Search

sagemaker_search

R Documentation

Finds SageMaker resources that match a search query

Description

Finds SageMaker resources that match a search query. Matching resources are returned as a list of SearchRecord objects in the response. You can sort the search results by any resource property in a ascending or descending order.

You can query against the following value types: numeric, text, Boolean, and timestamp.

The Search API may provide access to otherwise restricted data. See Amazon SageMaker API Permissions: Actions, Permissions, and Resources Reference for more information.

Usage

sagemaker_search(Resource, SearchExpression, SortBy, SortOrder,
  NextToken, MaxResults, CrossAccountFilterOption, VisibilityConditions)

Arguments

Resource

[required] The name of the SageMaker resource to search for.

SearchExpression

A Boolean conditional statement. Resources must satisfy this condition to be included in search results. You must provide at least one subexpression, filter, or nested filter. The maximum number of recursive SubExpressions, NestedFilters, and Filters that can be included in a SearchExpression object is 50.

SortBy

The name of the resource property used to sort the SearchResults. The default is LastModifiedTime.

SortOrder

How SearchResults are ordered. Valid values are Ascending or Descending. The default is Descending.

NextToken

If more than MaxResults resources match the specified SearchExpression, the response includes a NextToken. The NextToken can be passed to the next SearchRequest to continue retrieving results.

MaxResults

The maximum number of results to return.

CrossAccountFilterOption

A cross account filter option. When the value is "CrossAccount" the search results will only include resources made discoverable to you from other accounts. When the value is "SameAccount" or null the search results will only include resources from your account. Default is null. For more information on searching for resources made discoverable to your account, see Search discoverable resources in the SageMaker Developer Guide. The maximum number of ResourceCatalogs viewable is 1000.

VisibilityConditions

Limits the results of your search request to the resources that you can access.

Value

A list with the following syntax:

