import { Command as $Command } from "@smithy/smithy-client"; import { MetadataBearer as __MetadataBearer } from "@smithy/types"; import { SearchRequest, SearchResponse } from "../models/models_5"; import { SageMakerClientResolvedConfig, ServiceInputTypes, ServiceOutputTypes } from "../SageMakerClient"; /** * @public */ export type { __MetadataBearer }; export { $Command }; /** * @public * * The input for {@link SearchCommand}. */ export interface SearchCommandInput extends SearchRequest { } /** * @public * * The output of {@link SearchCommand}. */ export interface SearchCommandOutput extends SearchResponse, __MetadataBearer { } declare const SearchCommand_base: { new (input: SearchCommandInput): import("@smithy/smithy-client").CommandImpl; new (input: SearchCommandInput): import("@smithy/smithy-client").CommandImpl; getEndpointParameterInstructions(): import("@smithy/middleware-endpoint").EndpointParameterInstructions; }; /** *

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.

 * @example * Use a bare-bones client and the command you need to make an API call. * ```javascript * import { SageMakerClient, SearchCommand } from "@aws-sdk/client-sagemaker"; // ES Modules import * // const { SageMakerClient, SearchCommand } = require("@aws-sdk/client-sagemaker"); // CommonJS import * const client = new SageMakerClient(config); * const input = { // SearchRequest * Resource: "TrainingJob" || "Experiment" || "ExperimentTrial" || "ExperimentTrialComponent" || "Endpoint" || "Model" || "ModelPackage" || "ModelPackageGroup" || "Pipeline" || "PipelineExecution" || "FeatureGroup" || "FeatureMetadata" || "Image" || "ImageVersion" || "Project" || "HyperParameterTuningJob" || "ModelCard" || "PipelineVersion", // required * SearchExpression: { // SearchExpression * Filters: [ // FilterList * { // Filter * Name: "STRING_VALUE", // required * Operator: "Equals" || "NotEquals" || "GreaterThan" || "GreaterThanOrEqualTo" || "LessThan" || "LessThanOrEqualTo" || "Contains" || "Exists" || "NotExists" || "In", * Value: "STRING_VALUE", * }, * ], * NestedFilters: [ // NestedFiltersList * { // NestedFilters * NestedPropertyName: "STRING_VALUE", // required * Filters: [ // required * { * Name: "STRING_VALUE", // required * Operator: "Equals" || "NotEquals" || "GreaterThan" || "GreaterThanOrEqualTo" || "LessThan" || "LessThanOrEqualTo" || "Contains" || "Exists" || "NotExists" || "In", * Value: "STRING_VALUE", * }, * ], * }, * ], * SubExpressions: [ // SearchExpressionList * { * Filters: [ * { * Name: "STRING_VALUE", // required * Operator: "Equals" || "NotEquals" || "GreaterThan" || "GreaterThanOrEqualTo" || "LessThan" || "LessThanOrEqualTo" || "Contains" || "Exists" || "NotExists" || "In", * Value: "STRING_VALUE", * }, * ], * NestedFilters: [ * { * NestedPropertyName: "STRING_VALUE", // required * Filters: "", // required * }, * ], * SubExpressions: [ * "", * ], * Operator: "And" || "Or", * }, * ], * Operator: "And" || "Or", * }, * SortBy: "STRING_VALUE", * SortOrder: "Ascending" || "Descending", * NextToken: "STRING_VALUE", * MaxResults: Number("int"), * CrossAccountFilterOption: "SameAccount" || "CrossAccount", * VisibilityConditions: [ // VisibilityConditionsList * { // VisibilityConditions * Key: "STRING_VALUE", * Value: "STRING_VALUE", * }, * ], * }; * const command = new SearchCommand(input); * const response = await client.send(command); * // { // SearchResponse * // Results: [ // SearchResultsList * // { // SearchRecord * // TrainingJob: { // TrainingJob * // TrainingJobName: "STRING_VALUE", * // TrainingJobArn: "STRING_VALUE", * // TuningJobArn: "STRING_VALUE", * // LabelingJobArn: "STRING_VALUE", * // AutoMLJobArn: "STRING_VALUE", * // ModelArtifacts: { // ModelArtifacts * // S3ModelArtifacts: "STRING_VALUE", // required * // }, * // 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_VALUE", * // HyperParameters: { // HyperParameters * // "": "STRING_VALUE", * // }, * // AlgorithmSpecification: { // AlgorithmSpecification * // TrainingImage: "STRING_VALUE", * // AlgorithmName: "STRING_VALUE", * // TrainingInputMode: "Pipe" || "File" || "FastFile", // required * // MetricDefinitions: [ // MetricDefinitionList * // { // MetricDefinition * // Name: "STRING_VALUE", // required * // Regex: "STRING_VALUE", // required * // }, * // ], * // EnableSageMakerMetricsTimeSeries: true || false, * // ContainerEntrypoint: [ // TrainingContainerEntrypoint * // "STRING_VALUE", * // ], * // ContainerArguments: [ // TrainingContainerArguments * // "STRING_VALUE", * // ], * // TrainingImageConfig: { // TrainingImageConfig * // TrainingRepositoryAccessMode: "Platform" || "Vpc", // required * // TrainingRepositoryAuthConfig: { // TrainingRepositoryAuthConfig * // TrainingRepositoryCredentialsProviderArn: "STRING_VALUE", // required * // }, * // }, * // }, * // RoleArn: "STRING_VALUE", * // InputDataConfig: [ // InputDataConfig * // { // Channel * // ChannelName: "STRING_VALUE", // required * // DataSource: { // DataSource * // S3DataSource: { // S3DataSource * // S3DataType: "ManifestFile" || "S3Prefix" || "AugmentedManifestFile" || "Converse", // required * // S3Uri: "STRING_VALUE", // required * // S3DataDistributionType: "FullyReplicated" || "ShardedByS3Key", * // AttributeNames: [ // AttributeNames * // "STRING_VALUE", * // ], * // InstanceGroupNames: [ // InstanceGroupNames * // "STRING_VALUE", * // ], * // ModelAccessConfig: { // ModelAccessConfig * // AcceptEula: true || false, // required * // }, * // HubAccessConfig: { // HubAccessConfig * // HubContentArn: "STRING_VALUE", // required * // }, * // }, * // FileSystemDataSource: { // FileSystemDataSource * // FileSystemId: "STRING_VALUE", // required * // FileSystemAccessMode: "rw" || "ro", // required * // FileSystemType: "EFS" || "FSxLustre", // required * // DirectoryPath: "STRING_VALUE", // required * // }, * // }, * // ContentType: "STRING_VALUE", * // CompressionType: "None" || "Gzip", * // RecordWrapperType: "None" || "RecordIO", * // InputMode: "Pipe" || "File" || "FastFile", * // ShuffleConfig: { // ShuffleConfig * // Seed: Number("long"), // required * // }, * // }, * // ], * // OutputDataConfig: { // OutputDataConfig * // KmsKeyId: "STRING_VALUE", * // S3OutputPath: "STRING_VALUE", // required * // CompressionType: "GZIP" || "NONE", * // }, * // ResourceConfig: { // ResourceConfig * // InstanceType: "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.p3dn.24xlarge" || "ml.p4d.24xlarge" || "ml.p4de.24xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.16xlarge" || "ml.g6.12xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.16xlarge" || "ml.g6e.12xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.8xlarge" || "ml.c6i.4xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.p6-b200.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.p6e-gb200.36xlarge", * // InstanceCount: Number("int"), * // VolumeSizeInGB: Number("int"), // required * // VolumeKmsKeyId: "STRING_VALUE", * // KeepAlivePeriodInSeconds: Number("int"), * // InstanceGroups: [ // InstanceGroups * // { // InstanceGroup * // InstanceType: "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.p3dn.24xlarge" || "ml.p4d.24xlarge" || "ml.p4de.24xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.16xlarge" || "ml.g6.12xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.16xlarge" || "ml.g6e.12xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.8xlarge" || "ml.c6i.4xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.p6-b200.