effect' => 'NoSchedule|PreferNoSchedule|NoExecute', // REQUIRED
                        'Key' => '', // REQUIRED
                        'Value' => '',
                    ],
                    // ...
                ],
            ],
            'LifeCycleConfig' => [
                'OnCreate' => '',
                'OnInitComplete' => '',
                'SourceS3Uri' => '',
            ],
            'MinInstanceCount' => ,
            'NetworkInterface' => [
                'InterfaceType' => 'efa|efa-only',
            ],
            'OnStartDeepHealthChecks' => ['', ...],
            'OverrideVpcConfig' => [
                'SecurityGroupIds' => ['', ...], // REQUIRED
                'Subnets' => ['', ...], // REQUIRED
            ],
            'ScheduledUpdateConfig' => [
                'DeploymentConfig' => [
                    'AutoRollbackConfiguration' => [
                        [
                            'AlarmName' => '', // REQUIRED
                        ],
                        // ...
                    ],
                    'RollingUpdatePolicy' => [
                        'MaximumBatchSize' => [ // REQUIRED
                            'Type' => 'INSTANCE_COUNT|CAPACITY_PERCENTAGE', // REQUIRED
                            'Value' => , // REQUIRED
                        ],
                        'RollbackMaximumBatchSize' => [
                            'Type' => 'INSTANCE_COUNT|CAPACITY_PERCENTAGE', // REQUIRED
                            'Value' => , // REQUIRED
                        ],
                    ],
                    'WaitIntervalInSeconds' => ,
                ],
                'ScheduleExpression' => '', // REQUIRED
            ],
            'SlurmConfig' => [
                'NodeType' => 'Controller|Login|Compute', // REQUIRED
                'PartitionNames' => ['', ...],
            ],
            'ThreadsPerCore' => ,
            'TrainingPlanArn' => '',
        ],
        // ...
    ],
    'NodeProvisioningMode' => 'Continuous',
    'NodeRecovery' => 'Automatic|None',
    'Orchestrator' => [
        'Eks' => [
            'ClusterArn' => '', // REQUIRED
        ],
        'Slurm' => [
            'AccountingDatabase' => [
                'Endpoint' => '', // REQUIRED
                'Name' => '',
                'Port' => ,
                'SecretArn' => '', // REQUIRED
            ],
            'SlurmConfigStrategy' => 'Overwrite|Managed|Merge',
        ],
    ],
    'RestrictedInstanceGroups' => [
        [
            'EnvironmentConfig' => [
                'FSxLustreConfig' => [
                    'PerUnitStorageThroughput' => , // REQUIRED
                    'SizeInGiB' => , // REQUIRED
                ],
            ],
            'ExecutionRole' => '', // REQUIRED
            'InstanceCount' => , // REQUIRED
            'InstanceGroupName' => '', // REQUIRED
            'InstanceStorageConfigs' => [
                [
                    'EbsVolumeConfig' => [
                        'RootVolume' => true || false,
                        'VolumeKmsKeyId' => '',
                        'VolumeSizeInGB' => ,
                    ],
                    'FsxLustreConfig' => [
                        'DnsName' => '', // REQUIRED
                        'MountName' => '', // REQUIRED
                        'MountPath' => '',
                    ],
                    'FsxOpenZfsConfig' => [
                        'DnsName' => '', // REQUIRED
                        'MountPath' => '',
                    ],
                ],
                // ...
            ],
            'InstanceType' => 'ml.p4d.24xlarge|ml.p4de.24xlarge|ml.p5.48xlarge|ml.p5.4xlarge|ml.p6e-gb200.36xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.12xlarge|ml.g5.16xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.c5n.large|ml.c5n.2xlarge|ml.c5n.4xlarge|ml.c5n.9xlarge|ml.c5n.18xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.16xlarge|ml.g6.12xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.gr6.4xlarge|ml.gr6.8xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.16xlarge|ml.g6e.12xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.trn2.3xlarge|ml.trn2.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.i3en.large|ml.i3en.xlarge|ml.i3en.2xlarge|ml.i3en.3xlarge|ml.i3en.6xlarge|ml.i3en.12xlarge|ml.i3en.24xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.r5d.16xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.p6-b300.48xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.c6g.medium|ml.c6g.large|ml.c6g.xlarge|ml.c6g.2xlarge|ml.c6g.4xlarge|ml.c6g.8xlarge|ml.c6g.12xlarge|ml.c6g.16xlarge|ml.c7g.medium|ml.c7g.large|ml.c7g.xlarge|ml.c7g.2xlarge|ml.c7g.4xlarge|ml.c7g.8xlarge|ml.c7g.12xlarge|ml.c7g.16xlarge|ml.c8g.medium|ml.c8g.large|ml.c8g.xlarge|ml.c8g.2xlarge|ml.c8g.4xlarge|ml.c8g.8xlarge|ml.c8g.12xlarge|ml.c8g.16xlarge|ml.c8g.24xlarge|ml.c8g.48xlarge|ml.c6a.large|ml.c6a.xlarge|ml.c6a.2xlarge|ml.c6a.4xlarge|ml.c6a.8xlarge|ml.c6a.12xlarge|ml.c6a.16xlarge|ml.c6a.24xlarge|ml.c6a.32xlarge|ml.c6a.48xlarge|ml.m6a.large|ml.m6a.xlarge|ml.m6a.2xlarge|ml.m6a.4xlarge|ml.m6a.8xlarge|ml.m6a.12xlarge|ml.m6a.16xlarge|ml.m6a.24xlarge|ml.m6a.32xlarge|ml.m6a.48xlarge|ml.m6g.medium|ml.m6g.large|ml.m6g.xlarge|ml.m6g.2xlarge|ml.m6g.4xlarge|ml.m6g.8xlarge|ml.m6g.12xlarge|ml.m6g.16xlarge|ml.m7g.medium|ml.m7g.large|ml.m7g.xlarge|ml.m7g.2xlarge|ml.m7g.4xlarge|ml.m7g.8xlarge|ml.m7g.12xlarge|ml.m7g.16xlarge|ml.m8g.medium|ml.m8g.large|ml.m8g.xlarge|ml.m8g.2xlarge|ml.m8g.4xlarge|ml.m8g.8xlarge|ml.m8g.12xlarge|ml.m8g.16xlarge|ml.m8g.24xlarge|ml.m8g.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.c8a.16xlarge|ml.m8a.16xlarge', // REQUIRED
            'OnStartDeepHealthChecks' => ['', ...],
            'OverrideVpcConfig' => [
                'SecurityGroupIds' => ['', ...], // REQUIRED
                'Subnets' => ['', ...], // REQUIRED
            ],
            'ScheduledUpdateConfig' => [
                'DeploymentConfig' => [
                    'AutoRollbackConfiguration' => [
                        [
                            'AlarmName' => '', // REQUIRED
                        ],
                        // ...
                    ],
                    'RollingUpdatePolicy' => [
                        'MaximumBatchSize' => [ // REQUIRED
                            'Type' => 'INSTANCE_COUNT|CAPACITY_PERCENTAGE', // REQUIRED
                            'Value' => , // REQUIRED
                        ],
                        'RollbackMaximumBatchSize' => [
                            'Type' => 'INSTANCE_COUNT|CAPACITY_PERCENTAGE', // REQUIRED
                            'Value' => , // REQUIRED
                        ],
                    ],
                    'WaitIntervalInSeconds' => ,
                ],
                'ScheduleExpression' => '', // REQUIRED
            ],
            'ThreadsPerCore' => ,
            'TrainingPlanArn' => '',
        ],
        // ...
    ],
    'RestrictedInstanceGroupsConfig' => [
        'SharedEnvironmentConfig' => [ // REQUIRED
            'FSxLustreConfig' => [ // REQUIRED
                'PerUnitStorageThroughput' => , // REQUIRED
                'SizeInGiB' => , // REQUIRED
            ],
            'FSxLustreDeletionPolicy' => 'DeleteIfNotUsed|Keep', // REQUIRED
        ],
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
    'TieredStorageConfig' => [
        'InstanceMemoryAllocationPercentage' => ,
        'Mode' => 'Enable|Disable', // REQUIRED
    ],
    'VpcConfig' => [
        'SecurityGroupIds' => ['', ...], // REQUIRED
        'Subnets' => ['', ...], // REQUIRED
    ],
]);

Parameter Details

Result Syntax

[
    'ClusterArn' => '',
]

Result Details

Errors

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateClusterSchedulerConfig

$result = $client->createClusterSchedulerConfig([/* ... */]);
$promise = $client->createClusterSchedulerConfigAsync([/* ... */]);

Create cluster policy configuration. This policy is used for task prioritization and fair-share allocation of idle compute. This helps prioritize critical workloads and distributes idle compute across entities.

Parameter Syntax

$result = $client->createClusterSchedulerConfig([
    'ClusterArn' => '', // REQUIRED
    'Description' => '',
    'Name' => '', // REQUIRED
    'SchedulerConfig' => [ // REQUIRED
        'FairShare' => 'Enabled|Disabled',
        'IdleResourceSharing' => 'Enabled|Disabled',
        'PriorityClasses' => [
            [
                'Name' => '', // REQUIRED
                'Weight' => , // REQUIRED
            ],
            // ...
        ],
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'ClusterSchedulerConfigArn' => '',
    'ClusterSchedulerConfigId' => '',
]

Result Details

Errors

ConflictException:

There was a conflict when you attempted to modify a SageMaker entity such as an Experiment or Artifact.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateCodeRepository

$result = $client->createCodeRepository([/* ... */]);
$promise = $client->createCodeRepositoryAsync([/* ... */]);

Creates a Git repository as a resource in your SageMaker AI account. You can associate the repository with notebook instances so that you can use Git source control for the notebooks you create. The Git repository is a resource in your SageMaker AI account, so it can be associated with more than one notebook instance, and it persists independently from the lifecycle of any notebook instances it is associated with.

The repository can be hosted either in Amazon Web Services CodeCommit or in any other Git repository.

Parameter Syntax

$result = $client->createCodeRepository([
    'CodeRepositoryName' => '', // REQUIRED
    'GitConfig' => [ // REQUIRED
        'Branch' => '',
        'RepositoryUrl' => '', // REQUIRED
        'SecretArn' => '',
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'CodeRepositoryArn' => '',
]

Result Details

Errors

There are no errors described for this operation.

CreateCompilationJob

$result = $client->createCompilationJob([/* ... */]);
$promise = $client->createCompilationJobAsync([/* ... */]);

Starts a model compilation job. After the model has been compiled, Amazon SageMaker AI saves the resulting model artifacts to an Amazon Simple Storage Service (Amazon S3) bucket that you specify.

If you choose to host your model using Amazon SageMaker AI hosting services, you can use the resulting model artifacts as part of the model. You can also use the artifacts with Amazon Web Services IoT Greengrass. In that case, deploy them as an ML resource.