list(
  Results = list(
    list(
      TrainingJob = list(
        TrainingJobName = "string",
        TrainingJobArn = "string",
        TuningJobArn = "string",
        LabelingJobArn = "string",
        AutoMLJobArn = "string",
        ModelArtifacts = list(
          S3ModelArtifacts = "string"
        ),
        TrainingJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
        SecondaryStatus = "Starting"|"LaunchingMLInstances"|"PreparingTrainingStack"|"Downloading"|"DownloadingTrainingImage"|"Training"|"Uploading"|"Stopping"|"Stopped"|"MaxRuntimeExceeded"|"Completed"|"Failed"|"Interrupted"|"MaxWaitTimeExceeded"|"Updating"|"Restarting"|"Pending",
        FailureReason = "string",
        HyperParameters = list(
          "string"
        ),
        AlgorithmSpecification = list(
          TrainingImage = "string",
          AlgorithmName = "string",
          TrainingInputMode = "Pipe"|"File"|"FastFile",
          MetricDefinitions = list(
            list(
              Name = "string",
              Regex = "string"
            )
          ),
          EnableSageMakerMetricsTimeSeries = TRUE|FALSE,
          ContainerEntrypoint = list(
            "string"
          ),
          ContainerArguments = list(
            "string"
          ),
          TrainingImageConfig = list(
            TrainingRepositoryAccessMode = "Platform"|"Vpc",
            TrainingRepositoryAuthConfig = list(
              TrainingRepositoryCredentialsProviderArn = "string"
            )
          )
        ),
        RoleArn = "string",
        InputDataConfig = list(
          list(
            ChannelName = "string",
            DataSource = list(
              S3DataSource = list(
                S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                S3Uri = "string",
                S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                AttributeNames = list(
                  "string"
                ),
                InstanceGroupNames = list(
                  "string"
                )
              ),
              FileSystemDataSource = list(
                FileSystemId = "string",
                FileSystemAccessMode = "rw"|"ro",
                FileSystemType = "EFS"|"FSxLustre",
                DirectoryPath = "string"
              )
            ),
            ContentType = "string",
            CompressionType = "None"|"Gzip",
            RecordWrapperType = "None"|"RecordIO",
            InputMode = "Pipe"|"File"|"FastFile",
            ShuffleConfig = list(
              Seed = 123
            )
          )
        ),
        OutputDataConfig = list(
          KmsKeyId = "string",
          S3OutputPath = "string",
          CompressionType = "GZIP"|"NONE"
        ),
        ResourceConfig = list(
          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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
          InstanceCount = 123,
          VolumeSizeInGB = 123,
          VolumeKmsKeyId = "string",
          KeepAlivePeriodInSeconds = 123,
          InstanceGroups = list(
            list(
              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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
              InstanceCount = 123,
              InstanceGroupName = "string"
            )
          )
        ),
        VpcConfig = list(
          SecurityGroupIds = list(
            "string"
          ),
          Subnets = list(
            "string"
          )
        ),
        StoppingCondition = list(
          MaxRuntimeInSeconds = 123,
          MaxWaitTimeInSeconds = 123,
          MaxPendingTimeInSeconds = 123
        ),
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        TrainingStartTime = as.POSIXct(
          "2015-01-01"
        ),
        TrainingEndTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        SecondaryStatusTransitions = list(
          list(
            Status = "Starting"|"LaunchingMLInstances"|"PreparingTrainingStack"|"Downloading"|"DownloadingTrainingImage"|"Training"|"Uploading"|"Stopping"|"Stopped"|"MaxRuntimeExceeded"|"Completed"|"Failed"|"Interrupted"|"MaxWaitTimeExceeded"|"Updating"|"Restarting"|"Pending",
            StartTime = as.POSIXct(
              "2015-01-01"
            ),
            EndTime = as.POSIXct(
              "2015-01-01"
            ),
            StatusMessage = "string"
          )
        ),
        FinalMetricDataList = list(
          list(
            MetricName = "string",
            Value = 123.0,
            Timestamp = as.POSIXct(
              "2015-01-01"
            )
          )
        ),
        EnableNetworkIsolation = TRUE|FALSE,
        EnableInterContainerTrafficEncryption = TRUE|FALSE,
        EnableManagedSpotTraining = TRUE|FALSE,
        CheckpointConfig = list(
          S3Uri = "string",
          LocalPath = "string"
        ),
        TrainingTimeInSeconds = 123,
        BillableTimeInSeconds = 123,
        DebugHookConfig = list(
          LocalPath = "string",
          S3OutputPath = "string",
          HookParameters = list(
            "string"
          ),
          CollectionConfigurations = list(
            list(
              CollectionName = "string",
              CollectionParameters = list(
                "string"
              )
            )
          )
        ),
        ExperimentConfig = list(
          ExperimentName = "string",
          TrialName = "string",
          TrialComponentDisplayName = "string",
          RunName = "string"
        ),
        DebugRuleConfigurations = list(
          list(
            RuleConfigurationName = "string",
            LocalPath = "string",
            S3OutputPath = "string",
            RuleEvaluatorImage = "string",
            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",
            VolumeSizeInGB = 123,
            RuleParameters = list(
              "string"
            )
          )
        ),
        TensorBoardOutputConfig = list(
          LocalPath = "string",
          S3OutputPath = "string"
        ),
        DebugRuleEvaluationStatuses = list(
          list(
            RuleConfigurationName = "string",
            RuleEvaluationJobArn = "string",
            RuleEvaluationStatus = "InProgress"|"NoIssuesFound"|"IssuesFound"|"Error"|"Stopping"|"Stopped",
            StatusDetails = "string",
            LastModifiedTime = as.POSIXct(
              "2015-01-01"
            )
          )
        ),
        ProfilerConfig = list(
          S3OutputPath = "string",
          ProfilingIntervalInMilliseconds = 123,
          ProfilingParameters = list(
            "string"
          ),
          DisableProfiler = TRUE|FALSE
        ),
        Environment = list(
          "string"
        ),
        RetryStrategy = list(
          MaximumRetryAttempts = 123
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      Experiment = list(
        ExperimentName = "string",
        ExperimentArn = "string",
        DisplayName = "string",
        Source = list(
          SourceArn = "string",
          SourceType = "string"
        ),
        Description = "string",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      Trial = list(
        TrialName = "string",
        TrialArn = "string",
        DisplayName = "string",
        ExperimentName = "string",
        Source = list(
          SourceArn = "string",
          SourceType = "string"
        ),
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        MetadataProperties = list(
          CommitId = "string",
          Repository = "string",
          GeneratedBy = "string",
          ProjectId = "string"
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        ),
        TrialComponentSummaries = list(
          list(
            TrialComponentName = "string",
            TrialComponentArn = "string",
            TrialComponentSource = list(
              SourceArn = "string",
              SourceType = "string"
            ),
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            CreatedBy = list(
              UserProfileArn = "string",
              UserProfileName = "string",
              DomainId = "string",
              IamIdentity = list(
                Arn = "string",
                PrincipalId = "string",
                SourceIdentity = "string"
              )
            )
          )
        )
      ),
      TrialComponent = list(
        TrialComponentName = "string",
        DisplayName = "string",
        TrialComponentArn = "string",
        Source = list(
          SourceArn = "string",
          SourceType = "string"
        ),
        Status = list(
          PrimaryStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
          Message = "string"
        ),
        StartTime = as.POSIXct(
          "2015-01-01"
        ),
        EndTime = as.POSIXct(
          "2015-01-01"
        ),
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        Parameters = list(
          list(
            StringValue = "string",
            NumberValue = 123.0
          )
        ),
        InputArtifacts = list(
          list(
            MediaType = "string",
            Value = "string"
          )
        ),
        OutputArtifacts = list(
          list(
            MediaType = "string",
            Value = "string"
          )
        ),
        Metrics = list(
          list(
            MetricName = "string",
            SourceArn = "string",
            TimeStamp = as.POSIXct(
              "2015-01-01"
            ),
            Max = 123.0,
            Min = 123.0,
            Last = 123.0,
            Count = 123,
            Avg = 123.0,
            StdDev = 123.0
          )
        ),
        MetadataProperties = list(
          CommitId = "string",
          Repository = "string",
          GeneratedBy = "string",
          ProjectId = "string"
        ),
        SourceDetail = list(
          SourceArn = "string",
          TrainingJob = list(
            TrainingJobName = "string",
            TrainingJobArn = "string",
            TuningJobArn = "string",
            LabelingJobArn = "string",
            AutoMLJobArn = "string",
            ModelArtifacts = list(
              S3ModelArtifacts = "string"
            ),
            TrainingJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
            SecondaryStatus = "Starting"|"LaunchingMLInstances"|"PreparingTrainingStack"|"Downloading"|"DownloadingTrainingImage"|"Training"|"Uploading"|"Stopping"|"Stopped"|"MaxRuntimeExceeded"|"Completed"|"Failed"|"Interrupted"|"MaxWaitTimeExceeded"|"Updating"|"Restarting"|"Pending",
            FailureReason = "string",
            HyperParameters = list(
              "string"
            ),
            AlgorithmSpecification = list(
              TrainingImage = "string",
              AlgorithmName = "string",
              TrainingInputMode = "Pipe"|"File"|"FastFile",
              MetricDefinitions = list(
                list(
                  Name = "string",
                  Regex = "string"
                )
              ),
              EnableSageMakerMetricsTimeSeries = TRUE|FALSE,
              ContainerEntrypoint = list(
                "string"
              ),
              ContainerArguments = list(
                "string"
              ),
              TrainingImageConfig = list(
                TrainingRepositoryAccessMode = "Platform"|"Vpc",
                TrainingRepositoryAuthConfig = list(
                  TrainingRepositoryCredentialsProviderArn = "string"
                )
              )
            ),
            RoleArn = "string",
            InputDataConfig = list(
              list(
                ChannelName = "string",
                DataSource = list(
                  S3DataSource = list(
                    S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                    S3Uri = "string",
                    S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                    AttributeNames = list(
                      "string"
                    ),
                    InstanceGroupNames = list(
                      "string"
                    )
                  ),
                  FileSystemDataSource = list(
                    FileSystemId = "string",
                    FileSystemAccessMode = "rw"|"ro",
                    FileSystemType = "EFS"|"FSxLustre",
                    DirectoryPath = "string"
                  )
                ),
                ContentType = "string",
                CompressionType = "None"|"Gzip",
                RecordWrapperType = "None"|"RecordIO",
                InputMode = "Pipe"|"File"|"FastFile",
                ShuffleConfig = list(
                  Seed = 123
                )
              )
            ),
            OutputDataConfig = list(
              KmsKeyId = "string",
              S3OutputPath = "string",
              CompressionType = "GZIP"|"NONE"
            ),
            ResourceConfig = list(
              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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
              InstanceCount = 123,
              VolumeSizeInGB = 123,
              VolumeKmsKeyId = "string",
              KeepAlivePeriodInSeconds = 123,
              InstanceGroups = list(
                list(
                  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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
                  InstanceCount = 123,