In the request body, you provide the following:

• A name for the compilation job

• Information about the input model artifacts

• The output location for the compiled model and the device (target) that the model runs on

• The Amazon Resource Name (ARN) of the IAM role that Amazon SageMaker AI assumes to perform the model compilation job.

You can also provide a Tag to track the model compilation job's resource use and costs. The response body contains the CompilationJobArn for the compiled job.

To stop a model compilation job, use StopCompilationJob. To get information about a particular model compilation job, use DescribeCompilationJob. To get information about multiple model compilation jobs, use ListCompilationJobs.

Parameter Syntax

$result = $client->createCompilationJob([
    'CompilationJobName' => '', // REQUIRED
    'InputConfig' => [
        'DataInputConfig' => '',
        'Framework' => 'TENSORFLOW|KERAS|MXNET|ONNX|PYTORCH|XGBOOST|TFLITE|DARKNET|SKLEARN', // REQUIRED
        'FrameworkVersion' => '',
        'S3Uri' => '', // REQUIRED
    ],
    'ModelPackageVersionArn' => '',
    'OutputConfig' => [ // REQUIRED
        'CompilerOptions' => '',
        'KmsKeyId' => '',
        'S3OutputLocation' => '', // REQUIRED
        'TargetDevice' => 'lambda|ml_m4|ml_m5|ml_m6g|ml_c4|ml_c5|ml_c6g|ml_p2|ml_p3|ml_g4dn|ml_inf1|ml_inf2|ml_trn1|ml_eia2|jetson_tx1|jetson_tx2|jetson_nano|jetson_xavier|rasp3b|rasp4b|imx8qm|deeplens|rk3399|rk3288|aisage|sbe_c|qcs605|qcs603|sitara_am57x|amba_cv2|amba_cv22|amba_cv25|x86_win32|x86_win64|coreml|jacinto_tda4vm|imx8mplus',
        'TargetPlatform' => [
            'Accelerator' => 'INTEL_GRAPHICS|MALI|NVIDIA|NNA',
            'Arch' => 'X86_64|X86|ARM64|ARM_EABI|ARM_EABIHF', // REQUIRED
            'Os' => 'ANDROID|LINUX', // REQUIRED
        ],
    ],
    'RoleArn' => '', // REQUIRED
    'StoppingCondition' => [ // REQUIRED
        'MaxPendingTimeInSeconds' => ,
        'MaxRuntimeInSeconds' => ,
        'MaxWaitTimeInSeconds' => ,
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
    'VpcConfig' => [
        'SecurityGroupIds' => ['', ...], // REQUIRED
        'Subnets' => ['', ...], // REQUIRED
    ],
]);

Parameter Details

Result Syntax

[
    'CompilationJobArn' => '',
]

Result Details

Errors

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateComputeQuota

$result = $client->createComputeQuota([/* ... */]);
$promise = $client->createComputeQuotaAsync([/* ... */]);

Create compute allocation definition. This defines how compute is allocated, shared, and borrowed for specified entities. Specifically, how to lend and borrow idle compute and assign a fair-share weight to the specified entities.

Parameter Syntax

$result = $client->createComputeQuota([
    'ActivationState' => 'Enabled|Disabled',
    'ClusterArn' => '', // REQUIRED
    'ComputeQuotaConfig' => [ // REQUIRED
        'ComputeQuotaResources' => [
            [
                'AcceleratorPartition' => [
                    'Count' => , // REQUIRED
                    'Type' => 'mig-1g.5gb|mig-1g.10gb|mig-1g.18gb|mig-1g.20gb|mig-1g.23gb|mig-1g.35gb|mig-1g.45gb|mig-1g.47gb|mig-2g.10gb|mig-2g.20gb|mig-2g.35gb|mig-2g.45gb|mig-2g.47gb|mig-3g.20gb|mig-3g.40gb|mig-3g.71gb|mig-3g.90gb|mig-3g.93gb|mig-4g.20gb|mig-4g.40gb|mig-4g.71gb|mig-4g.90gb|mig-4g.93gb|mig-7g.40gb|mig-7g.80gb|mig-7g.141gb|mig-7g.180gb|mig-7g.186gb', // REQUIRED
                ],
                'Accelerators' => ,
                'Count' => ,
                'InstanceType' => 'ml.p4d.24xlarge|ml.p4de.24xlarge|ml.p5.48xlarge|ml.p5.4xlarge|ml.p6e-gb200.36xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.12xlarge|ml.g5.16xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.c5n.large|ml.c5n.2xlarge|ml.c5n.4xlarge|ml.c5n.9xlarge|ml.c5n.18xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.16xlarge|ml.g6.12xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.gr6.4xlarge|ml.gr6.8xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.16xlarge|ml.g6e.12xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.trn2.3xlarge|ml.trn2.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.i3en.large|ml.i3en.xlarge|ml.i3en.2xlarge|ml.i3en.3xlarge|ml.i3en.6xlarge|ml.i3en.12xlarge|ml.i3en.24xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.r5d.16xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.p6-b300.48xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.c6g.medium|ml.c6g.large|ml.c6g.xlarge|ml.c6g.2xlarge|ml.c6g.4xlarge|ml.c6g.8xlarge|ml.c6g.12xlarge|ml.c6g.16xlarge|ml.c7g.medium|ml.c7g.large|ml.c7g.xlarge|ml.c7g.2xlarge|ml.c7g.4xlarge|ml.c7g.8xlarge|ml.c7g.12xlarge|ml.c7g.16xlarge|ml.c8g.medium|ml.c8g.large|ml.c8g.xlarge|ml.c8g.2xlarge|ml.c8g.4xlarge|ml.c8g.8xlarge|ml.c8g.12xlarge|ml.c8g.16xlarge|ml.c8g.24xlarge|ml.c8g.48xlarge|ml.c6a.large|ml.c6a.xlarge|ml.c6a.2xlarge|ml.c6a.4xlarge|ml.c6a.8xlarge|ml.c6a.12xlarge|ml.c6a.16xlarge|ml.c6a.24xlarge|ml.c6a.32xlarge|ml.c6a.48xlarge|ml.m6a.large|ml.m6a.xlarge|ml.m6a.2xlarge|ml.m6a.4xlarge|ml.m6a.8xlarge|ml.m6a.12xlarge|ml.m6a.16xlarge|ml.m6a.24xlarge|ml.m6a.32xlarge|ml.m6a.48xlarge|ml.m6g.medium|ml.m6g.large|ml.m6g.xlarge|ml.m6g.2xlarge|ml.m6g.4xlarge|ml.m6g.8xlarge|ml.m6g.12xlarge|ml.m6g.16xlarge|ml.m7g.medium|ml.m7g.large|ml.m7g.xlarge|ml.m7g.2xlarge|ml.m7g.4xlarge|ml.m7g.8xlarge|ml.m7g.12xlarge|ml.m7g.16xlarge|ml.m8g.medium|ml.m8g.large|ml.m8g.xlarge|ml.m8g.2xlarge|ml.m8g.4xlarge|ml.m8g.8xlarge|ml.m8g.12xlarge|ml.m8g.16xlarge|ml.m8g.24xlarge|ml.m8g.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.c8a.16xlarge|ml.m8a.16xlarge', // REQUIRED
                'MemoryInGiB' => ,
                'VCpu' => ,
            ],
            // ...
        ],
        'PreemptTeamTasks' => 'Never|LowerPriority',
        'ResourceSharingConfig' => [
            'AbsoluteBorrowLimits' => [
                [
                    'AcceleratorPartition' => [
                        'Count' => , // REQUIRED
                        'Type' => 'mig-1g.5gb|mig-1g.10gb|mig-1g.18gb|mig-1g.20gb|mig-1g.23gb|mig-1g.35gb|mig-1g.45gb|mig-1g.47gb|mig-2g.10gb|mig-2g.20gb|mig-2g.35gb|mig-2g.45gb|mig-2g.47gb|mig-3g.20gb|mig-3g.40gb|mig-3g.71gb|mig-3g.90gb|mig-3g.93gb|mig-4g.20gb|mig-4g.40gb|mig-4g.71gb|mig-4g.90gb|mig-4g.93gb|mig-7g.40gb|mig-7g.80gb|mig-7g.141gb|mig-7g.180gb|mig-7g.186gb', // REQUIRED
                    ],
                    'Accelerators' => ,
                    'Count' => ,
                    'InstanceType' => 'ml.p4d.24xlarge|ml.p4de.24xlarge|ml.p5.48xlarge|ml.p5.4xlarge|ml.p6e-gb200.36xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.12xlarge|ml.g5.16xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.c5n.large|ml.c5n.2xlarge|ml.c5n.4xlarge|ml.c5n.9xlarge|ml.c5n.18xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.16xlarge|ml.g6.12xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.gr6.4xlarge|ml.gr6.8xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.16xlarge|ml.g6e.12xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.trn2.3xlarge|ml.trn2.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.i3en.large|ml.i3en.xlarge|ml.i3en.2xlarge|ml.i3en.3xlarge|ml.i3en.6xlarge|ml.i3en.12xlarge|ml.i3en.24xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.r5d.16xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.p6-b300.48xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.c6g.medium|ml.c6g.large|ml.c6g.xlarge|ml.c6g.2xlarge|ml.c6g.4xlarge|ml.c6g.8xlarge|ml.c6g.12xlarge|ml.c6g.16xlarge|ml.c7g.medium|ml.c7g.large|ml.c7g.xlarge|ml.c7g.2xlarge|ml.c7g.4xlarge|ml.c7g.8xlarge|ml.c7g.12xlarge|ml.c7g.16xlarge|ml.c8g.medium|ml.c8g.large|ml.c8g.xlarge|ml.c8g.2xlarge|ml.c8g.4xlarge|ml.c8g.8xlarge|ml.c8g.12xlarge|ml.c8g.16xlarge|ml.c8g.24xlarge|ml.c8g.48xlarge|ml.c6a.large|ml.c6a.xlarge|ml.c6a.2xlarge|ml.c6a.4xlarge|ml.c6a.8xlarge|ml.c6a.12xlarge|ml.c6a.16xlarge|ml.c6a.24xlarge|ml.c6a.32xlarge|ml.c6a.48xlarge|ml.m6a.large|ml.m6a.xlarge|ml.m6a.2xlarge|ml.m6a.4xlarge|ml.m6a.8xlarge|ml.m6a.12xlarge|ml.m6a.16xlarge|ml.m6a.24xlarge|ml.m6a.32xlarge|ml.m6a.48xlarge|ml.m6g.medium|ml.m6g.large|ml.m6g.xlarge|ml.m6g.2xlarge|ml.m6g.4xlarge|ml.m6g.8xlarge|ml.m6g.12xlarge|ml.m6g.16xlarge|ml.m7g.medium|ml.m7g.large|ml.m7g.xlarge|ml.m7g.2xlarge|ml.m7g.4xlarge|ml.m7g.8xlarge|ml.m7g.12xlarge|ml.m7g.16xlarge|ml.m8g.medium|ml.m8g.large|ml.m8g.xlarge|ml.m8g.2xlarge|ml.m8g.4xlarge|ml.m8g.8xlarge|ml.m8g.12xlarge|ml.m8g.16xlarge|ml.m8g.24xlarge|ml.m8g.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.c8a.16xlarge|ml.m8a.16xlarge', // REQUIRED
                    'MemoryInGiB' => ,
                    'VCpu' => ,
                ],
                // ...
            ],
            'BorrowLimit' => ,
            'Strategy' => 'Lend|DontLend|LendAndBorrow', // REQUIRED
        ],
    ],
    'ComputeQuotaTarget' => [ // REQUIRED
        'FairShareWeight' => ,
        'TeamName' => '', // REQUIRED
    ],
    'Description' => '',
    'Name' => '', // REQUIRED
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'ComputeQuotaArn' => '',
    'ComputeQuotaId' => '',
]

Result Details

Errors

ConflictException:

There was a conflict when you attempted to modify a SageMaker entity such as an Experiment or Artifact.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateContext

$result = $client->createContext([/* ... */]);
$promise = $client->createContextAsync([/* ... */]);

Creates a context. A context is a lineage tracking entity that represents a logical grouping of other tracking or experiment entities. Some examples are an endpoint and a model package. For more information, see Amazon SageMaker ML Lineage Tracking.

Parameter Syntax

$result = $client->createContext([
    'ContextName' => '', // REQUIRED
    'ContextType' => '', // REQUIRED
    'Description' => '',
    'Properties' => ['', ...],
    'Source' => [ // REQUIRED
        'SourceId' => '',
        'SourceType' => '',
        'SourceUri' => '', // REQUIRED
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'ContextArn' => '',
]

Result Details

Errors

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateDataQualityJobDefinition

$result = $client->createDataQualityJobDefinition([/* ... */]);
$promise = $client->createDataQualityJobDefinitionAsync([/* ... */]);

Creates a definition for a job that monitors data quality and drift. For information about model monitor, see Amazon SageMaker AI Model Monitor.

Parameter Syntax

$result = $client->createDataQualityJobDefinition([
    'DataQualityAppSpecification' => [ // REQUIRED
        'ContainerArguments' => ['', ...],
        'ContainerEntrypoint' => ['', ...],
        'Environment' => ['', ...],
        'ImageUri' => '', // REQUIRED
        'PostAnalyticsProcessorSourceUri' => '',
        'RecordPreprocessorSourceUri' => '',
    ],
    'DataQualityBaselineConfig' => [
        'BaseliningJobName' => '',
        'ConstraintsResource' => [
            'S3Uri' => '',
        ],
        'StatisticsResource' => [
            'S3Uri' => '',
        ],
    ],
    'DataQualityJobInput' => [ // REQUIRED
        'BatchTransformInput' => [
            'DataCapturedDestinationS3Uri' => '', // REQUIRED
            'DatasetFormat' => [ // REQUIRED
                'Csv' => [
                    'Header' => true || false,
                ],
                'Json' => [
                    'Line' => true || false,
                ],
                'Parquet' => [
                ],
            ],
            'EndTimeOffset' => '',
            'ExcludeFeaturesAttribute' => '',
            'FeaturesAttribute' => '',
            'InferenceAttribute' => '',
            'LocalPath' => '', // REQUIRED
            'ProbabilityAttribute' => '',
            'ProbabilityThresholdAttribute' => ,
            'S3DataDistributionType' => 'FullyReplicated|ShardedByS3Key',
            'S3InputMode' => 'Pipe|File',
            'StartTimeOffset' => '',
        ],
        'EndpointInput' => [
            'EndTimeOffset' => '',
            'EndpointName' => '', // REQUIRED
            'ExcludeFeaturesAttribute' => '',
            'FeaturesAttribute' => '',
            'InferenceAttribute' => '',
            'LocalPath' => '', // REQUIRED
            'ProbabilityAttribute' => '',
            'ProbabilityThresholdAttribute' => ,
            'S3DataDistributionType' => 'FullyReplicated|ShardedByS3Key',
            'S3InputMode' => 'Pipe|File',
            'StartTimeOffset' => '',
        ],
    ],
    'DataQualityJobOutputConfig' => [ // REQUIRED
        'KmsKeyId' => '',
        'MonitoringOutputs' => [ // REQUIRED
            [
                'S3Output' => [ // REQUIRED
                    'LocalPath' => '', // REQUIRED
                    'S3UploadMode' => 'Continuous|EndOfJob',
                    'S3Uri' => '', // REQUIRED
                ],
            ],
            // ...
        ],
    ],
    'JobDefinitionName' => '', // REQUIRED
    'JobResources' => [ // REQUIRED
        'ClusterConfig' => [ // REQUIRED
            'InstanceCount' => , // REQUIRED
            'InstanceType' => 'ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m4.xlarge|ml.m4.2xlarge|ml.m4.4xlarge|ml.m4.10xlarge|ml.m4.16xlarge|ml.c4.xlarge|ml.c4.2xlarge|ml.c4.4xlarge|ml.c4.8xlarge|ml.p2.xlarge|ml.p2.8xlarge|ml.p2.16xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.18xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.12xlarge|ml.m5.24xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.r5d.large|ml.r5d.xlarge|ml.r5d.2xlarge|ml.r5d.4xlarge|ml.r5d.8xlarge|ml.r5d.12xlarge|ml.r5d.16xlarge|ml.r5d.24xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.p5.4xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.m8i.large|ml.m8i.xlarge|ml.m8i.2xlarge|ml.m8i.4xlarge|ml.m8i.8xlarge|ml.m8i.12xlarge|ml.m8i.16xlarge|ml.m8i.24xlarge|ml.m8i.32xlarge|ml.m8i.48xlarge|ml.m8i.96xlarge|ml.c8i.xlarge|ml.c8i.2xlarge|ml.c8i.4xlarge|ml.c8i.8xlarge|ml.c8i.12xlarge|ml.c8i.16xlarge|ml.c8i.24xlarge|ml.c8i.32xlarge|ml.c8i.48xlarge|ml.c8i.96xlarge|ml.r8i.large|ml.r8i.xlarge|ml.r8i.2xlarge|ml.r8i.4xlarge|ml.r8i.8xlarge|ml.r8i.12xlarge|ml.r8i.16xlarge|ml.r8i.24xlarge|ml.r8i.32xlarge|ml.r8i.48xlarge|ml.r8i.96xlarge|ml.m7i-flex.large|ml.m7i-flex.xlarge|ml.m7i-flex.2xlarge|ml.m7i-flex.4xlarge|ml.m7i-flex.8xlarge|ml.m7i-flex.12xlarge|ml.m7i-flex.16xlarge|ml.c7i-flex.xlarge|ml.c7i-flex.2xlarge|ml.c7i-flex.4xlarge|ml.c7i-flex.8xlarge|ml.c7i-flex.12xlarge|ml.c7i-flex.16xlarge|ml.m8i-flex.large|ml.m8i-flex.xlarge|ml.m8i-flex.2xlarge|ml.m8i-flex.4xlarge|ml.m8i-flex.8xlarge|ml.m8i-flex.12xlarge|ml.m8i-flex.16xlarge|ml.c8i-flex.xlarge|ml.c8i-flex.2xlarge|ml.c8i-flex.4xlarge|ml.c8i-flex.8xlarge|ml.c8i-flex.12xlarge|ml.c8i-flex.16xlarge|ml.r8i-flex.large|ml.r8i-flex.xlarge|ml.r8i-flex.2xlarge|ml.r8i-flex.4xlarge|ml.r8i-flex.8xlarge|ml.r8i-flex.12xlarge|ml.r8i-flex.16xlarge', // REQUIRED
            'VolumeKmsKeyId' => '',
            'VolumeSizeInGB' => , // REQUIRED
        ],
    ],
    'NetworkConfig' => [
        'EnableInterContainerTrafficEncryption' => true || false,
        'EnableNetworkIsolation' => true || false,
        'VpcConfig' => [
            'SecurityGroupIds' => ['', ...], // REQUIRED
            'Subnets' => ['', ...], // REQUIRED
        ],
    ],
    'RoleArn' => '', // REQUIRED
    'StoppingCondition' => [
        'MaxRuntimeInSeconds' => , // REQUIRED
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'JobDefinitionArn' => '',
]

Result Details

Errors

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateDeviceFleet

$result = $client->createDeviceFleet([/* ... */]);
$promise = $client->createDeviceFleetAsync([/* ... */]);

Creates a device fleet.

Parameter Syntax

$result = $client->createDeviceFleet([
    'Description' => '',
    'DeviceFleetName' => '', // REQUIRED
    'EnableIotRoleAlias' => true || false,
    'OutputConfig' => [ // REQUIRED
        'KmsKeyId' => '',
        'PresetDeploymentConfig' => '',
        'PresetDeploymentType' => 'GreengrassV2Component',
        'S3OutputLocation' => '', // REQUIRED
    ],
    'RoleArn' => '',
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[]

Result Details

Errors

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateDomain

$result = $client->createDomain([/* ... */]);
$promise = $client->createDomainAsync([/* ... */]);

Creates a Domain. A domain consists of an associated Amazon Elastic File System volume, a list of authorized users, and a variety of security, application, policy, and Amazon Virtual Private Cloud (VPC) configurations. Users within a domain can share notebook files and other artifacts with each other.

EFS storage

When a domain is created, an EFS volume is created for use by all of the users within the domain. Each user receives a private home directory within the EFS volume for notebooks, Git repositories, and data files.

SageMaker AI uses the Amazon Web Services Key Management Service (Amazon Web Services KMS) to encrypt the EFS volume attached to the domain with an Amazon Web Services managed key by default. For more control, you can specify a customer managed key. For more information, see Protect Data at Rest Using Encryption.

VPC configuration

All traffic between the domain and the Amazon EFS volume is through the specified VPC and subnets. For other traffic, you can specify the AppNetworkAccessType parameter. AppNetworkAccessType corresponds to the network access type that you choose when you onboard to the domain. The following options are available:

• PublicInternetOnly - Non-EFS traffic goes through a VPC managed by Amazon SageMaker AI, which allows internet access. This is the default value.

• VpcOnly - All traffic is through the specified VPC and subnets. Internet access is disabled by default. To allow internet access, you must specify a NAT gateway.

  When internet access is disabled, you won't be able to run a Amazon SageMaker AI Studio notebook or to train or host models unless your VPC has an interface endpoint to the SageMaker AI API and runtime or a NAT gateway and your security groups allow outbound connections.