                  InstanceGroupName = "string"
                )
              )
            ),
            VpcConfig = list(
              SecurityGroupIds = list(
                "string"
              ),
              Subnets = list(
                "string"
              )
            ),
            StoppingCondition = list(
              MaxRuntimeInSeconds = 123,
              MaxWaitTimeInSeconds = 123,
              MaxPendingTimeInSeconds = 123
            ),
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            TrainingStartTime = as.POSIXct(
              "2015-01-01"
            ),
            TrainingEndTime = as.POSIXct(
              "2015-01-01"
            ),
            LastModifiedTime = as.POSIXct(
              "2015-01-01"
            ),
            SecondaryStatusTransitions = list(
              list(
                Status = "Starting"|"LaunchingMLInstances"|"PreparingTrainingStack"|"Downloading"|"DownloadingTrainingImage"|"Training"|"Uploading"|"Stopping"|"Stopped"|"MaxRuntimeExceeded"|"Completed"|"Failed"|"Interrupted"|"MaxWaitTimeExceeded"|"Updating"|"Restarting"|"Pending",
                StartTime = as.POSIXct(
                  "2015-01-01"
                ),
                EndTime = as.POSIXct(
                  "2015-01-01"
                ),
                StatusMessage = "string"
              )
            ),
            FinalMetricDataList = list(
              list(
                MetricName = "string",
                Value = 123.0,
                Timestamp = as.POSIXct(
                  "2015-01-01"
                )
              )
            ),
            EnableNetworkIsolation = TRUE|FALSE,
            EnableInterContainerTrafficEncryption = TRUE|FALSE,
            EnableManagedSpotTraining = TRUE|FALSE,
            CheckpointConfig = list(
              S3Uri = "string",
              LocalPath = "string"
            ),
            TrainingTimeInSeconds = 123,
            BillableTimeInSeconds = 123,
            DebugHookConfig = list(
              LocalPath = "string",
              S3OutputPath = "string",
              HookParameters = list(
                "string"
              ),
              CollectionConfigurations = list(
                list(
                  CollectionName = "string",
                  CollectionParameters = list(
                    "string"
                  )
                )
              )
            ),
            ExperimentConfig = list(
              ExperimentName = "string",
              TrialName = "string",
              TrialComponentDisplayName = "string",
              RunName = "string"
            ),
            DebugRuleConfigurations = list(
              list(
                RuleConfigurationName = "string",
                LocalPath = "string",
                S3OutputPath = "string",
                RuleEvaluatorImage = "string",
                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",
                VolumeSizeInGB = 123,
                RuleParameters = list(
                  "string"
                )
              )
            ),
            TensorBoardOutputConfig = list(
              LocalPath = "string",
              S3OutputPath = "string"
            ),
            DebugRuleEvaluationStatuses = list(
              list(
                RuleConfigurationName = "string",
                RuleEvaluationJobArn = "string",
                RuleEvaluationStatus = "InProgress"|"NoIssuesFound"|"IssuesFound"|"Error"|"Stopping"|"Stopped",
                StatusDetails = "string",
                LastModifiedTime = as.POSIXct(
                  "2015-01-01"
                )
              )
            ),
            ProfilerConfig = list(
              S3OutputPath = "string",
              ProfilingIntervalInMilliseconds = 123,
              ProfilingParameters = list(
                "string"
              ),
              DisableProfiler = TRUE|FALSE
            ),
            Environment = list(
              "string"
            ),
            RetryStrategy = list(
              MaximumRetryAttempts = 123
            ),
            Tags = list(
              list(
                Key = "string",
                Value = "string"
              )
            )
          ),
          ProcessingJob = list(
            ProcessingInputs = list(
              list(
                InputName = "string",
                AppManaged = TRUE|FALSE,
                S3Input = list(
                  S3Uri = "string",
                  LocalPath = "string",
                  S3DataType = "ManifestFile"|"S3Prefix",
                  S3InputMode = "Pipe"|"File",
                  S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                  S3CompressionType = "None"|"Gzip"
                ),
                DatasetDefinition = list(
                  AthenaDatasetDefinition = list(
                    Catalog = "string",
                    Database = "string",
                    QueryString = "string",
                    WorkGroup = "string",
                    OutputS3Uri = "string",
                    KmsKeyId = "string",
                    OutputFormat = "PARQUET"|"ORC"|"AVRO"|"JSON"|"TEXTFILE",
                    OutputCompression = "GZIP"|"SNAPPY"|"ZLIB"
                  ),
                  RedshiftDatasetDefinition = list(
                    ClusterId = "string",
                    Database = "string",
                    DbUser = "string",
                    QueryString = "string",
                    ClusterRoleArn = "string",
                    OutputS3Uri = "string",
                    KmsKeyId = "string",
                    OutputFormat = "PARQUET"|"CSV",
                    OutputCompression = "None"|"GZIP"|"BZIP2"|"ZSTD"|"SNAPPY"
                  ),
                  LocalPath = "string",
                  DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                  InputMode = "Pipe"|"File"
                )
              )
            ),
            ProcessingOutputConfig = list(
              Outputs = list(
                list(
                  OutputName = "string",
                  S3Output = list(
                    S3Uri = "string",
                    LocalPath = "string",
                    S3UploadMode = "Continuous"|"EndOfJob"
                  ),
                  FeatureStoreOutput = list(
                    FeatureGroupName = "string"
                  ),
                  AppManaged = TRUE|FALSE
                )
              ),
              KmsKeyId = "string"
            ),
            ProcessingJobName = "string",
            ProcessingResources = list(
              ClusterConfig = list(
                InstanceCount = 123,
                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",
                VolumeSizeInGB = 123,
                VolumeKmsKeyId = "string"
              )
            ),
            StoppingCondition = list(
              MaxRuntimeInSeconds = 123
            ),
            AppSpecification = list(
              ImageUri = "string",
              ContainerEntrypoint = list(
                "string"
              ),
              ContainerArguments = list(
                "string"
              )
            ),
            Environment = list(
              "string"
            ),
            NetworkConfig = list(
              EnableInterContainerTrafficEncryption = TRUE|FALSE,
              EnableNetworkIsolation = TRUE|FALSE,
              VpcConfig = list(
                SecurityGroupIds = list(
                  "string"
                ),
                Subnets = list(
                  "string"
                )
              )
            ),
            RoleArn = "string",
            ExperimentConfig = list(
              ExperimentName = "string",
              TrialName = "string",
              TrialComponentDisplayName = "string",
              RunName = "string"
            ),
            ProcessingJobArn = "string",
            ProcessingJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
            ExitMessage = "string",
            FailureReason = "string",
            ProcessingEndTime = as.POSIXct(
              "2015-01-01"
            ),
            ProcessingStartTime = as.POSIXct(
              "2015-01-01"
            ),
            LastModifiedTime = as.POSIXct(
              "2015-01-01"
            ),
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            MonitoringScheduleArn = "string",
            AutoMLJobArn = "string",
            TrainingJobArn = "string",
            Tags = list(
              list(
                Key = "string",
                Value = "string"
              )
            )
          ),
          TransformJob = list(
            TransformJobName = "string",
            TransformJobArn = "string",
            TransformJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
            FailureReason = "string",
            ModelName = "string",
            MaxConcurrentTransforms = 123,
            ModelClientConfig = list(
              InvocationsTimeoutInSeconds = 123,
              InvocationsMaxRetries = 123
            ),
            MaxPayloadInMB = 123,
            BatchStrategy = "MultiRecord"|"SingleRecord",
            Environment = list(
              "string"
            ),
            TransformInput = list(
              DataSource = list(
                S3DataSource = list(
                  S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                  S3Uri = "string"
                )
              ),
              ContentType = "string",
              CompressionType = "None"|"Gzip",
              SplitType = "None"|"Line"|"RecordIO"|"TFRecord"
            ),
            TransformOutput = list(
              S3OutputPath = "string",
              Accept = "string",
              AssembleWith = "None"|"Line",
              KmsKeyId = "string"
            ),
            DataCaptureConfig = list(
              DestinationS3Uri = "string",
              KmsKeyId = "string",
              GenerateInferenceId = TRUE|FALSE
            ),
            TransformResources = list(
              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",
              InstanceCount = 123,
              VolumeKmsKeyId = "string"
            ),
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            TransformStartTime = as.POSIXct(
              "2015-01-01"
            ),
            TransformEndTime = as.POSIXct(
              "2015-01-01"
            ),
            LabelingJobArn = "string",
            AutoMLJobArn = "string",
            DataProcessing = list(
              InputFilter = "string",
              OutputFilter = "string",
              JoinSource = "Input"|"None"
            ),
            ExperimentConfig = list(
              ExperimentName = "string",
              TrialName = "string",
              TrialComponentDisplayName = "string",
              RunName = "string"
            ),
            Tags = list(
              list(
                Key = "string",
                Value = "string"
              )
            )
          )
        ),
        LineageGroupArn = "string",
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        ),
        Parents = list(
          list(
            TrialName = "string",
            ExperimentName = "string"
          )
        ),
        RunName = "string"
      ),
      Endpoint = list(
        EndpointName = "string",
        EndpointArn = "string",
        EndpointConfigName = "string",
        ProductionVariants = list(
          list(
            VariantName = "string",
            DeployedImages = list(
              list(
                SpecifiedImage = "string",
                ResolvedImage = "string",
                ResolutionTime = as.POSIXct(
                  "2015-01-01"
                )
              )
            ),
            CurrentWeight = 123.0,
            DesiredWeight = 123.0,
            CurrentInstanceCount = 123,
            DesiredInstanceCount = 123,
            VariantStatus = list(
              list(
                Status = "Creating"|"Updating"|"Deleting"|"ActivatingTraffic"|"Baking",
                StatusMessage = "string",
                StartTime = as.POSIXct(
                  "2015-01-01"
                )
              )
            ),
            CurrentServerlessConfig = list(
              MemorySizeInMB = 123,
              MaxConcurrency = 123,
              ProvisionedConcurrency = 123
            ),
            DesiredServerlessConfig = list(
              MemorySizeInMB = 123,
              MaxConcurrency = 123,
              ProvisionedConcurrency = 123
            ),
            ManagedInstanceScaling = list(
              Status = "ENABLED"|"DISABLED",
              MinInstanceCount = 123,
              MaxInstanceCount = 123
            ),
            RoutingConfig = list(
              RoutingStrategy = "LEAST_OUTSTANDING_REQUESTS"|"RANDOM"
            )
          )
        ),
        DataCaptureConfig = list(
          EnableCapture = TRUE|FALSE,
          CaptureStatus = "Started"|"Stopped",
          CurrentSamplingPercentage = 123,
          DestinationS3Uri = "string",
          KmsKeyId = "string"
        ),
        EndpointStatus = "OutOfService"|"Creating"|"Updating"|"SystemUpdating"|"RollingBack"|"InService"|"Deleting"|"Failed"|"UpdateRollbackFailed",
        FailureReason = "string",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        MonitoringSchedules = list(