For more information, see Connect Amazon SageMaker AI Studio Notebooks to Resources in a VPC.

Parameter Syntax

$result = $client->createDomain([
    'AppNetworkAccessType' => 'PublicInternetOnly|VpcOnly',
    'AppSecurityGroupManagement' => 'Service|Customer',
    'AuthMode' => 'SSO|IAM', // REQUIRED
    'DefaultSpaceSettings' => [
        'CustomFileSystemConfigs' => [
            [
                'EFSFileSystemConfig' => [
                    'FileSystemId' => '', // REQUIRED
                    'FileSystemPath' => '',
                ],
                'FSxLustreFileSystemConfig' => [
                    'FileSystemId' => '', // REQUIRED
                    'FileSystemPath' => '',
                ],
                'S3FileSystemConfig' => [
                    'MountPath' => '',
                    'S3Uri' => '', // REQUIRED
                ],
            ],
            // ...
        ],
        'CustomPosixUserConfig' => [
            'Gid' => , // REQUIRED
            'Uid' => , // REQUIRED
        ],
        'ExecutionRole' => '',
        'JupyterLabAppSettings' => [
            'AppLifecycleManagement' => [
                'IdleSettings' => [
                    'IdleTimeoutInMinutes' => ,
                    'LifecycleManagement' => 'ENABLED|DISABLED',
                    'MaxIdleTimeoutInMinutes' => ,
                    'MinIdleTimeoutInMinutes' => ,
                ],
            ],
            'BuiltInLifecycleConfigArn' => '',
            'CodeRepositories' => [
                [
                    'RepositoryUrl' => '', // REQUIRED
                ],
                // ...
            ],
            'CustomImages' => [
                [
                    'AppImageConfigName' => '', // REQUIRED
                    'ImageName' => '', // REQUIRED
                    'ImageVersionNumber' => ,
                ],
                // ...
            ],
            'DefaultResourceSpec' => [
                'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
                'LifecycleConfigArn' => '',
                'SageMakerImageArn' => '',
                'SageMakerImageVersionAlias' => '',
                'SageMakerImageVersionArn' => '',
                'TrainingPlanArn' => '',
            ],
            'EmrSettings' => [
                'AssumableRoleArns' => ['', ...],
                'ExecutionRoleArns' => ['', ...],
            ],
            'LifecycleConfigArns' => ['', ...],
        ],
        'JupyterServerAppSettings' => [
            'CodeRepositories' => [
                [
                    'RepositoryUrl' => '', // REQUIRED
                ],
                // ...
            ],
            'DefaultResourceSpec' => [
                'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
                'LifecycleConfigArn' => '',
                'SageMakerImageArn' => '',
                'SageMakerImageVersionAlias' => '',
                'SageMakerImageVersionArn' => '',
                'TrainingPlanArn' => '',
            ],
            'LifecycleConfigArns' => ['', ...],
        ],
        'KernelGatewayAppSettings' => [
            'CustomImages' => [
                [
                    'AppImageConfigName' => '', // REQUIRED
                    'ImageName' => '', // REQUIRED
                    'ImageVersionNumber' => ,
                ],
                // ...
            ],
            'DefaultResourceSpec' => [
                'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
                'LifecycleConfigArn' => '',
                'SageMakerImageArn' => '',
                'SageMakerImageVersionAlias' => '',
                'SageMakerImageVersionArn' => '',
                'TrainingPlanArn' => '',
            ],
            'LifecycleConfigArns' => ['', ...],
        ],
        'SecurityGroups' => ['', ...],
        'SpaceStorageSettings' => [
            'DefaultEbsStorageSettings' => [
                'DefaultEbsVolumeSizeInGb' => , // REQUIRED
                'MaximumEbsVolumeSizeInGb' => , // REQUIRED
            ],
        ],
    ],
    'DefaultUserSettings' => [ // REQUIRED
        'AutoMountHomeEFS' => 'Enabled|Disabled|DefaultAsDomain',
        'CanvasAppSettings' => [
            'DirectDeploySettings' => [
                'Status' => 'ENABLED|DISABLED',
            ],
            'EmrServerlessSettings' => [
                'ExecutionRoleArn' => '',
                'Status' => 'ENABLED|DISABLED',
            ],
            'GenerativeAiSettings' => [
                'AmazonBedrockRoleArn' => '',
            ],
            'IdentityProviderOAuthSettings' => [
                [
                    'DataSourceName' => 'SalesforceGenie|Snowflake',
                    'SecretArn' => '',
                    'Status' => 'ENABLED|DISABLED',
                ],
                // ...
            ],
            'KendraSettings' => [
                'Status' => 'ENABLED|DISABLED',
            ],
            'ModelRegisterSettings' => [
                'CrossAccountModelRegisterRoleArn' => '',
                'Status' => 'ENABLED|DISABLED',
            ],
            'TimeSeriesForecastingSettings' => [
                'AmazonForecastRoleArn' => '',
                'Status' => 'ENABLED|DISABLED',
            ],
            'WorkspaceSettings' => [
                'S3ArtifactPath' => '',
                'S3KmsKeyId' => '',
            ],
        ],
        'CodeEditorAppSettings' => [
            'AppLifecycleManagement' => [
                'IdleSettings' => [
                    'IdleTimeoutInMinutes' => ,
                    'LifecycleManagement' => 'ENABLED|DISABLED',
                    'MaxIdleTimeoutInMinutes' => ,
                    'MinIdleTimeoutInMinutes' => ,
                ],
            ],
            'BuiltInLifecycleConfigArn' => '',
            'CustomImages' => [
                [
                    'AppImageConfigName' => '', // REQUIRED
                    'ImageName' => '', // REQUIRED
                    'ImageVersionNumber' => ,
                ],
                // ...
            ],
            'DefaultResourceSpec' => [
                'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
                'LifecycleConfigArn' => '',
                'SageMakerImageArn' => '',
                'SageMakerImageVersionAlias' => '',
                'SageMakerImageVersionArn' => '',
                'TrainingPlanArn' => '',
            ],
            'LifecycleConfigArns' => ['', ...],
        ],
        'CustomFileSystemConfigs' => [
            [
                'EFSFileSystemConfig' => [
                    'FileSystemId' => '', // REQUIRED
                    'FileSystemPath' => '',
                ],
                'FSxLustreFileSystemConfig' => [
                    'FileSystemId' => '', // REQUIRED
                    'FileSystemPath' => '',
                ],
                'S3FileSystemConfig' => [
                    'MountPath' => '',
                    'S3Uri' => '', // REQUIRED
                ],
            ],
            // ...
        ],
        'CustomPosixUserConfig' => [
            'Gid' => , // REQUIRED
            'Uid' => , // REQUIRED
        ],
        'DefaultLandingUri' => '',
        'ExecutionRole' => '',
        'JupyterLabAppSettings' => [
            'AppLifecycleManagement' => [
                'IdleSettings' => [
                    'IdleTimeoutInMinutes' => ,
                    'LifecycleManagement' => 'ENABLED|DISABLED',
                    'MaxIdleTimeoutInMinutes' => ,
                    'MinIdleTimeoutInMinutes' => ,
                ],
            ],
            'BuiltInLifecycleConfigArn' => '',
            'CodeRepositories' => [
                [
                    'RepositoryUrl' => '', // REQUIRED
                ],
                // ...
            ],
            'CustomImages' => [
                [
                    'AppImageConfigName' => '', // REQUIRED
                    'ImageName' => '', // REQUIRED
                    'ImageVersionNumber' => ,
                ],
                // ...
            ],
            'DefaultResourceSpec' => [
                'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
                'LifecycleConfigArn' => '',
                'SageMakerImageArn' => '',
                'SageMakerImageVersionAlias' => '',
                'SageMakerImageVersionArn' => '',
                'TrainingPlanArn' => '',
            ],
            'EmrSettings' => [
                'AssumableRoleArns' => ['', ...],
                'ExecutionRoleArns' => ['', ...],
            ],
            'LifecycleConfigArns' => ['', ...],
        ],
        'JupyterServerAppSettings' => [
            'CodeRepositories' => [
                [
                    'RepositoryUrl' => '', // REQUIRED
                ],
                // ...
            ],
            'DefaultResourceSpec' => [
                'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
                'LifecycleConfigArn' => '',
                'SageMakerImageArn' => '',
                'SageMakerImageVersionAlias' => '',
                'SageMakerImageVersionArn' => '',
                'TrainingPlanArn' => '',
            ],
            'LifecycleConfigArns' => ['', ...],
        ],
        'KernelGatewayAppSettings' => [
            'CustomImages' => [
                [
                    'AppImageConfigName' => '', // REQUIRED
                    'ImageName' => '', // REQUIRED
                    'ImageVersionNumber' => ,
                ],
                // ...
            ],
            'DefaultResourceSpec' => [
                'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
                'LifecycleConfigArn' => '',
                'SageMakerImageArn' => '',
                'SageMakerImageVersionAlias' => '',
                'SageMakerImageVersionArn' => '',
                'TrainingPlanArn' => '',
            ],
            'LifecycleConfigArns' => ['', ...],
        ],
        'RSessionAppSettings' => [
            'CustomImages' => [
                [
                    'AppImageConfigName' => '', // REQUIRED
                    'ImageName' => '', // REQUIRED
                    'ImageVersionNumber' => ,
                ],
                // ...
            ],
            'DefaultResourceSpec' => [
                'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
                'LifecycleConfigArn' => '',
                'SageMakerImageArn' => '',
                'SageMakerImageVersionAlias' => '',
                'SageMakerImageVersionArn' => '',
                'TrainingPlanArn' => '',
            ],
        ],
        'RStudioServerProAppSettings' => [
            'AccessStatus' => 'ENABLED|DISABLED',
            'UserGroup' => 'R_STUDIO_ADMIN|R_STUDIO_USER',
        ],
        'SecurityGroups' => ['', ...],
        'SharingSettings' => [
            'NotebookOutputOption' => 'Allowed|Disabled',
            'S3KmsKeyId' => '',
            'S3OutputPath' => '',
        ],
        'SpaceStorageSettings' => [
            'DefaultEbsStorageSettings' => [
                'DefaultEbsVolumeSizeInGb' => , // REQUIRED
                'MaximumEbsVolumeSizeInGb' => , // REQUIRED
            ],
        ],
        'StudioWebPortal' => 'ENABLED|DISABLED',
        'StudioWebPortalSettings' => [
            'ExecutionRoleSessionNameMode' => 'STATIC|USER_IDENTITY',
            'HiddenAppTypes' => ['', ...],
            'HiddenInstanceTypes' => ['', ...],
            'HiddenMlTools' => ['', ...],
            'HiddenSageMakerImageVersionAliases' => [
                [
                    'SageMakerImageName' => 'sagemaker_distribution',
                    'VersionAliases' => ['', ...],
                ],
                // ...
            ],
        ],
        'TensorBoardAppSettings' => [
            'DefaultResourceSpec' => [
                'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
                'LifecycleConfigArn' => '',
                'SageMakerImageArn' => '',
                'SageMakerImageVersionAlias' => '',
                'SageMakerImageVersionArn' => '',
                'TrainingPlanArn' => '',
            ],
        ],
    ],
    'DomainName' => '', // REQUIRED
    'DomainSettings' => [
        'AmazonQSettings' => [
            'QProfileArn' => '',
            'Status' => 'ENABLED|DISABLED',
        ],
        'DockerSettings' => [
            'EnableDockerAccess' => 'ENABLED|DISABLED',
            'RootlessDocker' => 'ENABLED|DISABLED',
            'VpcOnlyTrustedAccounts' => ['', ...],
        ],
        'ExecutionRoleIdentityConfig' => 'USER_PROFILE_NAME|DISABLED',
        'IpAddressType' => 'ipv4|dualstack',
        'RStudioServerProDomainSettings' => [
            'DefaultResourceSpec' => [
                'InstanceType' => 'system|ml.t3.micro|ml.t3.small|ml.t3.medium|ml.t3.large|ml.t3.xlarge|ml.t3.2xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.8xlarge|ml.m5.12xlarge|ml.m5.16xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.8xlarge|ml.m5d.12xlarge|ml.m5d.16xlarge|ml.m5d.24xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.12xlarge|ml.c5.18xlarge|ml.c5.24xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.p3dn.24xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.8xlarge|ml.r5.12xlarge|ml.r5.16xlarge|ml.r5.24xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.16xlarge|ml.g5.12xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.geospatial.interactive|ml.p4d.24xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.p5.48xlarge|ml.p5en.48xlarge|ml.p6-b200.48xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.m6id.large|ml.m6id.xlarge|ml.m6id.2xlarge|ml.m6id.4xlarge|ml.m6id.8xlarge|ml.m6id.12xlarge|ml.m6id.16xlarge|ml.m6id.24xlarge|ml.m6id.32xlarge|ml.c6id.large|ml.c6id.xlarge|ml.c6id.2xlarge|ml.c6id.4xlarge|ml.c6id.8xlarge|ml.c6id.12xlarge|ml.c6id.16xlarge|ml.c6id.24xlarge|ml.c6id.32xlarge|ml.r6id.large|ml.r6id.xlarge|ml.r6id.2xlarge|ml.r6id.4xlarge|ml.r6id.8xlarge|ml.r6id.12xlarge|ml.r6id.16xlarge|ml.r6id.24xlarge|ml.r6id.32xlarge|ml.p5.4xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge',
                'LifecycleConfigArn' => '',
                'SageMakerImageArn' => '',
                'SageMakerImageVersionAlias' => '',
                'SageMakerImageVersionArn' => '',
                'TrainingPlanArn' => '',
            ],
            'DomainExecutionRoleArn' => '', // REQUIRED
            'RStudioConnectUrl' => '',
            'RStudioPackageManagerUrl' => '',
        ],
        'SecurityGroupIds' => ['', ...],
        'TrustedIdentityPropagationSettings' => [
            'Status' => 'ENABLED|DISABLED', // REQUIRED
        ],
        'UnifiedStudioSettings' => [
            'DomainAccountId' => '',
            'DomainId' => '',
            'DomainRegion' => '',
            'EnvironmentId' => '',
            'ProjectId' => '',
            'ProjectS3Path' => '',
            'SingleSignOnApplicationArn' => '',
            'StudioWebPortalAccess' => 'ENABLED|DISABLED',
        ],
    ],
    'HomeEfsFileSystemCreation' => 'Enabled|Disabled',
    'HomeEfsFileSystemKmsKeyId' => '',
    'KmsKeyId' => '',
    'SubnetIds' => ['', ...],
    'TagPropagation' => 'ENABLED|DISABLED',
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
    'VpcId' => '',
]);

Parameter Details

Result Syntax

[
    'DomainArn' => '',
    'DomainId' => '',
    'Url' => '',
]

Result Details

Errors

ResourceInUse:

Resource being accessed is in use.

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateEdgeDeploymentPlan

$result = $client->createEdgeDeploymentPlan([/* ... */]);
$promise = $client->createEdgeDeploymentPlanAsync([/* ... */]);

Creates an edge deployment plan, consisting of multiple stages. Each stage may have a different deployment configuration and devices.

Parameter Syntax

$result = $client->createEdgeDeploymentPlan([
    'DeviceFleetName' => '', // REQUIRED
    'EdgeDeploymentPlanName' => '', // REQUIRED
    'ModelConfigs' => [ // REQUIRED
        [
            'EdgePackagingJobName' => '', // REQUIRED
            'ModelHandle' => '', // REQUIRED
        ],
        // ...
    ],
    'Stages' => [
        [
            'DeploymentConfig' => [
                'FailureHandlingPolicy' => 'ROLLBACK_ON_FAILURE|DO_NOTHING', // REQUIRED
            ],
            'DeviceSelectionConfig' => [ // REQUIRED
                'DeviceNameContains' => '',
                'DeviceNames' => ['', ...],
                'DeviceSubsetType' => 'PERCENTAGE|SELECTION|NAMECONTAINS', // REQUIRED
                'Percentage' => ,
            ],
            'StageName' => '', // REQUIRED
        ],
        // ...
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'EdgeDeploymentPlanArn' => '',
]

Result Details

Errors

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateEdgeDeploymentStage

$result = $client->createEdgeDeploymentStage([/* ... */]);
$promise = $client->createEdgeDeploymentStageAsync([/* ... */]);

Creates a new stage in an existing edge deployment plan.

Parameter Syntax

$result = $client->createEdgeDeploymentStage([
    'EdgeDeploymentPlanName' => '', // REQUIRED
    'Stages' => [ // REQUIRED
        [
            'DeploymentConfig' => [
                'FailureHandlingPolicy' => 'ROLLBACK_ON_FAILURE|DO_NOTHING', // REQUIRED
            ],
            'DeviceSelectionConfig' => [ // REQUIRED
                'DeviceNameContains' => '',
                'DeviceNames' => ['', ...],
                'DeviceSubsetType' => 'PERCENTAGE|SELECTION|NAMECONTAINS', // REQUIRED
                'Percentage' => ,
            ],
            'StageName' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[]

Result Details

Errors

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateEdgePackagingJob

$result = $client->createEdgePackagingJob([/* ... */]);
$promise = $client->createEdgePackagingJobAsync([/* ... */]);

Starts a SageMaker Edge Manager model packaging job. Edge Manager will use the model artifacts from the Amazon Simple Storage Service bucket that you specify. After the model has been packaged, Amazon SageMaker saves the resulting artifacts to an S3 bucket that you specify.

Parameter Syntax

$result = $client->createEdgePackagingJob([
    'CompilationJobName' => '', // REQUIRED
    'EdgePackagingJobName' => '', // REQUIRED
    'ModelName' => '', // REQUIRED
    'ModelVersion' => '', // REQUIRED
    'OutputConfig' => [ // REQUIRED
        'KmsKeyId' => '',
        'PresetDeploymentConfig' => '',
        'PresetDeploymentType' => 'GreengrassV2Component',
        'S3OutputLocation' => '', // REQUIRED
    ],
    'ResourceKey' => '',
    'RoleArn' => '', // REQUIRED
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[]

Result Details

Errors

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateEndpoint

$result = $client->createEndpoint([/* ... */]);
$promise = $client->createEndpointAsync([/* ... */]);

Creates an endpoint using the endpoint configuration specified in the request. SageMaker uses the endpoint to provision resources and deploy models. You create the endpoint configuration with the CreateEndpointConfig API.

Use this API to deploy models using SageMaker hosting services.

The endpoint name must be unique within an Amazon Web Services Region in your Amazon Web Services account.

When it receives the request, SageMaker creates the endpoint, launches the resources (ML compute instances), and deploys the model(s) on them.

When SageMaker receives the request, it sets the endpoint status to Creating. After it creates the endpoint, it sets the status to InService. SageMaker can then process incoming requests for inferences. To check the status of an endpoint, use the DescribeEndpoint API.

If any of the models hosted at this endpoint get model data from an Amazon S3 location, SageMaker uses Amazon Web Services Security Token Service to download model artifacts from the S3 path you provided. Amazon Web Services STS is activated in your Amazon Web Services account by default. If you previously deactivated Amazon Web Services STS for a region, you need to reactivate Amazon Web Services STS for that region. For more information, see Activating and Deactivating Amazon Web Services STS in an Amazon Web Services Region in the Amazon Web Services Identity and Access Management User Guide.

Parameter Syntax

$result = $client->createEndpoint([
    'DeploymentConfig' => [
        'AutoRollbackConfiguration' => [
            'Alarms' => [
                [
                    'AlarmName' => '',
                ],
                // ...
            ],
        ],
        'BlueGreenUpdatePolicy' => [
            'MaximumExecutionTimeoutInSeconds' => ,
            'TerminationWaitInSeconds' => ,
            'TrafficRoutingConfiguration' => [ // REQUIRED
                'CanarySize' => [
                    'Type' => 'INSTANCE_COUNT|CAPACITY_PERCENT', // REQUIRED
                    'Value' => , // REQUIRED
                ],
                'LinearStepSize' => [
                    'Type' => 'INSTANCE_COUNT|CAPACITY_PERCENT', // REQUIRED
                    'Value' => , // REQUIRED
                ],
                'Type' => 'ALL_AT_ONCE|CANARY|LINEAR', // REQUIRED
                'WaitIntervalInSeconds' => , // REQUIRED
            ],
        ],
        'RollingUpdatePolicy' => [
            'MaximumBatchSize' => [ // REQUIRED
                'Type' => 'INSTANCE_COUNT|CAPACITY_PERCENT', // REQUIRED
                'Value' => , // REQUIRED
            ],
            'MaximumExecutionTimeoutInSeconds' => ,
            'RollbackMaximumBatchSize' => [
                'Type' => 'INSTANCE_COUNT|CAPACITY_PERCENT', // REQUIRED
                'Value' => , // REQUIRED
            ],
            'WaitIntervalInSeconds' => , // REQUIRED
        ],
    ],
    'EndpointConfigName' => '', // REQUIRED
    'EndpointName' => '', // REQUIRED
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details

Result Syntax

[
    'EndpointArn' => '',
]

Result Details

Errors

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateEndpointConfig

$result = $client->createEndpointConfig([/* ... */]);
$promise = $client->createEndpointConfigAsync([/* ... */]);

Creates an endpoint configuration that SageMaker hosting services uses to deploy models. In the configuration, you identify one or more models, created using the CreateModel API, to deploy and the resources that you want SageMaker to provision. Then you call the CreateEndpoint API.