          list(
            MonitoringScheduleArn = "string",
            MonitoringScheduleName = "string",
            MonitoringScheduleStatus = "Pending"|"Failed"|"Scheduled"|"Stopped",
            MonitoringType = "DataQuality"|"ModelQuality"|"ModelBias"|"ModelExplainability",
            FailureReason = "string",
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            LastModifiedTime = as.POSIXct(
              "2015-01-01"
            ),
            MonitoringScheduleConfig = list(
              ScheduleConfig = list(
                ScheduleExpression = "string",
                DataAnalysisStartTime = "string",
                DataAnalysisEndTime = "string"
              ),
              MonitoringJobDefinition = list(
                BaselineConfig = list(
                  BaseliningJobName = "string",
                  ConstraintsResource = list(
                    S3Uri = "string"
                  ),
                  StatisticsResource = list(
                    S3Uri = "string"
                  )
                ),
                MonitoringInputs = list(
                  list(
                    EndpointInput = list(
                      EndpointName = "string",
                      LocalPath = "string",
                      S3InputMode = "Pipe"|"File",
                      S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                      FeaturesAttribute = "string",
                      InferenceAttribute = "string",
                      ProbabilityAttribute = "string",
                      ProbabilityThresholdAttribute = 123.0,
                      StartTimeOffset = "string",
                      EndTimeOffset = "string",
                      ExcludeFeaturesAttribute = "string"
                    ),
                    BatchTransformInput = list(
                      DataCapturedDestinationS3Uri = "string",
                      DatasetFormat = list(
                        Csv = list(
                          Header = TRUE|FALSE
                        ),
                        Json = list(
                          Line = TRUE|FALSE
                        ),
                        Parquet = list()
                      ),
                      LocalPath = "string",
                      S3InputMode = "Pipe"|"File",
                      S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                      FeaturesAttribute = "string",
                      InferenceAttribute = "string",
                      ProbabilityAttribute = "string",
                      ProbabilityThresholdAttribute = 123.0,
                      StartTimeOffset = "string",
                      EndTimeOffset = "string",
                      ExcludeFeaturesAttribute = "string"
                    )
                  )
                ),
                MonitoringOutputConfig = list(
                  MonitoringOutputs = list(
                    list(
                      S3Output = list(
                        S3Uri = "string",
                        LocalPath = "string",
                        S3UploadMode = "Continuous"|"EndOfJob"
                      )
                    )
                  ),
                  KmsKeyId = "string"
                ),
                MonitoringResources = list(
                  ClusterConfig = list(
                    InstanceCount = 123,
                    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",
                    VolumeSizeInGB = 123,
                    VolumeKmsKeyId = "string"
                  )
                ),
                MonitoringAppSpecification = list(
                  ImageUri = "string",
                  ContainerEntrypoint = list(
                    "string"
                  ),
                  ContainerArguments = list(
                    "string"
                  ),
                  RecordPreprocessorSourceUri = "string",
                  PostAnalyticsProcessorSourceUri = "string"
                ),
                StoppingCondition = list(
                  MaxRuntimeInSeconds = 123
                ),
                Environment = list(
                  "string"
                ),
                NetworkConfig = list(
                  EnableInterContainerTrafficEncryption = TRUE|FALSE,
                  EnableNetworkIsolation = TRUE|FALSE,
                  VpcConfig = list(
                    SecurityGroupIds = list(
                      "string"
                    ),
                    Subnets = list(
                      "string"
                    )
                  )
                ),
                RoleArn = "string"
              ),
              MonitoringJobDefinitionName = "string",
              MonitoringType = "DataQuality"|"ModelQuality"|"ModelBias"|"ModelExplainability"
            ),
            EndpointName = "string",
            LastMonitoringExecutionSummary = list(
              MonitoringScheduleName = "string",
              ScheduledTime = as.POSIXct(
                "2015-01-01"
              ),
              CreationTime = as.POSIXct(
                "2015-01-01"
              ),
              LastModifiedTime = as.POSIXct(
                "2015-01-01"
              ),
              MonitoringExecutionStatus = "Pending"|"Completed"|"CompletedWithViolations"|"InProgress"|"Failed"|"Stopping"|"Stopped",
              ProcessingJobArn = "string",
              EndpointName = "string",
              FailureReason = "string",
              MonitoringJobDefinitionName = "string",
              MonitoringType = "DataQuality"|"ModelQuality"|"ModelBias"|"ModelExplainability"
            ),
            Tags = list(
              list(
                Key = "string",
                Value = "string"
              )
            )
          )
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        ),
        ShadowProductionVariants = list(
          list(
            VariantName = "string",
            DeployedImages = list(
              list(
                SpecifiedImage = "string",
                ResolvedImage = "string",
                ResolutionTime = as.POSIXct(
                  "2015-01-01"
                )
              )
            ),
            CurrentWeight = 123.0,
            DesiredWeight = 123.0,
            CurrentInstanceCount = 123,
            DesiredInstanceCount = 123,
            VariantStatus = list(
              list(
                Status = "Creating"|"Updating"|"Deleting"|"ActivatingTraffic"|"Baking",
                StatusMessage = "string",
                StartTime = as.POSIXct(
                  "2015-01-01"
                )
              )
            ),
            CurrentServerlessConfig = list(
              MemorySizeInMB = 123,
              MaxConcurrency = 123,
              ProvisionedConcurrency = 123
            ),
            DesiredServerlessConfig = list(
              MemorySizeInMB = 123,
              MaxConcurrency = 123,
              ProvisionedConcurrency = 123
            ),
            ManagedInstanceScaling = list(
              Status = "ENABLED"|"DISABLED",
              MinInstanceCount = 123,
              MaxInstanceCount = 123
            ),
            RoutingConfig = list(
              RoutingStrategy = "LEAST_OUTSTANDING_REQUESTS"|"RANDOM"
            )
          )
        )
      ),
      ModelPackage = list(
        ModelPackageName = "string",
        ModelPackageGroupName = "string",
        ModelPackageVersion = 123,
        ModelPackageArn = "string",
        ModelPackageDescription = "string",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        InferenceSpecification = list(
          Containers = list(
            list(
              ContainerHostname = "string",
              Image = "string",
              ImageDigest = "string",
              ModelDataUrl = "string",
              ModelDataSource = list(
                S3DataSource = list(
                  S3Uri = "string",
                  S3DataType = "S3Prefix"|"S3Object",
                  CompressionType = "None"|"Gzip",
                  ModelAccessConfig = list(
                    AcceptEula = TRUE|FALSE
                  ),
                  HubAccessConfig = list(
                    HubContentArn = "string"
                  )
                )
              ),
              ProductId = "string",
              Environment = list(
                "string"
              ),
              ModelInput = list(
                DataInputConfig = "string"
              ),
              Framework = "string",
              FrameworkVersion = "string",
              NearestModelName = "string",
              AdditionalS3DataSource = list(
                S3DataType = "S3Object"|"S3Prefix",
                S3Uri = "string",
                CompressionType = "None"|"Gzip"
              )
            )
          ),
          SupportedTransformInstanceTypes = list(
            "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"
          ),
          SupportedRealtimeInferenceInstanceTypes = list(
            "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.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.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.inf2.xlarge"|"ml.inf2.8xlarge"|"ml.inf2.24xlarge"|"ml.inf2.48xlarge"|"ml.p5.48xlarge"|"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"
          ),
          SupportedContentTypes = list(
            "string"
          ),
          SupportedResponseMIMETypes = list(
            "string"
          )
        ),
        SourceAlgorithmSpecification = list(
          SourceAlgorithms = list(
            list(
              ModelDataUrl = "string",
              ModelDataSource = list(
                S3DataSource = list(
                  S3Uri = "string",
                  S3DataType = "S3Prefix"|"S3Object",
                  CompressionType = "None"|"Gzip",
                  ModelAccessConfig = list(
                    AcceptEula = TRUE|FALSE
                  ),
                  HubAccessConfig = list(
                    HubContentArn = "string"
                  )
                )
              ),
              AlgorithmName = "string"
            )
          )
        ),
        ValidationSpecification = list(
          ValidationRole = "string",
          ValidationProfiles = list(
            list(
              ProfileName = "string",
              TransformJobDefinition = list(
                MaxConcurrentTransforms = 123,
                MaxPayloadInMB = 123,
                BatchStrategy = "MultiRecord"|"SingleRecord",
                Environment = list(
                  "string"
                ),
                TransformInput = list(
                  DataSource = list(
                    S3DataSource = list(
                      S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                      S3Uri = "string"
                    )
                  ),
                  ContentType = "string",
                  CompressionType = "None"|"Gzip",
                  SplitType = "None"|"Line"|"RecordIO"|"TFRecord"
                ),
                TransformOutput = list(
                  S3OutputPath = "string",
                  Accept = "string",
                  AssembleWith = "None"|"Line",
                  KmsKeyId = "string"
                ),
                TransformResources = list(
                  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",
                  InstanceCount = 123,
                  VolumeKmsKeyId = "string"
                )
              )
            )
          )
        ),
        ModelPackageStatus = "Pending"|"InProgress"|"Completed"|"Failed"|"Deleting",
        ModelPackageStatusDetails = list(
          ValidationStatuses = list(
            list(
              Name = "string",
              Status = "NotStarted"|"InProgress"|"Completed"|"Failed",
              FailureReason = "string"
            )
          ),
          ImageScanStatuses = list(
            list(
              Name = "string",
              Status = "NotStarted"|"InProgress"|"Completed"|"Failed",
              FailureReason = "string"
            )
          )
        ),
        CertifyForMarketplace = TRUE|FALSE,
        ModelApprovalStatus = "Approved"|"Rejected"|"PendingManualApproval",
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        MetadataProperties = list(
          CommitId = "string",
          Repository = "string",
          GeneratedBy = "string",
          ProjectId = "string"
        ),
        ModelMetrics = list(
          ModelQuality = list(
            Statistics = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            Constraints = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          ),
          ModelDataQuality = list(
            Statistics = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            Constraints = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          ),
          Bias = list(
            Report = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            PreTrainingReport = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            PostTrainingReport = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          ),
          Explainability = list(
            Report = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          )
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        ApprovalDescription = "string",