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 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. SageMaker distributes two-thirds of the traffic to Model A, and one-third to model B.

Parameter Syntax

$result = $client->createEndpointConfig([
    'AsyncInferenceConfig' => [
        'ClientConfig' => [
            'MaxConcurrentInvocationsPerInstance' => ,
        ],
        'OutputConfig' => [ // REQUIRED
            'KmsKeyId' => '',
            'NotificationConfig' => [
                'ErrorTopic' => '',
                'IncludeInferenceResponseIn' => ['', ...],
                'SuccessTopic' => '',
            ],
            'S3FailurePath' => '',
            'S3OutputPath' => '',
        ],
    ],
    'DataCaptureConfig' => [
        'CaptureContentTypeHeader' => [
            'CsvContentTypes' => ['', ...],
            'JsonContentTypes' => ['', ...],
        ],
        'CaptureOptions' => [ // REQUIRED
            [
                'CaptureMode' => 'Input|Output|InputAndOutput', // REQUIRED
            ],
            // ...
        ],
        'DestinationS3Uri' => '', // REQUIRED
        'EnableCapture' => true || false,
        'InitialSamplingPercentage' => , // REQUIRED
        'KmsKeyId' => '',
    ],
    'EnableNetworkIsolation' => true || false,
    'EndpointConfigName' => '', // REQUIRED
    'ExecutionRoleArn' => '',
    'ExplainerConfig' => [
        'ClarifyExplainerConfig' => [
            'EnableExplanations' => '',
            'InferenceConfig' => [
                'ContentTemplate' => '',
                'FeatureHeaders' => ['', ...],
                'FeatureTypes' => ['', ...],
                'FeaturesAttribute' => '',
                'LabelAttribute' => '',
                'LabelHeaders' => ['', ...],
                'LabelIndex' => ,
                'MaxPayloadInMB' => ,
                'MaxRecordCount' => ,
                'ProbabilityAttribute' => '',
                'ProbabilityIndex' => ,
            ],
            'ShapConfig' => [ // REQUIRED
                'NumberOfSamples' => ,
                'Seed' => ,
                'ShapBaselineConfig' => [ // REQUIRED
                    'MimeType' => '',
                    'ShapBaseline' => '',
                    'ShapBaselineUri' => '',
                ],
                'TextConfig' => [
                    'Granularity' => 'token|sentence|paragraph', // REQUIRED
                    'Language' => 'af|sq|ar|hy|eu|bn|bg|ca|zh|hr|cs|da|nl|en|et|fi|fr|de|el|gu|he|hi|hu|is|id|ga|it|kn|ky|lv|lt|lb|mk|ml|mr|ne|nb|fa|pl|pt|ro|ru|sa|sr|tn|si|sk|sl|es|sv|tl|ta|tt|te|tr|uk|ur|yo|lij|xx', // REQUIRED
                ],
                'UseLogit' => true || false,
            ],
        ],
    ],
    'KmsKeyId' => '',
    'MetricsConfig' => [
        'EnableDetailedObservability' => true || false,
        'EnableEnhancedMetrics' => true || false,
        'MetricPublishFrequencyInSeconds' => ,
    ],
    'ProductionVariants' => [ // REQUIRED
        [
            'AcceleratorType' => 'ml.eia1.medium|ml.eia1.large|ml.eia1.xlarge|ml.eia2.medium|ml.eia2.large|ml.eia2.xlarge',
            'CapacityReservationConfig' => [
                'CapacityReservationPreference' => 'capacity-reservations-only',
                'MlReservationArn' => '',
            ],
            'ContainerStartupHealthCheckTimeoutInSeconds' => ,
            'CoreDumpConfig' => [
                'DestinationS3Uri' => '', // REQUIRED
                'KmsKeyId' => '',
            ],
            'EnableSSMAccess' => true || false,
            'InferenceAmiVersion' => 'al2-ami-sagemaker-inference-gpu-2|al2-ami-sagemaker-inference-gpu-2-1|al2-ami-sagemaker-inference-gpu-3-1|al2-ami-sagemaker-inference-neuron-2|al2023-ami-sagemaker-inference-gpu-4-1',
            'InitialInstanceCount' => ,
            'InitialVariantWeight' => ,
            'InstancePools' => [
                [
                    'InstanceType' => 'ml.t2.medium|ml.t2.large|ml.t2.xlarge|ml.t2.2xlarge|ml.m4.xlarge|ml.m4.2xlarge|ml.m4.4xlarge|ml.m4.10xlarge|ml.m4.16xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.12xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.12xlarge|ml.m5d.24xlarge|ml.c4.large|ml.c4.xlarge|ml.c4.2xlarge|ml.c4.4xlarge|ml.c4.8xlarge|ml.p2.xlarge|ml.p2.8xlarge|ml.p2.16xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.18xlarge|ml.c5d.large|ml.c5d.xlarge|ml.c5d.2xlarge|ml.c5d.4xlarge|ml.c5d.9xlarge|ml.c5d.18xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.12xlarge|ml.r5.24xlarge|ml.r5d.large|ml.r5d.xlarge|ml.r5d.2xlarge|ml.r5d.4xlarge|ml.r5d.12xlarge|ml.r5d.24xlarge|ml.inf1.xlarge|ml.inf1.2xlarge|ml.inf1.6xlarge|ml.inf1.24xlarge|ml.dl1.24xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.12xlarge|ml.g5.16xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.r8g.medium|ml.r8g.large|ml.r8g.xlarge|ml.r8g.2xlarge|ml.r8g.4xlarge|ml.r8g.8xlarge|ml.r8g.12xlarge|ml.r8g.16xlarge|ml.r8g.24xlarge|ml.r8g.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.p4d.24xlarge|ml.c7g.large|ml.c7g.xlarge|ml.c7g.2xlarge|ml.c7g.4xlarge|ml.c7g.8xlarge|ml.c7g.12xlarge|ml.c7g.16xlarge|ml.m6g.large|ml.m6g.xlarge|ml.m6g.2xlarge|ml.m6g.4xlarge|ml.m6g.8xlarge|ml.m6g.12xlarge|ml.m6g.16xlarge|ml.m6gd.large|ml.m6gd.xlarge|ml.m6gd.2xlarge|ml.m6gd.4xlarge|ml.m6gd.8xlarge|ml.m6gd.12xlarge|ml.m6gd.16xlarge|ml.c6g.large|ml.c6g.xlarge|ml.c6g.2xlarge|ml.c6g.4xlarge|ml.c6g.8xlarge|ml.c6g.12xlarge|ml.c6g.16xlarge|ml.c6gd.large|ml.c6gd.xlarge|ml.c6gd.2xlarge|ml.c6gd.4xlarge|ml.c6gd.8xlarge|ml.c6gd.12xlarge|ml.c6gd.16xlarge|ml.c6gn.large|ml.c6gn.xlarge|ml.c6gn.2xlarge|ml.c6gn.4xlarge|ml.c6gn.8xlarge|ml.c6gn.12xlarge|ml.c6gn.16xlarge|ml.r6g.large|ml.r6g.xlarge|ml.r6g.2xlarge|ml.r6g.4xlarge|ml.r6g.8xlarge|ml.r6g.12xlarge|ml.r6g.16xlarge|ml.r6gd.large|ml.r6gd.xlarge|ml.r6gd.2xlarge|ml.r6gd.4xlarge|ml.r6gd.8xlarge|ml.r6gd.12xlarge|ml.r6gd.16xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.trn2.48xlarge|ml.inf2.xlarge|ml.inf2.8xlarge|ml.inf2.24xlarge|ml.inf2.48xlarge|ml.p5.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.c8g.medium|ml.c8g.large|ml.c8g.xlarge|ml.c8g.2xlarge|ml.c8g.4xlarge|ml.c8g.8xlarge|ml.c8g.12xlarge|ml.c8g.16xlarge|ml.c8g.24xlarge|ml.c8g.48xlarge|ml.r7gd.medium|ml.r7gd.large|ml.r7gd.xlarge|ml.r7gd.2xlarge|ml.r7gd.4xlarge|ml.r7gd.8xlarge|ml.r7gd.12xlarge|ml.r7gd.16xlarge|ml.m8g.medium|ml.m8g.large|ml.m8g.xlarge|ml.m8g.2xlarge|ml.m8g.4xlarge|ml.m8g.8xlarge|ml.m8g.12xlarge|ml.m8g.16xlarge|ml.m8g.24xlarge|ml.m8g.48xlarge|ml.c6in.large|ml.c6in.xlarge|ml.c6in.2xlarge|ml.c6in.4xlarge|ml.c6in.8xlarge|ml.c6in.12xlarge|ml.c6in.16xlarge|ml.c6in.24xlarge|ml.c6in.32xlarge|ml.p6-b200.48xlarge|ml.p6-b300.48xlarge|ml.p6e-gb200.36xlarge|ml.p5.4xlarge', // REQUIRED
                    'ModelNameOverride' => '',
                    'Priority' => , // REQUIRED
                ],
                // ...
            ],
            'InstanceType' => 'ml.t2.medium|ml.t2.large|ml.t2.xlarge|ml.t2.2xlarge|ml.m4.xlarge|ml.m4.2xlarge|ml.m4.4xlarge|ml.m4.10xlarge|ml.m4.16xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.12xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.12xlarge|ml.m5d.24xlarge|ml.c4.large|ml.c4.xlarge|ml.c4.2xlarge|ml.c4.4xlarge|ml.c4.8xlarge|ml.p2.xlarge|ml.p2.8xlarge|ml.p2.16xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.18xlarge|ml.c5d.large|ml.c5d.xlarge|ml.c5d.2xlarge|ml.c5d.4xlarge|ml.c5d.9xlarge|ml.c5d.18xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.12xlarge|ml.r5.24xlarge|ml.r5d.large|ml.r5d.xlarge|ml.r5d.2xlarge|ml.r5d.4xlarge|ml.r5d.12xlarge|ml.r5d.24xlarge|ml.inf1.xlarge|ml.inf1.2xlarge|ml.inf1.6xlarge|ml.inf1.24xlarge|ml.dl1.24xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.12xlarge|ml.g5.16xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.r8g.medium|ml.r8g.large|ml.r8g.xlarge|ml.r8g.2xlarge|ml.r8g.4xlarge|ml.r8g.8xlarge|ml.r8g.12xlarge|ml.r8g.16xlarge|ml.r8g.24xlarge|ml.r8g.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.p4d.24xlarge|ml.c7g.large|ml.c7g.xlarge|ml.c7g.2xlarge|ml.c7g.4xlarge|ml.c7g.8xlarge|ml.c7g.12xlarge|ml.c7g.16xlarge|ml.m6g.large|ml.m6g.xlarge|ml.m6g.2xlarge|ml.m6g.4xlarge|ml.m6g.8xlarge|ml.m6g.12xlarge|ml.m6g.16xlarge|ml.m6gd.large|ml.m6gd.xlarge|ml.m6gd.2xlarge|ml.m6gd.4xlarge|ml.m6gd.8xlarge|ml.m6gd.12xlarge|ml.m6gd.16xlarge|ml.c6g.large|ml.c6g.xlarge|ml.c6g.2xlarge|ml.c6g.4xlarge|ml.c6g.8xlarge|ml.c6g.12xlarge|ml.c6g.16xlarge|ml.c6gd.large|ml.c6gd.xlarge|ml.c6gd.2xlarge|ml.c6gd.4xlarge|ml.c6gd.8xlarge|ml.c6gd.12xlarge|ml.c6gd.16xlarge|ml.c6gn.large|ml.c6gn.xlarge|ml.c6gn.2xlarge|ml.c6gn.4xlarge|ml.c6gn.8xlarge|ml.c6gn.12xlarge|ml.c6gn.16xlarge|ml.r6g.large|ml.r6g.xlarge|ml.r6g.2xlarge|ml.r6g.4xlarge|ml.r6g.8xlarge|ml.r6g.12xlarge|ml.r6g.16xlarge|ml.r6gd.large|ml.r6gd.xlarge|ml.r6gd.2xlarge|ml.r6gd.4xlarge|ml.r6gd.8xlarge|ml.r6gd.12xlarge|ml.r6gd.16xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.trn2.48xlarge|ml.inf2.xlarge|ml.inf2.8xlarge|ml.inf2.24xlarge|ml.inf2.48xlarge|ml.p5.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.c8g.medium|ml.c8g.large|ml.c8g.xlarge|ml.c8g.2xlarge|ml.c8g.4xlarge|ml.c8g.8xlarge|ml.c8g.12xlarge|ml.c8g.16xlarge|ml.c8g.24xlarge|ml.c8g.48xlarge|ml.r7gd.medium|ml.r7gd.large|ml.r7gd.xlarge|ml.r7gd.2xlarge|ml.r7gd.4xlarge|ml.r7gd.8xlarge|ml.r7gd.12xlarge|ml.r7gd.16xlarge|ml.m8g.medium|ml.m8g.large|ml.m8g.xlarge|ml.m8g.2xlarge|ml.m8g.4xlarge|ml.m8g.8xlarge|ml.m8g.12xlarge|ml.m8g.16xlarge|ml.m8g.24xlarge|ml.m8g.48xlarge|ml.c6in.large|ml.c6in.xlarge|ml.c6in.2xlarge|ml.c6in.4xlarge|ml.c6in.8xlarge|ml.c6in.12xlarge|ml.c6in.16xlarge|ml.c6in.24xlarge|ml.c6in.32xlarge|ml.p6-b200.48xlarge|ml.p6-b300.48xlarge|ml.p6e-gb200.36xlarge|ml.p5.4xlarge',
            'ManagedInstanceScaling' => [
                'MaxInstanceCount' => ,
                'MinInstanceCount' => ,
                'ScaleInPolicy' => [
                    'CooldownInMinutes' => ,
                    'MaximumStepSize' => ,
                    'Strategy' => 'IDLE_RELEASE|CONSOLIDATION', // REQUIRED
                ],
                'Status' => 'ENABLED|DISABLED',
            ],
            'ModelDataDownloadTimeoutInSeconds' => ,
            'ModelName' => '',
            'RoutingConfig' => [
                'PrefixAwareRoutingConfig' => [
                    'ConcurrencyThreshold' => ,
                    'PrefixLength' => ,
                ],
                'RoutingStrategy' => 'LEAST_OUTSTANDING_REQUESTS|RANDOM|PREFIX_AWARE', // REQUIRED
            ],
            'ServerlessConfig' => [
                'MaxConcurrency' => , // REQUIRED
                'MemorySizeInMB' => , // REQUIRED
                'ProvisionedConcurrency' => ,
            ],
            'VariantInstanceProvisionTimeoutInSeconds' => ,
            'VariantName' => '', // REQUIRED
            'VolumeSizeInGB' => ,
        ],
        // ...
    ],
    'ShadowProductionVariants' => [
        [
            'AcceleratorType' => 'ml.eia1.medium|ml.eia1.large|ml.eia1.xlarge|ml.eia2.medium|ml.eia2.large|ml.eia2.xlarge',
            'CapacityReservationConfig' => [
                'CapacityReservationPreference' => 'capacity-reservations-only',
                'MlReservationArn' => '',
            ],
            'ContainerStartupHealthCheckTimeoutInSeconds' => ,
            'CoreDumpConfig' => [
                'DestinationS3Uri' => '', // REQUIRED
                'KmsKeyId' => '',
            ],
            'EnableSSMAccess' => true || false,
            'InferenceAmiVersion' => 'al2-ami-sagemaker-inference-gpu-2|al2-ami-sagemaker-inference-gpu-2-1|al2-ami-sagemaker-inference-gpu-3-1|al2-ami-sagemaker-inference-neuron-2|al2023-ami-sagemaker-inference-gpu-4-1',
            'InitialInstanceCount' => ,
            'InitialVariantWeight' => ,
            'InstancePools' => [
                [
                    'InstanceType' => 'ml.t2.medium|ml.t2.large|ml.t2.xlarge|ml.t2.2xlarge|ml.m4.xlarge|ml.m4.2xlarge|ml.m4.4xlarge|ml.m4.10xlarge|ml.m4.16xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.12xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.12xlarge|ml.m5d.24xlarge|ml.c4.large|ml.c4.xlarge|ml.c4.2xlarge|ml.c4.4xlarge|ml.c4.8xlarge|ml.p2.xlarge|ml.p2.8xlarge|ml.p2.16xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.18xlarge|ml.c5d.large|ml.c5d.xlarge|ml.c5d.2xlarge|ml.c5d.4xlarge|ml.c5d.9xlarge|ml.c5d.18xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.12xlarge|ml.r5.24xlarge|ml.r5d.large|ml.r5d.xlarge|ml.r5d.2xlarge|ml.r5d.4xlarge|ml.r5d.12xlarge|ml.r5d.24xlarge|ml.inf1.xlarge|ml.inf1.2xlarge|ml.inf1.6xlarge|ml.inf1.24xlarge|ml.dl1.24xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.12xlarge|ml.g5.16xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.r8g.medium|ml.r8g.large|ml.r8g.xlarge|ml.r8g.2xlarge|ml.r8g.4xlarge|ml.r8g.8xlarge|ml.r8g.12xlarge|ml.r8g.16xlarge|ml.r8g.24xlarge|ml.r8g.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.p4d.24xlarge|ml.c7g.large|ml.c7g.xlarge|ml.c7g.2xlarge|ml.c7g.4xlarge|ml.c7g.8xlarge|ml.c7g.12xlarge|ml.c7g.16xlarge|ml.m6g.large|ml.m6g.xlarge|ml.m6g.2xlarge|ml.m6g.4xlarge|ml.m6g.8xlarge|ml.m6g.12xlarge|ml.m6g.16xlarge|ml.m6gd.large|ml.m6gd.xlarge|ml.m6gd.2xlarge|ml.m6gd.4xlarge|ml.m6gd.8xlarge|ml.m6gd.12xlarge|ml.m6gd.16xlarge|ml.c6g.large|ml.c6g.xlarge|ml.c6g.2xlarge|ml.c6g.4xlarge|ml.c6g.8xlarge|ml.c6g.12xlarge|ml.c6g.16xlarge|ml.c6gd.large|ml.c6gd.xlarge|ml.c6gd.2xlarge|ml.c6gd.4xlarge|ml.c6gd.8xlarge|ml.c6gd.12xlarge|ml.c6gd.16xlarge|ml.c6gn.large|ml.c6gn.xlarge|ml.c6gn.2xlarge|ml.c6gn.4xlarge|ml.c6gn.8xlarge|ml.c6gn.12xlarge|ml.c6gn.16xlarge|ml.r6g.large|ml.r6g.xlarge|ml.r6g.2xlarge|ml.r6g.4xlarge|ml.r6g.8xlarge|ml.r6g.12xlarge|ml.r6g.16xlarge|ml.r6gd.large|ml.r6gd.xlarge|ml.r6gd.2xlarge|ml.r6gd.4xlarge|ml.r6gd.8xlarge|ml.r6gd.12xlarge|ml.r6gd.16xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.trn2.48xlarge|ml.inf2.xlarge|ml.inf2.8xlarge|ml.inf2.24xlarge|ml.inf2.48xlarge|ml.p5.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.c8g.medium|ml.c8g.large|ml.c8g.xlarge|ml.c8g.2xlarge|ml.c8g.4xlarge|ml.c8g.8xlarge|ml.c8g.12xlarge|ml.c8g.16xlarge|ml.c8g.24xlarge|ml.c8g.48xlarge|ml.r7gd.medium|ml.r7gd.large|ml.r7gd.xlarge|ml.r7gd.2xlarge|ml.r7gd.4xlarge|ml.r7gd.8xlarge|ml.r7gd.12xlarge|ml.r7gd.16xlarge|ml.m8g.medium|ml.m8g.large|ml.m8g.xlarge|ml.m8g.2xlarge|ml.m8g.4xlarge|ml.m8g.8xlarge|ml.m8g.12xlarge|ml.m8g.16xlarge|ml.m8g.24xlarge|ml.m8g.48xlarge|ml.c6in.large|ml.c6in.xlarge|ml.c6in.2xlarge|ml.c6in.4xlarge|ml.c6in.8xlarge|ml.c6in.12xlarge|ml.c6in.16xlarge|ml.c6in.24xlarge|ml.c6in.32xlarge|ml.p6-b200.48xlarge|ml.p6-b300.48xlarge|ml.p6e-gb200.36xlarge|ml.p5.4xlarge', // REQUIRED
                    'ModelNameOverride' => '',
                    'Priority' => , // REQUIRED
                ],
                // ...
            ],
            'InstanceType' => 'ml.t2.medium|ml.t2.large|ml.t2.xlarge|ml.t2.2xlarge|ml.m4.xlarge|ml.m4.2xlarge|ml.m4.4xlarge|ml.m4.10xlarge|ml.m4.16xlarge|ml.m5.large|ml.m5.xlarge|ml.m5.2xlarge|ml.m5.4xlarge|ml.m5.12xlarge|ml.m5.24xlarge|ml.m5d.large|ml.m5d.xlarge|ml.m5d.2xlarge|ml.m5d.4xlarge|ml.m5d.12xlarge|ml.m5d.24xlarge|ml.c4.large|ml.c4.xlarge|ml.c4.2xlarge|ml.c4.4xlarge|ml.c4.8xlarge|ml.p2.xlarge|ml.p2.8xlarge|ml.p2.16xlarge|ml.p3.2xlarge|ml.p3.8xlarge|ml.p3.16xlarge|ml.c5.large|ml.c5.xlarge|ml.c5.2xlarge|ml.c5.4xlarge|ml.c5.9xlarge|ml.c5.18xlarge|ml.c5d.large|ml.c5d.xlarge|ml.c5d.2xlarge|ml.c5d.4xlarge|ml.c5d.9xlarge|ml.c5d.18xlarge|ml.g4dn.xlarge|ml.g4dn.2xlarge|ml.g4dn.4xlarge|ml.g4dn.8xlarge|ml.g4dn.12xlarge|ml.g4dn.16xlarge|ml.r5.large|ml.r5.xlarge|ml.r5.2xlarge|ml.r5.4xlarge|ml.r5.12xlarge|ml.r5.24xlarge|ml.r5d.large|ml.r5d.xlarge|ml.r5d.2xlarge|ml.r5d.4xlarge|ml.r5d.12xlarge|ml.r5d.24xlarge|ml.inf1.xlarge|ml.inf1.2xlarge|ml.inf1.6xlarge|ml.inf1.24xlarge|ml.dl1.24xlarge|ml.c6i.large|ml.c6i.xlarge|ml.c6i.2xlarge|ml.c6i.4xlarge|ml.c6i.8xlarge|ml.c6i.12xlarge|ml.c6i.16xlarge|ml.c6i.24xlarge|ml.c6i.32xlarge|ml.m6i.large|ml.m6i.xlarge|ml.m6i.2xlarge|ml.m6i.4xlarge|ml.m6i.8xlarge|ml.m6i.12xlarge|ml.m6i.16xlarge|ml.m6i.24xlarge|ml.m6i.32xlarge|ml.r6i.large|ml.r6i.xlarge|ml.r6i.2xlarge|ml.r6i.4xlarge|ml.r6i.8xlarge|ml.r6i.12xlarge|ml.r6i.16xlarge|ml.r6i.24xlarge|ml.r6i.32xlarge|ml.g5.xlarge|ml.g5.2xlarge|ml.g5.4xlarge|ml.g5.8xlarge|ml.g5.12xlarge|ml.g5.16xlarge|ml.g5.24xlarge|ml.g5.48xlarge|ml.g6.xlarge|ml.g6.2xlarge|ml.g6.4xlarge|ml.g6.8xlarge|ml.g6.12xlarge|ml.g6.16xlarge|ml.g6.24xlarge|ml.g6.48xlarge|ml.r8g.medium|ml.r8g.large|ml.r8g.xlarge|ml.r8g.2xlarge|ml.r8g.4xlarge|ml.r8g.8xlarge|ml.r8g.12xlarge|ml.r8g.16xlarge|ml.r8g.24xlarge|ml.r8g.48xlarge|ml.g6e.xlarge|ml.g6e.2xlarge|ml.g6e.4xlarge|ml.g6e.8xlarge|ml.g6e.12xlarge|ml.g6e.16xlarge|ml.g6e.24xlarge|ml.g6e.48xlarge|ml.g7e.2xlarge|ml.g7e.4xlarge|ml.g7e.8xlarge|ml.g7e.12xlarge|ml.g7e.24xlarge|ml.g7e.48xlarge|ml.g7.2xlarge|ml.g7.4xlarge|ml.g7.8xlarge|ml.g7.12xlarge|ml.g7.24xlarge|ml.g7.48xlarge|ml.p4d.24xlarge|ml.c7g.large|ml.c7g.xlarge|ml.c7g.2xlarge|ml.c7g.4xlarge|ml.c7g.8xlarge|ml.c7g.12xlarge|ml.c7g.16xlarge|ml.m6g.large|ml.m6g.xlarge|ml.m6g.2xlarge|ml.m6g.4xlarge|ml.m6g.8xlarge|ml.m6g.12xlarge|ml.m6g.16xlarge|ml.m6gd.large|ml.m6gd.xlarge|ml.m6gd.2xlarge|ml.m6gd.4xlarge|ml.m6gd.8xlarge|ml.m6gd.12xlarge|ml.m6gd.16xlarge|ml.c6g.large|ml.c6g.xlarge|ml.c6g.2xlarge|ml.c6g.4xlarge|ml.c6g.8xlarge|ml.c6g.12xlarge|ml.c6g.16xlarge|ml.c6gd.large|ml.c6gd.xlarge|ml.c6gd.2xlarge|ml.c6gd.4xlarge|ml.c6gd.8xlarge|ml.c6gd.12xlarge|ml.c6gd.16xlarge|ml.c6gn.large|ml.c6gn.xlarge|ml.c6gn.2xlarge|ml.c6gn.4xlarge|ml.c6gn.8xlarge|ml.c6gn.12xlarge|ml.c6gn.16xlarge|ml.r6g.large|ml.r6g.xlarge|ml.r6g.2xlarge|ml.r6g.4xlarge|ml.r6g.8xlarge|ml.r6g.12xlarge|ml.r6g.16xlarge|ml.r6gd.large|ml.r6gd.xlarge|ml.r6gd.2xlarge|ml.r6gd.4xlarge|ml.r6gd.8xlarge|ml.r6gd.12xlarge|ml.r6gd.16xlarge|ml.p4de.24xlarge|ml.trn1.2xlarge|ml.trn1.32xlarge|ml.trn1n.32xlarge|ml.trn2.48xlarge|ml.inf2.xlarge|ml.inf2.8xlarge|ml.inf2.24xlarge|ml.inf2.48xlarge|ml.p5.48xlarge|ml.p5e.48xlarge|ml.p5en.48xlarge|ml.m7i.large|ml.m7i.xlarge|ml.m7i.2xlarge|ml.m7i.4xlarge|ml.m7i.8xlarge|ml.m7i.12xlarge|ml.m7i.16xlarge|ml.m7i.24xlarge|ml.m7i.48xlarge|ml.c7i.large|ml.c7i.xlarge|ml.c7i.2xlarge|ml.c7i.4xlarge|ml.c7i.8xlarge|ml.c7i.12xlarge|ml.c7i.16xlarge|ml.c7i.24xlarge|ml.c7i.48xlarge|ml.r7i.large|ml.r7i.xlarge|ml.r7i.2xlarge|ml.r7i.4xlarge|ml.r7i.8xlarge|ml.r7i.12xlarge|ml.r7i.16xlarge|ml.r7i.24xlarge|ml.r7i.48xlarge|ml.c8g.medium|ml.c8g.large|ml.c8g.xlarge|ml.c8g.2xlarge|ml.c8g.4xlarge|ml.c8g.8xlarge|ml.c8g.12xlarge|ml.c8g.16xlarge|ml.c8g.24xlarge|ml.c8g.48xlarge|ml.r7gd.medium|ml.r7gd.large|ml.r7gd.xlarge|ml.r7gd.2xlarge|ml.r7gd.4xlarge|ml.r7gd.8xlarge|ml.r7gd.12xlarge|ml.r7gd.16xlarge|ml.m8g.medium|ml.m8g.large|ml.m8g.xlarge|ml.m8g.2xlarge|ml.m8g.4xlarge|ml.m8g.8xlarge|ml.m8g.12xlarge|ml.m8g.16xlarge|ml.m8g.24xlarge|ml.m8g.48xlarge|ml.c6in.large|ml.c6in.xlarge|ml.c6in.2xlarge|ml.c6in.4xlarge|ml.c6in.8xlarge|ml.c6in.12xlarge|ml.c6in.16xlarge|ml.c6in.24xlarge|ml.c6in.32xlarge|ml.p6-b200.48xlarge|ml.p6-b300.48xlarge|ml.p6e-gb200.36xlarge|ml.p5.4xlarge',
            'ManagedInstanceScaling' => [
                'MaxInstanceCount' => ,
                'MinInstanceCount' => ,
                'ScaleInPolicy' => [
                    'CooldownInMinutes' => ,
                    'MaximumStepSize' => ,
                    'Strategy' => 'IDLE_RELEASE|CONSOLIDATION', // REQUIRED
                ],
                'Status' => 'ENABLED|DISABLED',
            ],
            'ModelDataDownloadTimeoutInSeconds' => ,
            'ModelName' => '',
            'RoutingConfig' => [
                'PrefixAwareRoutingConfig' => [
                    'ConcurrencyThreshold' => ,
                    'PrefixLength' => ,
                ],
                'RoutingStrategy' => 'LEAST_OUTSTANDING_REQUESTS|RANDOM|PREFIX_AWARE', // REQUIRED
            ],
            'ServerlessConfig' => [
                'MaxConcurrency' => , // REQUIRED
                'MemorySizeInMB' => , // REQUIRED
                'ProvisionedConcurrency' => ,
            ],
            'VariantInstanceProvisionTimeoutInSeconds' => ,
            'VariantName' => '', // REQUIRED
            'VolumeSizeInGB' => ,
        ],
        // ...
    ],
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
    'VpcConfig' => [
        'SecurityGroupIds' => ['', ...], // REQUIRED
        'Subnets' => ['', ...], // REQUIRED
    ],
]);