        Domain = "string",
        Task = "string",
        SamplePayloadUrl = "string",
        AdditionalInferenceSpecifications = list(
          list(
            Name = "string",
            Description = "string",
            Containers = list(
              list(
                ContainerHostname = "string",
                Image = "string",
                ImageDigest = "string",
                ModelDataUrl = "string",
                ModelDataSource = list(
                  S3DataSource = list(
                    S3Uri = "string",
                    S3DataType = "S3Prefix"|"S3Object",
                    CompressionType = "None"|"Gzip",
                    ModelAccessConfig = list(
                      AcceptEula = TRUE|FALSE
                    ),
                    HubAccessConfig = list(
                      HubContentArn = "string"
                    )
                  )
                ),
                ProductId = "string",
                Environment = list(
                  "string"
                ),
                ModelInput = list(
                  DataInputConfig = "string"
                ),
                Framework = "string",
                FrameworkVersion = "string",
                NearestModelName = "string",
                AdditionalS3DataSource = list(
                  S3DataType = "S3Object"|"S3Prefix",
                  S3Uri = "string",
                  CompressionType = "None"|"Gzip"
                )
              )
            ),
            SupportedTransformInstanceTypes = list(
              "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"
            ),
            SupportedRealtimeInferenceInstanceTypes = list(
              "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.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.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.inf2.xlarge"|"ml.inf2.8xlarge"|"ml.inf2.24xlarge"|"ml.inf2.48xlarge"|"ml.p5.48xlarge"|"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"
            ),
            SupportedContentTypes = list(
              "string"
            ),
            SupportedResponseMIMETypes = list(
              "string"
            )
          )
        ),
        SourceUri = "string",
        SecurityConfig = list(
          KmsKeyId = "string"
        ),
        ModelCard = list(
          ModelCardContent = "string",
          ModelCardStatus = "Draft"|"PendingReview"|"Approved"|"Archived"
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        ),
        CustomerMetadataProperties = list(
          "string"
        ),
        DriftCheckBaselines = list(
          Bias = list(
            ConfigFile = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            PreTrainingConstraints = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            PostTrainingConstraints = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          ),
          Explainability = list(
            Constraints = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            ConfigFile = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          ),
          ModelQuality = list(
            Statistics = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            Constraints = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          ),
          ModelDataQuality = list(
            Statistics = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            Constraints = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          )
        ),
        SkipModelValidation = "All"|"None"
      ),
      ModelPackageGroup = list(
        ModelPackageGroupName = "string",
        ModelPackageGroupArn = "string",
        ModelPackageGroupDescription = "string",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        ModelPackageGroupStatus = "Pending"|"InProgress"|"Completed"|"Failed"|"Deleting"|"DeleteFailed",
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      Pipeline = list(
        PipelineArn = "string",
        PipelineName = "string",
        PipelineDisplayName = "string",
        PipelineDescription = "string",
        RoleArn = "string",
        PipelineStatus = "Active"|"Deleting",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastRunTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        ParallelismConfiguration = list(
          MaxParallelExecutionSteps = 123
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      PipelineExecution = list(
        PipelineArn = "string",
        PipelineExecutionArn = "string",
        PipelineExecutionDisplayName = "string",
        PipelineExecutionStatus = "Executing"|"Stopping"|"Stopped"|"Failed"|"Succeeded",
        PipelineExecutionDescription = "string",
        PipelineExperimentConfig = list(
          ExperimentName = "string",
          TrialName = "string"
        ),
        FailureReason = "string",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        ParallelismConfiguration = list(
          MaxParallelExecutionSteps = 123
        ),
        SelectiveExecutionConfig = list(
          SourcePipelineExecutionArn = "string",
          SelectedSteps = list(
            list(
              StepName = "string"
            )
          )
        ),
        PipelineParameters = list(
          list(
            Name = "string",
            Value = "string"
          )
        )
      ),
      FeatureGroup = list(
        FeatureGroupArn = "string",
        FeatureGroupName = "string",
        RecordIdentifierFeatureName = "string",
        EventTimeFeatureName = "string",
        FeatureDefinitions = list(
          list(
            FeatureName = "string",
            FeatureType = "Integral"|"Fractional"|"String",
            CollectionType = "List"|"Set"|"Vector",
            CollectionConfig = list(
              VectorConfig = list(
                Dimension = 123
              )
            )
          )
        ),
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        OnlineStoreConfig = list(
          SecurityConfig = list(
            KmsKeyId = "string"
          ),
          EnableOnlineStore = TRUE|FALSE,
          TtlDuration = list(
            Unit = "Seconds"|"Minutes"|"Hours"|"Days"|"Weeks",
            Value = 123
          ),
          StorageType = "Standard"|"InMemory"
        ),
        OfflineStoreConfig = list(
          S3StorageConfig = list(
            S3Uri = "string",
            KmsKeyId = "string",
            ResolvedOutputS3Uri = "string"
          ),
          DisableGlueTableCreation = TRUE|FALSE,
          DataCatalogConfig = list(
            TableName = "string",
            Catalog = "string",
            Database = "string"
          ),
          TableFormat = "Default"|"Glue"|"Iceberg"
        ),
        RoleArn = "string",
        FeatureGroupStatus = "Creating"|"Created"|"CreateFailed"|"Deleting"|"DeleteFailed",
        OfflineStoreStatus = list(
          Status = "Active"|"Blocked"|"Disabled",
          BlockedReason = "string"
        ),
        LastUpdateStatus = list(
          Status = "Successful"|"Failed"|"InProgress",
          FailureReason = "string"
        ),
        FailureReason = "string",
        Description = "string",
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      FeatureMetadata = list(
        FeatureGroupArn = "string",
        FeatureGroupName = "string",
        FeatureName = "string",
        FeatureType = "Integral"|"Fractional"|"String",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        Description = "string",
        Parameters = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      Project = list(
        ProjectArn = "string",
        ProjectName = "string",
        ProjectId = "string",
        ProjectDescription = "string",
        ServiceCatalogProvisioningDetails = list(
          ProductId = "string",
          ProvisioningArtifactId = "string",
          PathId = "string",
          ProvisioningParameters = list(
            list(
              Key = "string",
              Value = "string"
            )
          )
        ),
        ServiceCatalogProvisionedProductDetails = list(
          ProvisionedProductId = "string",
          ProvisionedProductStatusMessage = "string"
        ),
        ProjectStatus = "Pending"|"CreateInProgress"|"CreateCompleted"|"CreateFailed"|"DeleteInProgress"|"DeleteFailed"|"DeleteCompleted"|"UpdateInProgress"|"UpdateCompleted"|"UpdateFailed",
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        )
      ),
      HyperParameterTuningJob = list(
        HyperParameterTuningJobName = "string",
        HyperParameterTuningJobArn = "string",
        HyperParameterTuningJobConfig = list(
          Strategy = "Bayesian"|"Random"|"Hyperband"|"Grid",
          StrategyConfig = list(
            HyperbandStrategyConfig = list(
              MinResource = 123,
              MaxResource = 123
            )
          ),
          HyperParameterTuningJobObjective = list(
            Type = "Maximize"|"Minimize",
            MetricName = "string"
          ),
          ResourceLimits = list(
            MaxNumberOfTrainingJobs = 123,
            MaxParallelTrainingJobs = 123,
            MaxRuntimeInSeconds = 123
          ),
          ParameterRanges = list(
            IntegerParameterRanges = list(
              list(
                Name = "string",
                MinValue = "string",
                MaxValue = "string",
                ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
              )
            ),
            ContinuousParameterRanges = list(
              list(
                Name = "string",
                MinValue = "string",
                MaxValue = "string",
                ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
              )
            ),
            CategoricalParameterRanges = list(
              list(
                Name = "string",
                Values = list(
                  "string"
                )
              )
            ),
            AutoParameters = list(
              list(
                Name = "string",
                ValueHint = "string"
              )
            )
          ),
          TrainingJobEarlyStoppingType = "Off"|"Auto",
          TuningJobCompletionCriteria = list(
            TargetObjectiveMetricValue = 123.0,
            BestObjectiveNotImproving = list(
              MaxNumberOfTrainingJobsNotImproving = 123
            ),
            ConvergenceDetected = list(
              CompleteOnConvergence = "Disabled"|"Enabled"
            )
          ),
          RandomSeed = 123
        ),
        TrainingJobDefinition = list(
          DefinitionName = "string",
          TuningObjective = list(
            Type = "Maximize"|"Minimize",
            MetricName = "string"
          ),
          HyperParameterRanges = list(
            IntegerParameterRanges = list(
              list(
                Name = "string",
                MinValue = "string",
                MaxValue = "string",
                ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
              )
            ),
            ContinuousParameterRanges = list(
              list(
                Name = "string",
                MinValue = "string",
                MaxValue = "string",
                ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
              )
            ),
            CategoricalParameterRanges = list(
              list(
                Name = "string",
                Values = list(
                  "string"
                )
              )
            ),
            AutoParameters = list(
              list(
                Name = "string",
                ValueHint = "string"
              )
            )
          ),
          StaticHyperParameters = list(
            "string"
          ),
          AlgorithmSpecification = list(
            TrainingImage = "string",
            TrainingInputMode = "Pipe"|"File"|"FastFile",
            AlgorithmName = "string",
            MetricDefinitions = list(
              list(
                Name = "string",
                Regex = "string"
              )
            )
          ),
          RoleArn = "string",
          InputDataConfig = list(
            list(
              ChannelName = "string",
              DataSource = list(
                S3DataSource = list(
                  S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                  S3Uri = "string",
                  S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                  AttributeNames = list(
                    "string"
                  ),
                  InstanceGroupNames = list(
                    "string"
                  )
                ),
                FileSystemDataSource = list(
                  FileSystemId = "string",
                  FileSystemAccessMode = "rw"|"ro",
                  FileSystemType = "EFS"|"FSxLustre",
                  DirectoryPath = "string"
                )
              ),
              ContentType = "string",
              CompressionType = "None"|"Gzip",
              RecordWrapperType = "None"|"RecordIO",
              InputMode = "Pipe"|"File"|"FastFile",
              ShuffleConfig = list(
                Seed = 123
              )
            )
          ),
          VpcConfig = list(
            SecurityGroupIds = list(
              "string"
            ),
            Subnets = list(
              "string"
            )