Parameter Details

Result Syntax

[
    'EndpointConfigArn' => '',
]

Result Details

Errors

ResourceLimitExceeded:

You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.

CreateExperiment

$result = $client->createExperiment([/* ... */]);
$promise = $client->createExperimentAsync([/* ... */]);

Creates a SageMaker experiment. An experiment is a collection of trials that are observed, compared and evaluated as a group. A trial is a set of steps, called trial components, that produce a machine learning model.

The goal of an experiment is to determine the components that produce the best model. Multiple trials are performed, each one isolating and measuring the impact of a change to one or more inputs, while keeping the remaining inputs constant.

When you use SageMaker Studio or the SageMaker Python SDK, all experiments, trials, and trial components are automatically tracked, logged, and indexed. When you use the Amazon Web Services SDK for Python (Boto), you must use the logging APIs provided by the SDK.

You can add tags to experiments, trials, trial components and then use the Search API to search for the tags.

To add a description to an experiment, specify the optional Description parameter. To add a description later, or to change the description, call the UpdateExperiment API.

To get a list of all your experiments, call the ListExperiments API. To view an experiment's properties, call the DescribeExperiment API. To get a list of all the trials associated with an experiment, call the ListTrials API. To create a trial call the CreateTrial API.

Parameter Syntax

$result = $client->createExperiment([
    'Description' => '',
    'DisplayName' => '',
    'ExperimentName' => '', // REQUIRED
    'Tags' => [
        [
            'Key' => '', // REQUIRED
            'Value' => '', // REQUIRED
        ],
        // ...
    ],
]);

Parameter Details