          ),
          OutputDataConfig = list(
            KmsKeyId = "string",
            S3OutputPath = "string",
            CompressionType = "GZIP"|"NONE"
          ),
          ResourceConfig = list(
            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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
            InstanceCount = 123,
            VolumeSizeInGB = 123,
            VolumeKmsKeyId = "string",
            KeepAlivePeriodInSeconds = 123,
            InstanceGroups = list(
              list(
                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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
                InstanceCount = 123,
                InstanceGroupName = "string"
              )
            )
          ),
          HyperParameterTuningResourceConfig = list(
            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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
            InstanceCount = 123,
            VolumeSizeInGB = 123,
            VolumeKmsKeyId = "string",
            AllocationStrategy = "Prioritized",
            InstanceConfigs = list(
              list(
                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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
                InstanceCount = 123,
                VolumeSizeInGB = 123
              )
            )
          ),
          StoppingCondition = list(
            MaxRuntimeInSeconds = 123,
            MaxWaitTimeInSeconds = 123,
            MaxPendingTimeInSeconds = 123
          ),
          EnableNetworkIsolation = TRUE|FALSE,
          EnableInterContainerTrafficEncryption = TRUE|FALSE,
          EnableManagedSpotTraining = TRUE|FALSE,
          CheckpointConfig = list(
            S3Uri = "string",
            LocalPath = "string"
          ),
          RetryStrategy = list(
            MaximumRetryAttempts = 123
          ),
          Environment = list(
            "string"
          )
        ),
        TrainingJobDefinitions = list(
          list(
            DefinitionName = "string",
            TuningObjective = list(
              Type = "Maximize"|"Minimize",
              MetricName = "string"
            ),
            HyperParameterRanges = list(
              IntegerParameterRanges = list(
                list(
                  Name = "string",
                  MinValue = "string",
                  MaxValue = "string",
                  ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
                )
              ),
              ContinuousParameterRanges = list(
                list(
                  Name = "string",
                  MinValue = "string",
                  MaxValue = "string",
                  ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
                )
              ),
              CategoricalParameterRanges = list(
                list(
                  Name = "string",
                  Values = list(
                    "string"
                  )
                )
              ),
              AutoParameters = list(
                list(
                  Name = "string",
                  ValueHint = "string"
                )
              )
            ),
            StaticHyperParameters = list(
              "string"
            ),
            AlgorithmSpecification = list(
              TrainingImage = "string",
              TrainingInputMode = "Pipe"|"File"|"FastFile",
              AlgorithmName = "string",
              MetricDefinitions = list(
                list(
                  Name = "string",
                  Regex = "string"
                )
              )
            ),
            RoleArn = "string",
            InputDataConfig = list(
              list(
                ChannelName = "string",
                DataSource = list(
                  S3DataSource = list(
                    S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                    S3Uri = "string",
                    S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                    AttributeNames = list(
                      "string"
                    ),
                    InstanceGroupNames = list(
                      "string"
                    )
                  ),
                  FileSystemDataSource = list(
                    FileSystemId = "string",
                    FileSystemAccessMode = "rw"|"ro",
                    FileSystemType = "EFS"|"FSxLustre",
                    DirectoryPath = "string"
                  )
                ),
                ContentType = "string",
                CompressionType = "None"|"Gzip",
                RecordWrapperType = "None"|"RecordIO",
                InputMode = "Pipe"|"File"|"FastFile",
                ShuffleConfig = list(
                  Seed = 123
                )
              )
            ),
            VpcConfig = list(
              SecurityGroupIds = list(
                "string"
              ),
              Subnets = list(
                "string"
              )
            ),
            OutputDataConfig = list(
              KmsKeyId = "string",
              S3OutputPath = "string",
              CompressionType = "GZIP"|"NONE"
            ),
            ResourceConfig = list(
              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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
              InstanceCount = 123,
              VolumeSizeInGB = 123,
              VolumeKmsKeyId = "string",
              KeepAlivePeriodInSeconds = 123,
              InstanceGroups = list(
                list(
                  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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
                  InstanceCount = 123,
                  InstanceGroupName = "string"
                )
              )
            ),
            HyperParameterTuningResourceConfig = list(
              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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
              InstanceCount = 123,
              VolumeSizeInGB = 123,
              VolumeKmsKeyId = "string",
              AllocationStrategy = "Prioritized",
              InstanceConfigs = list(
                list(
                  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.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.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.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.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",
                  InstanceCount = 123,
                  VolumeSizeInGB = 123
                )
              )
            ),
            StoppingCondition = list(
              MaxRuntimeInSeconds = 123,
              MaxWaitTimeInSeconds = 123,
              MaxPendingTimeInSeconds = 123
            ),
            EnableNetworkIsolation = TRUE|FALSE,
            EnableInterContainerTrafficEncryption = TRUE|FALSE,
            EnableManagedSpotTraining = TRUE|FALSE,
            CheckpointConfig = list(
              S3Uri = "string",
              LocalPath = "string"
            ),
            RetryStrategy = list(
              MaximumRetryAttempts = 123
            ),
            Environment = list(
              "string"
            )
          )
        ),
        HyperParameterTuningJobStatus = "Completed"|"InProgress"|"Failed"|"Stopped"|"Stopping"|"Deleting"|"DeleteFailed",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        HyperParameterTuningEndTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        TrainingJobStatusCounters = list(
          Completed = 123,
          InProgress = 123,
          RetryableError = 123,
          NonRetryableError = 123,
          Stopped = 123
        ),
        ObjectiveStatusCounters = list(
          Succeeded = 123,
          Pending = 123,
          Failed = 123
        ),
        BestTrainingJob = list(
          TrainingJobDefinitionName = "string",
          TrainingJobName = "string",
          TrainingJobArn = "string",
          TuningJobName = "string",
          CreationTime = as.POSIXct(
            "2015-01-01"
          ),
          TrainingStartTime = as.POSIXct(
            "2015-01-01"
          ),
          TrainingEndTime = as.POSIXct(
            "2015-01-01"
          ),
          TrainingJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
          TunedHyperParameters = list(
            "string"
          ),
          FailureReason = "string",
          FinalHyperParameterTuningJobObjectiveMetric = list(
            Type = "Maximize"|"Minimize",
            MetricName = "string",
            Value = 123.0
          ),
          ObjectiveStatus = "Succeeded"|"Pending"|"Failed"
        ),
        OverallBestTrainingJob = list(
          TrainingJobDefinitionName = "string",
          TrainingJobName = "string",
          TrainingJobArn = "string",
          TuningJobName = "string",
          CreationTime = as.POSIXct(
            "2015-01-01"
          ),
          TrainingStartTime = as.POSIXct(
            "2015-01-01"
          ),
          TrainingEndTime = as.POSIXct(
            "2015-01-01"
          ),
          TrainingJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
          TunedHyperParameters = list(
            "string"
          ),
          FailureReason = "string",
          FinalHyperParameterTuningJobObjectiveMetric = list(
            Type = "Maximize"|"Minimize",
            MetricName = "string",
            Value = 123.0
          ),
          ObjectiveStatus = "Succeeded"|"Pending"|"Failed"
        ),
        WarmStartConfig = list(
          ParentHyperParameterTuningJobs = list(
            list(
              HyperParameterTuningJobName = "string"
            )
          ),
          WarmStartType = "IdenticalDataAndAlgorithm"|"TransferLearning"
        ),
        FailureReason = "string",
        TuningJobCompletionDetails = list(
          NumberOfTrainingJobsObjectiveNotImproving = 123,
          ConvergenceDetectedTime = as.POSIXct(
            "2015-01-01"
          )
        ),
        ConsumedResources = list(
          RuntimeInSeconds = 123
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      ModelCard = list(
        ModelCardArn = "string",
        ModelCardName = "string",
        ModelCardVersion = 123,
        Content = "string",
        ModelCardStatus = "Draft"|"PendingReview"|"Approved"|"Archived",
        SecurityConfig = list(
          KmsKeyId = "string"
        ),
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string",
          IamIdentity = list(
            Arn = "string",
            PrincipalId = "string",
            SourceIdentity = "string"
          )
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        ),
        ModelId = "string",
        RiskRating = "string",
        ModelPackageGroupName = "string"
      ),
      Model = list(
        Model = list(
          ModelName = "string",
          PrimaryContainer = list(
            ContainerHostname = "string",
            Image = "string",
            ImageConfig = list(
              RepositoryAccessMode = "Platform"|"Vpc",
              RepositoryAuthConfig = list(
                RepositoryCredentialsProviderArn = "string"
              )
            ),
            Mode = "SingleModel"|"MultiModel",
            ModelDataUrl = "string",
            ModelDataSource = list(
              S3DataSource = list(
                S3Uri = "string",
                S3DataType = "S3Prefix"|"S3Object",
                CompressionType = "None"|"Gzip",
                ModelAccessConfig = list(
                  AcceptEula = TRUE|FALSE
                ),
                HubAccessConfig = list(
                  HubContentArn = "string"
                )
              )
            ),
            AdditionalModelDataSources = list(
              list(
                ChannelName = "string",
                S3DataSource = list(
                  S3Uri = "string",
                  S3DataType = "S3Prefix"|"S3Object",
                  CompressionType = "None"|"Gzip",
                  ModelAccessConfig = list(
                    AcceptEula = TRUE|FALSE
                  ),
                  HubAccessConfig = list(
                    HubContentArn = "string"
                  )
                )
              )
            ),
            Environment = list(
              "string"
            ),
            ModelPackageName = "string",
            InferenceSpecificationName = "string",
            MultiModelConfig = list(
              ModelCacheSetting = "Enabled"|"Disabled"
            )
          ),
          Containers = list(
            list(
              ContainerHostname = "string",
              Image = "string",
              ImageConfig = list(
                RepositoryAccessMode = "Platform"|"Vpc",
                RepositoryAuthConfig = list(
                  RepositoryCredentialsProviderArn = "string"
                )
              ),
              Mode = "SingleModel"|"MultiModel",
              ModelDataUrl = "string",
              ModelDataSource = list(
                S3DataSource = list(
                  S3Uri = "string",
                  S3DataType = "S3Prefix"|"S3Object",
                  CompressionType = "None"|"Gzip",
                  ModelAccessConfig = list(
                    AcceptEula = TRUE|FALSE
                  ),
                  HubAccessConfig = list(
                    HubContentArn = "string"
                  )
                )
              ),
              AdditionalModelDataSources = list(
                list(
                  ChannelName = "string",
                  S3DataSource = list(
                    S3Uri = "string",
                    S3DataType = "S3Prefix"|"S3Object",
                    CompressionType = "None"|"Gzip",
                    ModelAccessConfig = list(
                      AcceptEula = TRUE|FALSE
                    ),
                    HubAccessConfig = list(
                      HubContentArn = "string"
                    )
                  )
                )
              ),
              Environment = list(
                "string"
              ),
              ModelPackageName = "string",
              InferenceSpecificationName = "string",
              MultiModelConfig = list(
                ModelCacheSetting = "Enabled"|"Disabled"
              )
            )
          ),
          InferenceExecutionConfig = list(
            Mode = "Serial"|"Direct"
          ),
          ExecutionRoleArn = "string",
          VpcConfig = list(
            SecurityGroupIds = list(
              "string"
            ),
            Subnets = list(
              "string"
            )
          ),
          CreationTime = as.POSIXct(
            "2015-01-01"
          ),
          ModelArn = "string",
          EnableNetworkIsolation = TRUE|FALSE,
          Tags = list(
            list(
              Key = "string",
              Value = "string"
            )
          ),
          DeploymentRecommendation = list(
            RecommendationStatus = "IN_PROGRESS"|"COMPLETED"|"FAILED"|"NOT_APPLICABLE",
            RealTimeInferenceRecommendations = list(
              list(
                RecommendationId = "string",
                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.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.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.inf2.xlarge"|"ml.inf2.8xlarge"|"ml.inf2.24xlarge"|"ml.inf2.48xlarge"|"ml.p5.48xlarge"|"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",
                Environment = list(
                  "string"
                )
              )
            )
          )
        ),
        Endpoints = list(
          list(
            EndpointName = "string",
            EndpointArn = "string",
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            LastModifiedTime = as.POSIXct(
              "2015-01-01"
            ),
            EndpointStatus = "OutOfService"|"Creating"|"Updating"|"SystemUpdating"|"RollingBack"|"InService"|"Deleting"|"Failed"|"UpdateRollbackFailed"
          )
        ),
        LastBatchTransformJob = list(
          TransformJobName = "string",
          TransformJobArn = "string",
          TransformJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
          FailureReason = "string",
          ModelName = "string",
          MaxConcurrentTransforms = 123,
          ModelClientConfig = list(
            InvocationsTimeoutInSeconds = 123,
            InvocationsMaxRetries = 123
          ),
          MaxPayloadInMB = 123,
          BatchStrategy = "MultiRecord"|"SingleRecord",
          Environment = list(
            "string"
          ),
          TransformInput = list(
            DataSource = list(
              S3DataSource = list(
                S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                S3Uri = "string"
              )
            ),
            ContentType = "string",
            CompressionType = "None"|"Gzip",
            SplitType = "None"|"Line"|"RecordIO"|"TFRecord"
          ),
          TransformOutput = list(
            S3OutputPath = "string",
            Accept = "string",
            AssembleWith = "None"|"Line",
            KmsKeyId = "string"
          ),
          DataCaptureConfig = list(
            DestinationS3Uri = "string",
            KmsKeyId = "string",
            GenerateInferenceId = TRUE|FALSE
          ),
          TransformResources = list(
            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",
            InstanceCount = 123,
            VolumeKmsKeyId = "string"
          ),
          CreationTime = as.POSIXct(
            "2015-01-01"
          ),
          TransformStartTime = as.POSIXct(
            "2015-01-01"
          ),
          TransformEndTime = as.POSIXct(
            "2015-01-01"
          ),
          LabelingJobArn = "string",
          AutoMLJobArn = "string",
          DataProcessing = list(
            InputFilter = "string",
            OutputFilter = "string",
            JoinSource = "Input"|"None"
          ),
          ExperimentConfig = list(
            ExperimentName = "string",
            TrialName = "string",
            TrialComponentDisplayName = "string",
            RunName = "string"
          ),
          Tags = list(
            list(
              Key = "string",
              Value = "string"
            )
          )
        ),
        MonitoringSchedules = list(
          list(
            MonitoringScheduleArn = "string",
            MonitoringScheduleName = "string",
            MonitoringScheduleStatus = "Pending"|"Failed"|"Scheduled"|"Stopped",
            MonitoringType = "DataQuality"|"ModelQuality"|"ModelBias"|"ModelExplainability",
            FailureReason = "string",
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            LastModifiedTime = as.POSIXct(
              "2015-01-01"
            ),
            MonitoringScheduleConfig = list(
              ScheduleConfig = list(
                ScheduleExpression = "string",
                DataAnalysisStartTime = "string",
                DataAnalysisEndTime = "string"
              ),
              MonitoringJobDefinition = list(
                BaselineConfig = list(
                  BaseliningJobName = "string",
                  ConstraintsResource = list(
                    S3Uri = "string"
                  ),
                  StatisticsResource = list(
                    S3Uri = "string"
                  )
                ),
                MonitoringInputs = list(
                  list(
                    EndpointInput = list(
                      EndpointName = "string",
                      LocalPath = "string",
                      S3InputMode = "Pipe"|"File",
                      S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                      FeaturesAttribute = "string",
                      InferenceAttribute = "string",
                      ProbabilityAttribute = "string",
                      ProbabilityThresholdAttribute = 123.0,
                      StartTimeOffset = "string",
                      EndTimeOffset = "string",
                      ExcludeFeaturesAttribute = "string"
                    ),
                    BatchTransformInput = list(
                      DataCapturedDestinationS3Uri = "string",
                      DatasetFormat = list(
                        Csv = list(
                          Header = TRUE|FALSE
                        ),
                        Json = list(
                          Line = TRUE|FALSE
                        ),
                        Parquet = list()
                      ),
                      LocalPath = "string",
                      S3InputMode = "Pipe"|"File",
                      S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                      FeaturesAttribute = "string",
                      InferenceAttribute = "string",
                      ProbabilityAttribute = "string",
                      ProbabilityThresholdAttribute = 123.0,
                      StartTimeOffset = "string",
                      EndTimeOffset = "string",
                      ExcludeFeaturesAttribute = "string"
                    )
                  )
                ),
                MonitoringOutputConfig = list(
                  MonitoringOutputs = list(
                    list(
                      S3Output = list(
                        S3Uri = "string",
                        LocalPath = "string",
                        S3UploadMode = "Continuous"|"EndOfJob"
                      )
                    )
                  ),
                  KmsKeyId = "string"
                ),
                MonitoringResources = list(
                  ClusterConfig = list(
                    InstanceCount = 123,
                    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",
                    VolumeSizeInGB = 123,
                    VolumeKmsKeyId = "string"
                  )
                ),
                MonitoringAppSpecification = list(
                  ImageUri = "string",
                  ContainerEntrypoint = list(
                    "string"
                  ),
                  ContainerArguments = list(
                    "string"
                  ),
                  RecordPreprocessorSourceUri = "string",
                  PostAnalyticsProcessorSourceUri = "string"
                ),
                StoppingCondition = list(
                  MaxRuntimeInSeconds = 123
                ),
                Environment = list(
                  "string"
                ),
                NetworkConfig = list(
                  EnableInterContainerTrafficEncryption = TRUE|FALSE,
                  EnableNetworkIsolation = TRUE|FALSE,
                  VpcConfig = list(
                    SecurityGroupIds = list(
                      "string"
                    ),
                    Subnets = list(
                      "string"
                    )
                  )
                ),
                RoleArn = "string"
              ),
              MonitoringJobDefinitionName = "string",
              MonitoringType = "DataQuality"|"ModelQuality"|"ModelBias"|"ModelExplainability"
            ),
            EndpointName = "string",
            MonitoringAlertSummaries = list(
              list(
                MonitoringAlertName = "string",
                CreationTime = as.POSIXct(
                  "2015-01-01"
                ),
                LastModifiedTime = as.POSIXct(
                  "2015-01-01"
                ),
                AlertStatus = "InAlert"|"OK",
                DatapointsToAlert = 123,
                EvaluationPeriod = 123,
                Actions = list(
                  ModelDashboardIndicator = list(
                    Enabled = TRUE|FALSE
                  )
                )
              )
            ),
            LastMonitoringExecutionSummary = list(
              MonitoringScheduleName = "string",
              ScheduledTime = as.POSIXct(
                "2015-01-01"
              ),
              CreationTime = as.POSIXct(
                "2015-01-01"
              ),
              LastModifiedTime = as.POSIXct(
                "2015-01-01"
              ),
              MonitoringExecutionStatus = "Pending"|"Completed"|"CompletedWithViolations"|"InProgress"|"Failed"|"Stopping"|"Stopped",
              ProcessingJobArn = "string",
              EndpointName = "string",
              FailureReason = "string",
              MonitoringJobDefinitionName = "string",
              MonitoringType = "DataQuality"|"ModelQuality"|"ModelBias"|"ModelExplainability"
            ),
            BatchTransformInput = list(
              DataCapturedDestinationS3Uri = "string",
              DatasetFormat = list(
                Csv = list(
                  Header = TRUE|FALSE
                ),
                Json = list(
                  Line = TRUE|FALSE
                ),
                Parquet = list()
              ),
              LocalPath = "string",
              S3InputMode = "Pipe"|"File",
              S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
              FeaturesAttribute = "string",
              InferenceAttribute = "string",
              ProbabilityAttribute = "string",
              ProbabilityThresholdAttribute = 123.0,
              StartTimeOffset = "string",
              EndTimeOffset = "string",
              ExcludeFeaturesAttribute = "string"
            )
          )
        ),
        ModelCard = list(
          ModelCardArn = "string",
          ModelCardName = "string",
          ModelCardVersion = 123,
          ModelCardStatus = "Draft"|"PendingReview"|"Approved"|"Archived",
          SecurityConfig = list(
            KmsKeyId = "string"
          ),
          CreationTime = as.POSIXct(
            "2015-01-01"
          ),
          CreatedBy = list(
            UserProfileArn = "string",
            UserProfileName = "string",
            DomainId = "string",
            IamIdentity = list(
              Arn = "string",
              PrincipalId = "string",
              SourceIdentity = "string"
            )
          ),
          LastModifiedTime = as.POSIXct(
            "2015-01-01"
          ),
          LastModifiedBy = list(
            UserProfileArn = "string",
            UserProfileName = "string",
            DomainId = "string",
            IamIdentity = list(
              Arn = "string",
              PrincipalId = "string",
              SourceIdentity = "string"
            )
          ),
          Tags = list(
            list(
              Key = "string",
              Value = "string"
            )
          ),
          ModelId = "string",
          RiskRating = "string"
        )
      )
    )
  ),
  NextToken = "string"
)

Request syntax

svc$search(
  Resource = "TrainingJob"|"Experiment"|"ExperimentTrial"|"ExperimentTrialComponent"|"Endpoint"|"Model"|"ModelPackage"|"ModelPackageGroup"|"Pipeline"|"PipelineExecution"|"FeatureGroup"|"FeatureMetadata"|"Image"|"ImageVersion"|"Project"|"HyperParameterTuningJob"|"ModelCard",
  SearchExpression = list(
    Filters = list(
      list(
        Name = "string",
        Operator = "Equals"|"NotEquals"|"GreaterThan"|"GreaterThanOrEqualTo"|"LessThan"|"LessThanOrEqualTo"|"Contains"|"Exists"|"NotExists"|"In",
        Value = "string"
      )
    ),
    NestedFilters = list(
      list(
        NestedPropertyName = "string",
        Filters = list(
          list(
            Name = "string",
            Operator = "Equals"|"NotEquals"|"GreaterThan"|"GreaterThanOrEqualTo"|"LessThan"|"LessThanOrEqualTo"|"Contains"|"Exists"|"NotExists"|"In",
            Value = "string"
          )
        )
      )
    ),
    SubExpressions = list(
      list()
    ),
    Operator = "And"|"Or"
  ),
  SortBy = "string",
  SortOrder = "Ascending"|"Descending",
  NextToken = "string",
  MaxResults = 123,
  CrossAccountFilterOption = "SameAccount"|"CrossAccount",
  VisibilityConditions = list(
    list(
      Key = "string",
      Value = "string"
    )
  )
)