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.p6e-gb200.36xlarge", // required * // InstanceCount: Number("int"), // required * // InstanceGroupName: "STRING_VALUE", // required * // }, * // ], * // TrainingPlanArn: "STRING_VALUE", * // InstancePlacementConfig: { // InstancePlacementConfig * // EnableMultipleJobs: true || false, * // PlacementSpecifications: [ // PlacementSpecifications * // { // PlacementSpecification * // UltraServerId: "STRING_VALUE", * // InstanceCount: Number("int"), // required * // }, * // ], * // }, * // }, * // VpcConfig: { // VpcConfig * // SecurityGroupIds: [ // VpcSecurityGroupIds // required * // "STRING_VALUE", * // ], * // Subnets: [ // Subnets // required * // "STRING_VALUE", * // ], * // }, * // StoppingCondition: { // StoppingCondition * // MaxRuntimeInSeconds: Number("int"), * // MaxWaitTimeInSeconds: Number("int"), * // MaxPendingTimeInSeconds: Number("int"), * // }, * // CreationTime: new Date("TIMESTAMP"), * // TrainingStartTime: new Date("TIMESTAMP"), * // TrainingEndTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // SecondaryStatusTransitions: [ // SecondaryStatusTransitions * // { // SecondaryStatusTransition * // Status: "Starting" || "LaunchingMLInstances" || "PreparingTrainingStack" || "Downloading" || "DownloadingTrainingImage" || "Training" || "Uploading" || "Stopping" || "Stopped" || "MaxRuntimeExceeded" || "Completed" || "Failed" || "Interrupted" || "MaxWaitTimeExceeded" || "Updating" || "Restarting" || "Pending", // required * // StartTime: new Date("TIMESTAMP"), // required * // EndTime: new Date("TIMESTAMP"), * // StatusMessage: "STRING_VALUE", * // }, * // ], * // FinalMetricDataList: [ // FinalMetricDataList * // { // MetricData * // MetricName: "STRING_VALUE", * // Value: Number("float"), * // Timestamp: new Date("TIMESTAMP"), * // }, * // ], * // EnableNetworkIsolation: true || false, * // EnableInterContainerTrafficEncryption: true || false, * // EnableManagedSpotTraining: true || false, * // CheckpointConfig: { // CheckpointConfig * // S3Uri: "STRING_VALUE", // required * // LocalPath: "STRING_VALUE", * // }, * // TrainingTimeInSeconds: Number("int"), * // BillableTimeInSeconds: Number("int"), * // DebugHookConfig: { // DebugHookConfig * // LocalPath: "STRING_VALUE", * // S3OutputPath: "STRING_VALUE", // required * // HookParameters: { // HookParameters * // "": "STRING_VALUE", * // }, * // CollectionConfigurations: [ // CollectionConfigurations * // { // CollectionConfiguration * // CollectionName: "STRING_VALUE", * // CollectionParameters: { // CollectionParameters * // "": "STRING_VALUE", * // }, * // }, * // ], * // }, * // ExperimentConfig: { // ExperimentConfig * // ExperimentName: "STRING_VALUE", * // TrialName: "STRING_VALUE", * // TrialComponentDisplayName: "STRING_VALUE", * // RunName: "STRING_VALUE", * // }, * // DebugRuleConfigurations: [ // DebugRuleConfigurations * // { // DebugRuleConfiguration * // RuleConfigurationName: "STRING_VALUE", // required * // LocalPath: "STRING_VALUE", * // S3OutputPath: "STRING_VALUE", * // RuleEvaluatorImage: "STRING_VALUE", // required * // InstanceType: "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.12xlarge" || "ml.g6.16xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.12xlarge" || "ml.g6e.16xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge", * // VolumeSizeInGB: Number("int"), * // RuleParameters: { // RuleParameters * // "": "STRING_VALUE", * // }, * // }, * // ], * // TensorBoardOutputConfig: { // TensorBoardOutputConfig * // LocalPath: "STRING_VALUE", * // S3OutputPath: "STRING_VALUE", // required * // }, * // DebugRuleEvaluationStatuses: [ // DebugRuleEvaluationStatuses * // { // DebugRuleEvaluationStatus * // RuleConfigurationName: "STRING_VALUE", * // RuleEvaluationJobArn: "STRING_VALUE", * // RuleEvaluationStatus: "InProgress" || "NoIssuesFound" || "IssuesFound" || "Error" || "Stopping" || "Stopped", * // StatusDetails: "STRING_VALUE", * // LastModifiedTime: new Date("TIMESTAMP"), * // }, * // ], * // ProfilerConfig: { // ProfilerConfig * // S3OutputPath: "STRING_VALUE", * // ProfilingIntervalInMilliseconds: Number("long"), * // ProfilingParameters: { // ProfilingParameters * // "": "STRING_VALUE", * // }, * // DisableProfiler: true || false, * // }, * // Environment: { // TrainingEnvironmentMap * // "": "STRING_VALUE", * // }, * // RetryStrategy: { // RetryStrategy * // MaximumRetryAttempts: Number("int"), // required * // }, * // Tags: [ // TagList * // { // Tag * // Key: "STRING_VALUE", // required * // Value: "STRING_VALUE", // required * // }, * // ], * // }, * // Experiment: { // Experiment * // ExperimentName: "STRING_VALUE", * // ExperimentArn: "STRING_VALUE", * // DisplayName: "STRING_VALUE", * // Source: { // ExperimentSource * // SourceArn: "STRING_VALUE", // required * // SourceType: "STRING_VALUE", * // }, * // Description: "STRING_VALUE", * // CreationTime: new Date("TIMESTAMP"), * // CreatedBy: { // UserContext * // UserProfileArn: "STRING_VALUE", * // UserProfileName: "STRING_VALUE", * // DomainId: "STRING_VALUE", * // IamIdentity: { // IamIdentity * // Arn: "STRING_VALUE", * // PrincipalId: "STRING_VALUE", * // SourceIdentity: "STRING_VALUE", * // }, * // }, * // LastModifiedTime: new Date("TIMESTAMP"), * // LastModifiedBy: { * // UserProfileArn: "STRING_VALUE", * // UserProfileName: "STRING_VALUE", * // DomainId: "STRING_VALUE", * // IamIdentity: { * // Arn: "STRING_VALUE", * // PrincipalId: "STRING_VALUE", * // SourceIdentity: "STRING_VALUE", * // }, * // }, * // Tags: [ * // { * // Key: "STRING_VALUE", // required * // Value: "STRING_VALUE", // required * // }, * // ], * // }, * // Trial: { // Trial * // TrialName: "STRING_VALUE", * // TrialArn: "STRING_VALUE", * // DisplayName: "STRING_VALUE", * // ExperimentName: "STRING_VALUE", * // Source: { // TrialSource * // SourceArn: "STRING_VALUE", // required * // SourceType: "STRING_VALUE", * // }, * // CreationTime: new Date("TIMESTAMP"), * // CreatedBy: { * // UserProfileArn: "STRING_VALUE", * // UserProfileName: "STRING_VALUE", * // DomainId: "STRING_VALUE", * // IamIdentity: { * // Arn: "STRING_VALUE", * // PrincipalId: "STRING_VALUE", * // SourceIdentity: "STRING_VALUE", * // }, * // }, * // LastModifiedTime: new Date("TIMESTAMP"), * // LastModifiedBy: { * // UserProfileArn: "STRING_VALUE", * // UserProfileName: "STRING_VALUE", * // DomainId: "STRING_VALUE", * // IamIdentity: { * // Arn: "STRING_VALUE", * // PrincipalId: "STRING_VALUE", * // SourceIdentity: "STRING_VALUE", * // }, * // }, * // MetadataProperties: { // MetadataProperties * // CommitId: "STRING_VALUE", * // Repository: "STRING_VALUE", * // GeneratedBy: "STRING_VALUE", * // ProjectId: "STRING_VALUE", * // }, * // Tags: [ * // { * // Key: "STRING_VALUE", // required * // Value: "STRING_VALUE", // required * // }, * // ], * // TrialComponentSummaries: [ // TrialComponentSimpleSummaries * // { // TrialComponentSimpleSummary * // TrialComponentName: "STRING_VALUE", * // TrialComponentArn: "STRING_VALUE", * // TrialComponentSource: { // TrialComponentSource * // SourceArn: "STRING_VALUE", // required * // SourceType: "STRING_VALUE", * // }, * // CreationTime: new Date("TIMESTAMP"), * // CreatedBy: { * // UserProfileArn: "STRING_VALUE", * // UserProfileName: "STRING_VALUE", * // DomainId: "STRING_VALUE", * // IamIdentity: { * // Arn: "STRING_VALUE", * // PrincipalId: "STRING_VALUE", * // SourceIdentity: "STRING_VALUE", * // }, * // }, * // }, * // ], * // }, * // TrialComponent: { // TrialComponent * // TrialComponentName: "STRING_VALUE", * // DisplayName: "STRING_VALUE", * // TrialComponentArn: "STRING_VALUE", * // Source: { * // SourceArn: "STRING_VALUE", // required * // SourceType: "STRING_VALUE", * // }, * // Status: { // TrialComponentStatus * // PrimaryStatus: "InProgress" || "Completed" || "Failed" || "Stopping" || "Stopped", * // Message: "STRING_VALUE", * // }, * // StartTime: new Date("TIMESTAMP"), * // EndTime: new Date("TIMESTAMP"), * // CreationTime: new Date("TIMESTAMP"), * // CreatedBy: "", * // LastModifiedTime: new Date("TIMESTAMP"), * // LastModifiedBy: "", * // Parameters: { // TrialComponentParameters * // "": { // TrialComponentParameterValue Union: only one key present * // StringValue: "STRING_VALUE", * // NumberValue: Number("double"), * // }, * // }, * // InputArtifacts: { // TrialComponentArtifacts * // "": { // TrialComponentArtifact * // MediaType: "STRING_VALUE", * // Value: "STRING_VALUE", // required * // }, * // }, * // OutputArtifacts: { * // "": { * // MediaType: "STRING_VALUE", * // Value: "STRING_VALUE", // required * // }, * // }, * // Metrics: [ // TrialComponentMetricSummaries * // { // TrialComponentMetricSummary * // MetricName: "STRING_VALUE", * // SourceArn: "STRING_VALUE", * // TimeStamp: new Date("TIMESTAMP"), * // Max: Number("double"), * // Min: Number("double"), * // Last: Number("double"), * // Count: Number("int"), * // Avg: Number("double"), * // StdDev: Number("double"), * // }, * // ], * // MetadataProperties: { * // CommitId: "STRING_VALUE", * // Repository: "STRING_VALUE", * // GeneratedBy: "STRING_VALUE", * // ProjectId: "STRING_VALUE", * // }, * // SourceDetail: { // TrialComponentSourceDetail * // SourceArn: "STRING_VALUE", * // TrainingJob: { * // TrainingJobName: "STRING_VALUE", * // TrainingJobArn: "STRING_VALUE", * // TuningJobArn: "STRING_VALUE", * // LabelingJobArn: "STRING_VALUE", * // AutoMLJobArn: "STRING_VALUE", * // ModelArtifacts: { * // S3ModelArtifacts: "STRING_VALUE", // required * // }, * // 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_VALUE", * // HyperParameters: { * // "": "STRING_VALUE", * // }, * // AlgorithmSpecification: { * // TrainingImage: "STRING_VALUE", * // AlgorithmName: "STRING_VALUE", * // TrainingInputMode: "Pipe" || "File" || "FastFile", // required * // MetricDefinitions: [ * // { * // Name: "STRING_VALUE", // required * // Regex: "STRING_VALUE", // required * // }, * // ], * // EnableSageMakerMetricsTimeSeries: true || false, * // ContainerEntrypoint: [ * // "STRING_VALUE", * // ], * // ContainerArguments: [ * // "STRING_VALUE", * // ], * // TrainingImageConfig: { * // TrainingRepositoryAccessMode: "Platform" || "Vpc", // required * // TrainingRepositoryAuthConfig: { * // TrainingRepositoryCredentialsProviderArn: "STRING_VALUE", // required * // }, * // }, * // }, * // RoleArn: "STRING_VALUE", * // InputDataConfig: [ * // { * // ChannelName: "STRING_VALUE", // required * // DataSource: { * // S3DataSource: { * // S3DataType: "ManifestFile" || "S3Prefix" || "AugmentedManifestFile" || "Converse", // required * // S3Uri: "STRING_VALUE", // required * // S3DataDistributionType: "FullyReplicated" || "ShardedByS3Key", * // AttributeNames: [ * // "STRING_VALUE", * // ], * // InstanceGroupNames: [ * // "STRING_VALUE", * // ], * // ModelAccessConfig: { * // AcceptEula: true || false, // required * // }, * // HubAccessConfig: { * // HubContentArn: "STRING_VALUE", // required * // }, * // }, * // FileSystemDataSource: { * // FileSystemId: "STRING_VALUE", // required * // FileSystemAccessMode: "rw" || "ro", // required * // FileSystemType: "EFS" || "FSxLustre", // required * // DirectoryPath: "STRING_VALUE", // required * // }, * // }, * // ContentType: "STRING_VALUE", * // CompressionType: "None" || "Gzip", * // RecordWrapperType: "None" || "RecordIO", * // InputMode: "Pipe" || "File" || "FastFile", * // ShuffleConfig: { * // Seed: Number("long"), // required * // }, * // }, * // ], * // OutputDataConfig: { * // KmsKeyId: "STRING_VALUE", * // S3OutputPath: "STRING_VALUE", // required * // CompressionType: "GZIP" || "NONE", * // }, * // ResourceConfig: { * // InstanceType: "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.p3dn.24xlarge" || "ml.p4d.24xlarge" || "ml.p4de.24xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.16xlarge" || "ml.g6.12xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.16xlarge" || "ml.g6e.12xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.8xlarge" || "ml.c6i.4xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.p6-b200.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.p6e-gb200.36xlarge", * // InstanceCount: Number("int"), * // VolumeSizeInGB: Number("int"), // required * // VolumeKmsKeyId: "STRING_VALUE", * // KeepAlivePeriodInSeconds: Number("int"), * // InstanceGroups: [ * // { * // InstanceType: "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.p3dn.24xlarge" || "ml.p4d.24xlarge" || "ml.p4de.24xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.16xlarge" || "ml.g6.12xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.16xlarge" || "ml.g6e.12xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.8xlarge" || "ml.c6i.4xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.p6-b200.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.p6e-gb200.36xlarge", // required * // InstanceCount: Number("int"), // required * // InstanceGroupName: "STRING_VALUE", // required * // }, * // ], * // TrainingPlanArn: "STRING_VALUE", * // InstancePlacementConfig: { * // EnableMultipleJobs: true || false, * // PlacementSpecifications: [ * // { * // UltraServerId: "STRING_VALUE", * // InstanceCount: Number("int"), // required * // }, * // ], * // }, * // }, * // VpcConfig: { * // SecurityGroupIds: [ // required * // "STRING_VALUE", * // ], * // Subnets: [ // required * // "STRING_VALUE", * // ], * // }, * // StoppingCondition: { * // MaxRuntimeInSeconds: Number("int"), * // MaxWaitTimeInSeconds: Number("int"), * // MaxPendingTimeInSeconds: Number("int"), * // }, * // CreationTime: new Date("TIMESTAMP"), * // TrainingStartTime: new Date("TIMESTAMP"), * // TrainingEndTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // SecondaryStatusTransitions: [ * // { * // Status: "Starting" || "LaunchingMLInstances" || "PreparingTrainingStack" || "Downloading" || "DownloadingTrainingImage" || "Training" || "Uploading" || "Stopping" || "Stopped" || "MaxRuntimeExceeded" || "Completed" || "Failed" || "Interrupted" || "MaxWaitTimeExceeded" || "Updating" || "Restarting" || "Pending", // required * // StartTime: new Date("TIMESTAMP"), // required * // EndTime: new Date("TIMESTAMP"), * // StatusMessage: "STRING_VALUE", * // }, * // ], * // FinalMetricDataList: [ * // { * // MetricName: "STRING_VALUE", * // Value: Number("float"), * // Timestamp: new Date("TIMESTAMP"), * // }, * // ], * // EnableNetworkIsolation: true || false, * // EnableInterContainerTrafficEncryption: true || false, * // EnableManagedSpotTraining: true || false, * // CheckpointConfig: { * // S3Uri: "STRING_VALUE", // required * // LocalPath: "STRING_VALUE", * // }, * // TrainingTimeInSeconds: Number("int"), * // BillableTimeInSeconds: Number("int"), * // DebugHookConfig: { * // LocalPath: "STRING_VALUE", * // S3OutputPath: "STRING_VALUE", // required * // HookParameters: { * // "": "STRING_VALUE", * // }, * // CollectionConfigurations: [ * // { * // CollectionName: "STRING_VALUE", * // CollectionParameters: { * // "": "STRING_VALUE", * // }, * // }, * // ], * // }, * // ExperimentConfig: { * // ExperimentName: "STRING_VALUE", * // TrialName: "STRING_VALUE", * // TrialComponentDisplayName: "STRING_VALUE", * // RunName: "STRING_VALUE", * // }, * // DebugRuleConfigurations: [ * // { * // RuleConfigurationName: "STRING_VALUE", // required * // LocalPath: "STRING_VALUE", * // S3OutputPath: "STRING_VALUE", * // RuleEvaluatorImage: "STRING_VALUE", // required * // InstanceType: "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.12xlarge" || "ml.g6.16xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.12xlarge" || "ml.g6e.16xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge", * // VolumeSizeInGB: Number("int"), * // RuleParameters: { * // "": "STRING_VALUE", * // }, * // }, * // ], * // TensorBoardOutputConfig: { * // LocalPath: "STRING_VALUE", * // S3OutputPath: "STRING_VALUE", // required * // }, * // DebugRuleEvaluationStatuses: [ * // { * // RuleConfigurationName: "STRING_VALUE", * // RuleEvaluationJobArn: "STRING_VALUE", * // RuleEvaluationStatus: "InProgress" || "NoIssuesFound" || "IssuesFound" || "Error" || "Stopping" || "Stopped", * // StatusDetails: "STRING_VALUE", * // LastModifiedTime: new Date("TIMESTAMP"), * // }, * // ], * // ProfilerConfig: { * // S3OutputPath: "STRING_VALUE", * // ProfilingIntervalInMilliseconds: Number("long"), * // ProfilingParameters: { * // "": "STRING_VALUE", * // }, * // DisableProfiler: true || false, * // }, * // Environment: { * // "": "STRING_VALUE", * // }, * // RetryStrategy: { * // MaximumRetryAttempts: Number("int"), // required * // }, * // Tags: [ * // { * // Key: "STRING_VALUE", // required * // Value: "STRING_VALUE", // required * // }, * // ], * // }, * // ProcessingJob: { // ProcessingJob * // ProcessingInputs: [ // ProcessingInputs * // { // ProcessingInput * // InputName: "STRING_VALUE", // required * // AppManaged: true || false, * // S3Input: { // ProcessingS3Input * // S3Uri: "STRING_VALUE", // required * // LocalPath: "STRING_VALUE", * // S3DataType: "ManifestFile" || "S3Prefix", // required * // S3InputMode: "Pipe" || "File", * // S3DataDistributionType: "FullyReplicated" || "ShardedByS3Key", * // S3CompressionType: "None" || "Gzip", * // }, * // DatasetDefinition: { // DatasetDefinition * // AthenaDatasetDefinition: { // AthenaDatasetDefinition * // Catalog: "STRING_VALUE", // required * // Database: "STRING_VALUE", // required * // QueryString: "STRING_VALUE", // required * // WorkGroup: "STRING_VALUE", * // OutputS3Uri: "STRING_VALUE", // required * // KmsKeyId: "STRING_VALUE", * // OutputFormat: "PARQUET" || "ORC" || "AVRO" || "JSON" || "TEXTFILE", // required * // OutputCompression: "GZIP" || "SNAPPY" || "ZLIB", * // }, * // RedshiftDatasetDefinition: { // RedshiftDatasetDefinition * // ClusterId: "STRING_VALUE", // required * // Database: "STRING_VALUE", // required * // DbUser: "STRING_VALUE", // required * // QueryString: "STRING_VALUE", // required * // ClusterRoleArn: "STRING_VALUE", // required * // OutputS3Uri: "STRING_VALUE", // required * // KmsKeyId: "STRING_VALUE", * // OutputFormat: "PARQUET" || "CSV", // required * // OutputCompression: "None" || "GZIP" || "BZIP2" || "ZSTD" || "SNAPPY", * // }, * // LocalPath: "STRING_VALUE", * // DataDistributionType: "FullyReplicated" || "ShardedByS3Key", * // InputMode: "Pipe" || "File", * // }, * // }, * // ], * // ProcessingOutputConfig: { // ProcessingOutputConfig * // Outputs: [ // ProcessingOutputs // required * // { // ProcessingOutput * // OutputName: "STRING_VALUE", // required * // S3Output: { // ProcessingS3Output * // S3Uri: "STRING_VALUE", // required * // LocalPath: "STRING_VALUE", * // S3UploadMode: "Continuous" || "EndOfJob", // required * // }, * // FeatureStoreOutput: { // ProcessingFeatureStoreOutput * // FeatureGroupName: "STRING_VALUE", // required * // }, * // AppManaged: true || false, * // }, * // ], * // KmsKeyId: "STRING_VALUE", * // }, * // ProcessingJobName: "STRING_VALUE", * // ProcessingResources: { // ProcessingResources * // ClusterConfig: { // ProcessingClusterConfig * // InstanceCount: Number("int"), // required * // InstanceType: "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.12xlarge" || "ml.g6.16xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.12xlarge" || "ml.g6e.16xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge", // required * // VolumeSizeInGB: Number("int"), // required * // VolumeKmsKeyId: "STRING_VALUE", * // }, * // }, * // StoppingCondition: { // ProcessingStoppingCondition * // MaxRuntimeInSeconds: Number("int"), // required * // }, * // AppSpecification: { // AppSpecification * // ImageUri: "STRING_VALUE", // required * // ContainerEntrypoint: [ // ContainerEntrypoint * // "STRING_VALUE", * // ], * // ContainerArguments: [ // ContainerArguments * // "STRING_VALUE", * // ], * // }, * // Environment: { // ProcessingEnvironmentMap * // "": "STRING_VALUE", * // }, * // NetworkConfig: { // NetworkConfig * // EnableInterContainerTrafficEncryption: true || false, * // EnableNetworkIsolation: true || false, * // VpcConfig: "", * // }, * // RoleArn: "STRING_VALUE", * // ExperimentConfig: { * // ExperimentName: "STRING_VALUE", * // TrialName: "STRING_VALUE", * // TrialComponentDisplayName: "STRING_VALUE", * // RunName: "STRING_VALUE", * // }, * // ProcessingJobArn: "STRING_VALUE", * // ProcessingJobStatus: "InProgress" || "Completed" || "Failed" || "Stopping" || "Stopped", * // ExitMessage: "STRING_VALUE", * // FailureReason: "STRING_VALUE", * // ProcessingEndTime: new Date("TIMESTAMP"), * // ProcessingStartTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // CreationTime: new Date("TIMESTAMP"), * // MonitoringScheduleArn: "STRING_VALUE", * // AutoMLJobArn: "STRING_VALUE", * // TrainingJobArn: "STRING_VALUE", * // Tags: [ * // { * // Key: "STRING_VALUE", // required * // Value: "STRING_VALUE", // required * // }, * // ], * // }, * // TransformJob: { // TransformJob * // TransformJobName: "STRING_VALUE", * // TransformJobArn: "STRING_VALUE", * // TransformJobStatus: "InProgress" || "Completed" || "Failed" || "Stopping" || "Stopped", * // FailureReason: "STRING_VALUE", * // ModelName: "STRING_VALUE", * // MaxConcurrentTransforms: Number("int"), * // ModelClientConfig: { // ModelClientConfig * // InvocationsTimeoutInSeconds: Number("int"), * // InvocationsMaxRetries: Number("int"), * // }, * // MaxPayloadInMB: Number("int"), * // BatchStrategy: "MultiRecord" || "SingleRecord", * // Environment: { // TransformEnvironmentMap * // "": "STRING_VALUE", * // }, * // TransformInput: { // TransformInput * // DataSource: { // TransformDataSource * // S3DataSource: { // TransformS3DataSource * // S3DataType: "ManifestFile" || "S3Prefix" || "AugmentedManifestFile" || "Converse", // required * // S3Uri: "STRING_VALUE", // required * // }, * // }, * // ContentType: "STRING_VALUE", * // CompressionType: "None" || "Gzip", * // SplitType: "None" || "Line" || "RecordIO" || "TFRecord", * // }, * // TransformOutput: { // TransformOutput * // S3OutputPath: "STRING_VALUE", // required * // Accept: "STRING_VALUE", * // AssembleWith: "None" || "Line", * // KmsKeyId: "STRING_VALUE", * // }, * // DataCaptureConfig: { // BatchDataCaptureConfig * // DestinationS3Uri: "STRING_VALUE", // required * // KmsKeyId: "STRING_VALUE", * // GenerateInferenceId: true || false, * // }, * // TransformResources: { // TransformResources * // InstanceType: "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.large" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r6i.large" || "ml.r6i.xlarge" || "ml.r6i.2xlarge" || "ml.r6i.4xlarge" || "ml.r6i.8xlarge" || "ml.r6i.12xlarge" || "ml.r6i.16xlarge" || "ml.r6i.24xlarge" || "ml.r6i.32xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.12xlarge" || "ml.g5.16xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.inf2.xlarge" || "ml.inf2.8xlarge" || "ml.inf2.24xlarge" || "ml.inf2.48xlarge", // required * // InstanceCount: Number("int"), // required * // VolumeKmsKeyId: "STRING_VALUE", * // TransformAmiVersion: "STRING_VALUE", * // }, * // CreationTime: new Date("TIMESTAMP"), * // TransformStartTime: new Date("TIMESTAMP"), * // TransformEndTime: new Date("TIMESTAMP"), * // LabelingJobArn: "STRING_VALUE", * // AutoMLJobArn: "STRING_VALUE", * // DataProcessing: { // DataProcessing * // InputFilter: "STRING_VALUE", * // OutputFilter: "STRING_VALUE", * // JoinSource: "Input" || "None", * // }, * // ExperimentConfig: { * // ExperimentName: "STRING_VALUE", * // TrialName: "STRING_VALUE", * // TrialComponentDisplayName: "STRING_VALUE", * // RunName: "STRING_VALUE", * // }, * // Tags: "", * // }, * // }, * // LineageGroupArn: "STRING_VALUE", * // Tags: "", * // Parents: [ // Parents * // { // Parent * // TrialName: "STRING_VALUE", * // ExperimentName: "STRING_VALUE", * // }, * // ], * // RunName: "STRING_VALUE", * // }, * // Endpoint: { // Endpoint * // EndpointName: "STRING_VALUE", // required * // EndpointArn: "STRING_VALUE", // required * // EndpointConfigName: "STRING_VALUE", // required * // ProductionVariants: [ // ProductionVariantSummaryList * // { // ProductionVariantSummary * // VariantName: "STRING_VALUE", // required * // DeployedImages: [ // DeployedImages * // { // DeployedImage * // SpecifiedImage: "STRING_VALUE", * // ResolvedImage: "STRING_VALUE", * // ResolutionTime: new Date("TIMESTAMP"), * // }, * // ], * // CurrentWeight: Number("float"), * // DesiredWeight: Number("float"), * // CurrentInstanceCount: Number("int"), * // DesiredInstanceCount: Number("int"), * // VariantStatus: [ // ProductionVariantStatusList * // { // ProductionVariantStatus * // Status: "Creating" || "Updating" || "Deleting" || "ActivatingTraffic" || "Baking", // required * // StatusMessage: "STRING_VALUE", * // StartTime: new Date("TIMESTAMP"), * // }, * // ], * // CurrentServerlessConfig: { // ProductionVariantServerlessConfig * // MemorySizeInMB: Number("int"), // required * // MaxConcurrency: Number("int"), // required * // ProvisionedConcurrency: Number("int"), * // }, * // DesiredServerlessConfig: { * // MemorySizeInMB: Number("int"), // required * // MaxConcurrency: Number("int"), // required * // ProvisionedConcurrency: Number("int"), * // }, * // ManagedInstanceScaling: { // ProductionVariantManagedInstanceScaling * // Status: "ENABLED" || "DISABLED", * // MinInstanceCount: Number("int"), * // MaxInstanceCount: Number("int"), * // }, * // RoutingConfig: { // ProductionVariantRoutingConfig * // RoutingStrategy: "LEAST_OUTSTANDING_REQUESTS" || "RANDOM", // required * // }, * // CapacityReservationConfig: { // ProductionVariantCapacityReservationSummary * // MlReservationArn: "STRING_VALUE", * // CapacityReservationPreference: "capacity-reservations-only", * // TotalInstanceCount: Number("int"), * // AvailableInstanceCount: Number("int"), * // UsedByCurrentEndpoint: Number("int"), * // Ec2CapacityReservations: [ // Ec2CapacityReservationsList * // { // Ec2CapacityReservation * // Ec2CapacityReservationId: "STRING_VALUE", * // TotalInstanceCount: Number("int"), * // AvailableInstanceCount: Number("int"), * // UsedByCurrentEndpoint: Number("int"), * // }, * // ], * // }, * // }, * // ], * // DataCaptureConfig: { // DataCaptureConfigSummary * // EnableCapture: true || false, // required * // CaptureStatus: "Started" || "Stopped", // required * // CurrentSamplingPercentage: Number("int"), // required * // DestinationS3Uri: "STRING_VALUE", // required * // KmsKeyId: "STRING_VALUE", // required * // }, * // EndpointStatus: "OutOfService" || "Creating" || "Updating" || "SystemUpdating" || "RollingBack" || "InService" || "Deleting" || "Failed" || "UpdateRollbackFailed", // required * // FailureReason: "STRING_VALUE", * // CreationTime: new Date("TIMESTAMP"), // required * // LastModifiedTime: new Date("TIMESTAMP"), // required * // MonitoringSchedules: [ // MonitoringScheduleList * // { // MonitoringSchedule * // MonitoringScheduleArn: "STRING_VALUE", * // MonitoringScheduleName: "STRING_VALUE", * // MonitoringScheduleStatus: "Pending" || "Failed" || "Scheduled" || "Stopped", * // MonitoringType: "DataQuality" || "ModelQuality" || "ModelBias" || "ModelExplainability", * // FailureReason: "STRING_VALUE", * // CreationTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // MonitoringScheduleConfig: { // MonitoringScheduleConfig * // ScheduleConfig: { // ScheduleConfig * // ScheduleExpression: "STRING_VALUE", // required * // DataAnalysisStartTime: "STRING_VALUE", * // DataAnalysisEndTime: "STRING_VALUE", * // }, * // MonitoringJobDefinition: { // MonitoringJobDefinition * // BaselineConfig: { // MonitoringBaselineConfig * // BaseliningJobName: "STRING_VALUE", * // ConstraintsResource: { // MonitoringConstraintsResource * // S3Uri: "STRING_VALUE", * // }, * // StatisticsResource: { // MonitoringStatisticsResource * // S3Uri: "STRING_VALUE", * // }, * // }, * // MonitoringInputs: [ // MonitoringInputs // required * // { // MonitoringInput * // EndpointInput: { // EndpointInput * // EndpointName: "STRING_VALUE", // required * // LocalPath: "STRING_VALUE", // required * // S3InputMode: "Pipe" || "File", * // S3DataDistributionType: "FullyReplicated" || "ShardedByS3Key", * // FeaturesAttribute: "STRING_VALUE", * // InferenceAttribute: "STRING_VALUE", * // ProbabilityAttribute: "STRING_VALUE", * // ProbabilityThresholdAttribute: Number("double"), * // StartTimeOffset: "STRING_VALUE", * // EndTimeOffset: "STRING_VALUE", * // ExcludeFeaturesAttribute: "STRING_VALUE", * // }, * // BatchTransformInput: { // BatchTransformInput * // DataCapturedDestinationS3Uri: "STRING_VALUE", // required * // DatasetFormat: { // MonitoringDatasetFormat * // Csv: { // MonitoringCsvDatasetFormat * // Header: true || false, * // }, * // Json: { // MonitoringJsonDatasetFormat * // Line: true || false, * // }, * // Parquet: {}, * // }, * // LocalPath: "STRING_VALUE", // required * // S3InputMode: "Pipe" || "File", * // S3DataDistributionType: "FullyReplicated" || "ShardedByS3Key", * // FeaturesAttribute: "STRING_VALUE", * // InferenceAttribute: "STRING_VALUE", * // ProbabilityAttribute: "STRING_VALUE", * // ProbabilityThresholdAttribute: Number("double"), * // StartTimeOffset: "STRING_VALUE", * // EndTimeOffset: "STRING_VALUE", * // ExcludeFeaturesAttribute: "STRING_VALUE", * // }, * // }, * // ], * // MonitoringOutputConfig: { // MonitoringOutputConfig * // MonitoringOutputs: [ // MonitoringOutputs // required * // { // MonitoringOutput * // S3Output: { // MonitoringS3Output * // S3Uri: "STRING_VALUE", // required * // LocalPath: "STRING_VALUE", // required * // S3UploadMode: "Continuous" || "EndOfJob", * // }, * // }, * // ], * // KmsKeyId: "STRING_VALUE", * // }, * // MonitoringResources: { // MonitoringResources * // ClusterConfig: { // MonitoringClusterConfig * // InstanceCount: Number("int"), // required * // InstanceType: "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.12xlarge" || "ml.g6.16xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.12xlarge" || "ml.g6e.16xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge", // required * // VolumeSizeInGB: Number("int"), // required * // VolumeKmsKeyId: "STRING_VALUE", * // }, * // }, * // MonitoringAppSpecification: { // MonitoringAppSpecification * // ImageUri: "STRING_VALUE", // required * // ContainerEntrypoint: [ * // "STRING_VALUE", * // ], * // ContainerArguments: [ // MonitoringContainerArguments * // "STRING_VALUE", * // ], * // RecordPreprocessorSourceUri: "STRING_VALUE", * // PostAnalyticsProcessorSourceUri: "STRING_VALUE", * // }, * // StoppingCondition: { // MonitoringStoppingCondition * // MaxRuntimeInSeconds: Number("int"), // required * // }, * // Environment: { // MonitoringEnvironmentMap * // "": "STRING_VALUE", * // }, * // NetworkConfig: { * // EnableInterContainerTrafficEncryption: true || false, * // EnableNetworkIsolation: true || false, * // VpcConfig: "", * // }, * // RoleArn: "STRING_VALUE", // required * // }, * // MonitoringJobDefinitionName: "STRING_VALUE", * // MonitoringType: "DataQuality" || "ModelQuality" || "ModelBias" || "ModelExplainability", * // }, * // EndpointName: "STRING_VALUE", * // LastMonitoringExecutionSummary: { // MonitoringExecutionSummary * // MonitoringScheduleName: "STRING_VALUE", // required * // ScheduledTime: new Date("TIMESTAMP"), // required * // CreationTime: new Date("TIMESTAMP"), // required * // LastModifiedTime: new Date("TIMESTAMP"), // required * // MonitoringExecutionStatus: "Pending" || "Completed" || "CompletedWithViolations" || "InProgress" || "Failed" || "Stopping" || "Stopped", // required * // ProcessingJobArn: "STRING_VALUE", * // EndpointName: "STRING_VALUE", * // FailureReason: "STRING_VALUE", * // MonitoringJobDefinitionName: "STRING_VALUE", * // MonitoringType: "DataQuality" || "ModelQuality" || "ModelBias" || "ModelExplainability", * // }, * // Tags: "", * // }, * // ], * // Tags: "", * // ShadowProductionVariants: [ * // { * // VariantName: "STRING_VALUE", // required * // DeployedImages: [ * // { * // SpecifiedImage: "STRING_VALUE", * // ResolvedImage: "STRING_VALUE", * // ResolutionTime: new Date("TIMESTAMP"), * // }, * // ], * // CurrentWeight: Number("float"), * // DesiredWeight: Number("float"), * // CurrentInstanceCount: Number("int"), * // DesiredInstanceCount: Number("int"), * // VariantStatus: [ * // { * // Status: "Creating" || "Updating" || "Deleting" || "ActivatingTraffic" || "Baking", // required * // StatusMessage: "STRING_VALUE", * // StartTime: new Date("TIMESTAMP"), * // }, * // ], * // CurrentServerlessConfig: { * // MemorySizeInMB: Number("int"), // required * // MaxConcurrency: Number("int"), // required * // ProvisionedConcurrency: Number("int"), * // }, * // DesiredServerlessConfig: { * // MemorySizeInMB: Number("int"), // required * // MaxConcurrency: Number("int"), // required * // ProvisionedConcurrency: Number("int"), * // }, * // ManagedInstanceScaling: { * // Status: "ENABLED" || "DISABLED", * // MinInstanceCount: Number("int"), * // MaxInstanceCount: Number("int"), * // }, * // RoutingConfig: { * // RoutingStrategy: "LEAST_OUTSTANDING_REQUESTS" || "RANDOM", // required * // }, * // CapacityReservationConfig: { * // MlReservationArn: "STRING_VALUE", * // CapacityReservationPreference: "capacity-reservations-only", * // TotalInstanceCount: Number("int"), * // AvailableInstanceCount: Number("int"), * // UsedByCurrentEndpoint: Number("int"), * // Ec2CapacityReservations: [ * // { * // Ec2CapacityReservationId: "STRING_VALUE", * // TotalInstanceCount: Number("int"), * // AvailableInstanceCount: Number("int"), * // UsedByCurrentEndpoint: Number("int"), * // }, * // ], * // }, * // }, * // ], * // }, * // ModelPackage: { // ModelPackage * // ModelPackageName: "STRING_VALUE", * // ModelPackageGroupName: "STRING_VALUE", * // ModelPackageVersion: Number("int"), * // ModelPackageArn: "STRING_VALUE", * // ModelPackageDescription: "STRING_VALUE", * // CreationTime: new Date("TIMESTAMP"), * // InferenceSpecification: { // InferenceSpecification * // Containers: [ // ModelPackageContainerDefinitionList // required * // { // ModelPackageContainerDefinition * // ContainerHostname: "STRING_VALUE", * // Image: "STRING_VALUE", // required * // ImageDigest: "STRING_VALUE", * // ModelDataUrl: "STRING_VALUE", * // ModelDataSource: { // ModelDataSource * // S3DataSource: { // S3ModelDataSource * // S3Uri: "STRING_VALUE", // required * // S3DataType: "S3Prefix" || "S3Object", // required * // CompressionType: "None" || "Gzip", // required * // ModelAccessConfig: "", * // HubAccessConfig: { // InferenceHubAccessConfig * // HubContentArn: "STRING_VALUE", // required * // }, * // ManifestS3Uri: "STRING_VALUE", * // ETag: "STRING_VALUE", * // ManifestEtag: "STRING_VALUE", * // }, * // }, * // ProductId: "STRING_VALUE", * // Environment: { // EnvironmentMap * // "": "STRING_VALUE", * // }, * // ModelInput: { // ModelInput * // DataInputConfig: "STRING_VALUE", // required * // }, * // Framework: "STRING_VALUE", * // FrameworkVersion: "STRING_VALUE", * // NearestModelName: "STRING_VALUE", * // AdditionalS3DataSource: { // AdditionalS3DataSource * // S3DataType: "S3Object" || "S3Prefix", // required * // S3Uri: "STRING_VALUE", // required * // CompressionType: "None" || "Gzip", * // ETag: "STRING_VALUE", * // }, * // ModelDataETag: "STRING_VALUE", * // }, * // ], * // SupportedTransformInstanceTypes: [ // TransformInstanceTypes * // "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.large" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r6i.large" || "ml.r6i.xlarge" || "ml.r6i.2xlarge" || "ml.r6i.4xlarge" || "ml.r6i.8xlarge" || "ml.r6i.12xlarge" || "ml.r6i.16xlarge" || "ml.r6i.24xlarge" || "ml.r6i.32xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.12xlarge" || "ml.g5.16xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.inf2.xlarge" || "ml.inf2.8xlarge" || "ml.inf2.24xlarge" || "ml.inf2.48xlarge", * // ], * // SupportedRealtimeInferenceInstanceTypes: [ // RealtimeInferenceInstanceTypes * // "ml.t2.medium" || "ml.t2.large" || "ml.t2.xlarge" || "ml.t2.2xlarge" || "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.m5d.large" || "ml.m5d.xlarge" || "ml.m5d.2xlarge" || "ml.m5d.4xlarge" || "ml.m5d.12xlarge" || "ml.m5d.24xlarge" || "ml.c4.large" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.large" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5d.large" || "ml.c5d.xlarge" || "ml.c5d.2xlarge" || "ml.c5d.4xlarge" || "ml.c5d.9xlarge" || "ml.c5d.18xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.12xlarge" || "ml.r5.24xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.12xlarge" || "ml.r5d.24xlarge" || "ml.inf1.xlarge" || "ml.inf1.2xlarge" || "ml.inf1.6xlarge" || "ml.inf1.24xlarge" || "ml.dl1.24xlarge" || "ml.c6i.large" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.r6i.large" || "ml.r6i.xlarge" || "ml.r6i.2xlarge" || "ml.r6i.4xlarge" || "ml.r6i.8xlarge" || "ml.r6i.12xlarge" || "ml.r6i.16xlarge" || "ml.r6i.24xlarge" || "ml.r6i.32xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.12xlarge" || "ml.g5.16xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.12xlarge" || "ml.g6.16xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.r8g.medium" || "ml.r8g.large" || "ml.r8g.xlarge" || "ml.r8g.2xlarge" || "ml.r8g.4xlarge" || "ml.r8g.8xlarge" || "ml.r8g.12xlarge" || "ml.r8g.16xlarge" || "ml.r8g.24xlarge" || "ml.r8g.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.12xlarge" || "ml.g6e.16xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.p4d.24xlarge" || "ml.c7g.large" || "ml.c7g.xlarge" || "ml.c7g.2xlarge" || "ml.c7g.4xlarge" || "ml.c7g.8xlarge" || "ml.c7g.12xlarge" || "ml.c7g.16xlarge" || "ml.m6g.large" || "ml.m6g.xlarge" || "ml.m6g.2xlarge" || "ml.m6g.4xlarge" || "ml.m6g.8xlarge" || "ml.m6g.12xlarge" || "ml.m6g.16xlarge" || "ml.m6gd.large" || "ml.m6gd.xlarge" || "ml.m6gd.2xlarge" || "ml.m6gd.4xlarge" || "ml.m6gd.8xlarge" || "ml.m6gd.12xlarge" || "ml.m6gd.16xlarge" || "ml.c6g.large" || "ml.c6g.xlarge" || "ml.c6g.2xlarge" || "ml.c6g.4xlarge" || "ml.c6g.8xlarge" || "ml.c6g.12xlarge" || "ml.c6g.16xlarge" || "ml.c6gd.large" || "ml.c6gd.xlarge" || "ml.c6gd.2xlarge" || "ml.c6gd.4xlarge" || "ml.c6gd.8xlarge" || "ml.c6gd.12xlarge" || "ml.c6gd.16xlarge" || "ml.c6gn.large" || "ml.c6gn.xlarge" || "ml.c6gn.2xlarge" || "ml.c6gn.4xlarge" || "ml.c6gn.8xlarge" || "ml.c6gn.12xlarge" || "ml.c6gn.16xlarge" || "ml.r6g.large" || "ml.r6g.xlarge" || "ml.r6g.2xlarge" || "ml.r6g.4xlarge" || "ml.r6g.8xlarge" || "ml.r6g.12xlarge" || "ml.r6g.16xlarge" || "ml.r6gd.large" || "ml.r6gd.xlarge" || "ml.r6gd.2xlarge" || "ml.r6gd.4xlarge" || "ml.r6gd.8xlarge" || "ml.r6gd.12xlarge" || "ml.r6gd.16xlarge" || "ml.p4de.24xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.inf2.xlarge" || "ml.inf2.8xlarge" || "ml.inf2.24xlarge" || "ml.inf2.48xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.c8g.medium" || "ml.c8g.large" || "ml.c8g.xlarge" || "ml.c8g.2xlarge" || "ml.c8g.4xlarge" || "ml.c8g.8xlarge" || "ml.c8g.12xlarge" || "ml.c8g.16xlarge" || "ml.c8g.24xlarge" || "ml.c8g.48xlarge" || "ml.r7gd.medium" || "ml.r7gd.large" || "ml.r7gd.xlarge" || "ml.r7gd.2xlarge" || "ml.r7gd.4xlarge" || "ml.r7gd.8xlarge" || "ml.r7gd.12xlarge" || "ml.r7gd.16xlarge" || "ml.m8g.medium" || "ml.m8g.large" || "ml.m8g.xlarge" || "ml.m8g.2xlarge" || "ml.m8g.4xlarge" || "ml.m8g.8xlarge" || "ml.m8g.12xlarge" || "ml.m8g.16xlarge" || "ml.m8g.24xlarge" || "ml.m8g.48xlarge" || "ml.c6in.large" || "ml.c6in.xlarge" || "ml.c6in.2xlarge" || "ml.c6in.4xlarge" || "ml.c6in.8xlarge" || "ml.c6in.12xlarge" || "ml.c6in.16xlarge" || "ml.c6in.24xlarge" || "ml.c6in.32xlarge" || "ml.p6-b200.48xlarge" || "ml.p6e-gb200.36xlarge", * // ], * // SupportedContentTypes: [ // ContentTypes * // "STRING_VALUE", * // ], * // SupportedResponseMIMETypes: [ // ResponseMIMETypes * // "STRING_VALUE", * // ], * // }, * // SourceAlgorithmSpecification: { // SourceAlgorithmSpecification * // SourceAlgorithms: [ // SourceAlgorithmList // required * // { // SourceAlgorithm * // ModelDataUrl: "STRING_VALUE", * // ModelDataSource: { * // S3DataSource: { * // S3Uri: "STRING_VALUE", // required * // S3DataType: "S3Prefix" || "S3Object", // required * // CompressionType: "None" || "Gzip", // required * // ModelAccessConfig: "", * // HubAccessConfig: { * // HubContentArn: "STRING_VALUE", // required * // }, * // ManifestS3Uri: "STRING_VALUE", * // ETag: "STRING_VALUE", * // ManifestEtag: "STRING_VALUE", * // }, * // }, * // ModelDataETag: "STRING_VALUE", * // AlgorithmName: "STRING_VALUE", // required * // }, * // ], * // }, * // ValidationSpecification: { // ModelPackageValidationSpecification * // ValidationRole: "STRING_VALUE", // required * // ValidationProfiles: [ // ModelPackageValidationProfiles // required * // { // ModelPackageValidationProfile * // ProfileName: "STRING_VALUE", // required * // TransformJobDefinition: { // TransformJobDefinition * // MaxConcurrentTransforms: Number("int"), * // MaxPayloadInMB: Number("int"), * // BatchStrategy: "MultiRecord" || "SingleRecord", * // Environment: { * // "": "STRING_VALUE", * // }, * // TransformInput: { * // DataSource: { * // S3DataSource: { * // S3DataType: "ManifestFile" || "S3Prefix" || "AugmentedManifestFile" || "Converse", // required * // S3Uri: "STRING_VALUE", // required * // }, * // }, * // ContentType: "STRING_VALUE", * // CompressionType: "None" || "Gzip", * // SplitType: "None" || "Line" || "RecordIO" || "TFRecord", * // }, * // TransformOutput: { * // S3OutputPath: "STRING_VALUE", // required * // Accept: "STRING_VALUE", * // AssembleWith: "None" || "Line", * // KmsKeyId: "STRING_VALUE", * // }, * // TransformResources: { * // InstanceType: "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.large" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r6i.large" || "ml.r6i.xlarge" || "ml.r6i.2xlarge" || "ml.r6i.4xlarge" || "ml.r6i.8xlarge" || "ml.r6i.12xlarge" || "ml.r6i.16xlarge" || "ml.r6i.24xlarge" || "ml.r6i.32xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.12xlarge" || "ml.g5.16xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.inf2.xlarge" || "ml.inf2.8xlarge" || "ml.inf2.24xlarge" || "ml.inf2.48xlarge", // required * // InstanceCount: Number("int"), // required * // VolumeKmsKeyId: "STRING_VALUE", * // TransformAmiVersion: "STRING_VALUE", * // }, * // }, * // }, * // ], * // }, * // ModelPackageStatus: "Pending" || "InProgress" || "Completed" || "Failed" || "Deleting", * // ModelPackageStatusDetails: { // ModelPackageStatusDetails * // ValidationStatuses: [ // ModelPackageStatusItemList // required * // { // ModelPackageStatusItem * // Name: "STRING_VALUE", // required * // Status: "NotStarted" || "InProgress" || "Completed" || "Failed", // required * // FailureReason: "STRING_VALUE", * // }, * // ], * // ImageScanStatuses: [ * // { * // Name: "STRING_VALUE", // required * // Status: "NotStarted" || "InProgress" || "Completed" || "Failed", // required * // FailureReason: "STRING_VALUE", * // }, * // ], * // }, * // CertifyForMarketplace: true || false, * // ModelApprovalStatus: "Approved" || "Rejected" || "PendingManualApproval", * // CreatedBy: "", * // MetadataProperties: { * // CommitId: "STRING_VALUE", * // Repository: "STRING_VALUE", * // GeneratedBy: "STRING_VALUE", * // ProjectId: "STRING_VALUE", * // }, * // ModelMetrics: { // ModelMetrics * // ModelQuality: { // ModelQuality * // Statistics: { // MetricsSource * // ContentType: "STRING_VALUE", // required * // ContentDigest: "STRING_VALUE", * // S3Uri: "STRING_VALUE", // required * // }, * // Constraints: { * // ContentType: "STRING_VALUE", // required * // ContentDigest: "STRING_VALUE", * // S3Uri: "STRING_VALUE", // required * // }, * // }, * // ModelDataQuality: { // ModelDataQuality * // Statistics: { * // ContentType: "STRING_VALUE", // required * // ContentDigest: "STRING_VALUE", * // S3Uri: "STRING_VALUE", // required * // }, * // Constraints: { * // ContentType: "STRING_VALUE", // required * // ContentDigest: "STRING_VALUE", * // S3Uri: "STRING_VALUE", // required * // }, * // }, * // Bias: { // Bias * // Report: { * // ContentType: "STRING_VALUE", // required * // ContentDigest: "STRING_VALUE", * // S3Uri: "STRING_VALUE", // required * // }, * // PreTrainingReport: "", * // PostTrainingReport: "", * // }, * // Explainability: { // Explainability * // Report: "", * // }, * // }, * // LastModifiedTime: new Date("TIMESTAMP"), * // LastModifiedBy: "", * // ApprovalDescription: "STRING_VALUE", * // Domain: "STRING_VALUE", * // Task: "STRING_VALUE", * // SamplePayloadUrl: "STRING_VALUE", * // AdditionalInferenceSpecifications: [ // AdditionalInferenceSpecifications * // { // AdditionalInferenceSpecificationDefinition * // Name: "STRING_VALUE", // required * // Description: "STRING_VALUE", * // Containers: [ // required * // { * // ContainerHostname: "STRING_VALUE", * // Image: "STRING_VALUE", // required * // ImageDigest: "STRING_VALUE", * // ModelDataUrl: "STRING_VALUE", * // ModelDataSource: { * // S3DataSource: { * // S3Uri: "STRING_VALUE", // required * // S3DataType: "S3Prefix" || "S3Object", // required * // CompressionType: "None" || "Gzip", // required * // ModelAccessConfig: "", * // HubAccessConfig: { * // HubContentArn: "STRING_VALUE", // required * // }, * // ManifestS3Uri: "STRING_VALUE", * // ETag: "STRING_VALUE", * // ManifestEtag: "STRING_VALUE", * // }, * // }, * // ProductId: "STRING_VALUE", * // Environment: { * // "": "STRING_VALUE", * // }, * // ModelInput: { * // DataInputConfig: "STRING_VALUE", // required * // }, * // Framework: "STRING_VALUE", * // FrameworkVersion: "STRING_VALUE", * // NearestModelName: "STRING_VALUE", * // AdditionalS3DataSource: { * // S3DataType: "S3Object" || "S3Prefix", // required * // S3Uri: "STRING_VALUE", // required * // CompressionType: "None" || "Gzip", * // ETag: "STRING_VALUE", * // }, * // ModelDataETag: "STRING_VALUE", * // }, * // ], * // SupportedTransformInstanceTypes: [ * // "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.large" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r6i.large" || "ml.r6i.xlarge" || "ml.r6i.2xlarge" || "ml.r6i.4xlarge" || "ml.r6i.8xlarge" || "ml.r6i.12xlarge" || "ml.r6i.16xlarge" || "ml.r6i.24xlarge" || "ml.r6i.32xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.12xlarge" || "ml.g5.16xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.inf2.xlarge" || "ml.inf2.8xlarge" || "ml.inf2.24xlarge" || "ml.inf2.48xlarge", * // ], * // SupportedRealtimeInferenceInstanceTypes: [ * // "ml.t2.medium" || "ml.t2.large" || "ml.t2.xlarge" || "ml.t2.2xlarge" || "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.m5d.large" || "ml.m5d.xlarge" || "ml.m5d.2xlarge" || "ml.m5d.4xlarge" || "ml.m5d.12xlarge" || "ml.m5d.24xlarge" || "ml.c4.large" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.large" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5d.large" || "ml.c5d.xlarge" || "ml.c5d.2xlarge" || "ml.c5d.4xlarge" || "ml.c5d.9xlarge" || "ml.c5d.18xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.12xlarge" || "ml.r5.24xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.12xlarge" || "ml.r5d.24xlarge" || "ml.inf1.xlarge" || "ml.inf1.2xlarge" || "ml.inf1.6xlarge" || "ml.inf1.24xlarge" || "ml.dl1.24xlarge" || "ml.c6i.large" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.r6i.large" || "ml.r6i.xlarge" || "ml.r6i.2xlarge" || "ml.r6i.4xlarge" || "ml.r6i.8xlarge" || "ml.r6i.12xlarge" || "ml.r6i.16xlarge" || "ml.r6i.24xlarge" || "ml.r6i.32xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.12xlarge" || "ml.g5.16xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.12xlarge" || "ml.g6.16xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.r8g.medium" || "ml.r8g.large" || "ml.r8g.xlarge" || "ml.r8g.2xlarge" || "ml.r8g.4xlarge" || "ml.r8g.8xlarge" || "ml.r8g.12xlarge" || "ml.r8g.16xlarge" || "ml.r8g.24xlarge" || "ml.r8g.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.12xlarge" || "ml.g6e.16xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.p4d.24xlarge" || "ml.c7g.large" || "ml.c7g.xlarge" || "ml.c7g.2xlarge" || "ml.c7g.4xlarge" || "ml.c7g.8xlarge" || "ml.c7g.12xlarge" || "ml.c7g.16xlarge" || "ml.m6g.large" || "ml.m6g.xlarge" || "ml.m6g.2xlarge" || "ml.m6g.4xlarge" || "ml.m6g.8xlarge" || "ml.m6g.12xlarge" || "ml.m6g.16xlarge" || "ml.m6gd.large" || "ml.m6gd.xlarge" || "ml.m6gd.2xlarge" || "ml.m6gd.4xlarge" || "ml.m6gd.8xlarge" || "ml.m6gd.12xlarge" || "ml.m6gd.16xlarge" || "ml.c6g.large" || "ml.c6g.xlarge" || "ml.c6g.2xlarge" || "ml.c6g.4xlarge" || "ml.c6g.8xlarge" || "ml.c6g.12xlarge" || "ml.c6g.16xlarge" || "ml.c6gd.large" || "ml.c6gd.xlarge" || "ml.c6gd.2xlarge" || "ml.c6gd.4xlarge" || "ml.c6gd.8xlarge" || "ml.c6gd.12xlarge" || "ml.c6gd.16xlarge" || "ml.c6gn.large" || "ml.c6gn.xlarge" || "ml.c6gn.2xlarge" || "ml.c6gn.4xlarge" || "ml.c6gn.8xlarge" || "ml.c6gn.12xlarge" || "ml.c6gn.16xlarge" || "ml.r6g.large" || "ml.r6g.xlarge" || "ml.r6g.2xlarge" || "ml.r6g.4xlarge" || "ml.r6g.8xlarge" || "ml.r6g.12xlarge" || "ml.r6g.16xlarge" || "ml.r6gd.large" || "ml.r6gd.xlarge" || "ml.r6gd.2xlarge" || "ml.r6gd.4xlarge" || "ml.r6gd.8xlarge" || "ml.r6gd.12xlarge" || "ml.r6gd.16xlarge" || "ml.p4de.24xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.inf2.xlarge" || "ml.inf2.8xlarge" || "ml.inf2.24xlarge" || "ml.inf2.48xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.c8g.medium" || "ml.c8g.large" || "ml.c8g.xlarge" || "ml.c8g.2xlarge" || "ml.c8g.4xlarge" || "ml.c8g.8xlarge" || "ml.c8g.12xlarge" || "ml.c8g.16xlarge" || "ml.c8g.24xlarge" || "ml.c8g.48xlarge" || "ml.r7gd.medium" || "ml.r7gd.large" || "ml.r7gd.xlarge" || "ml.r7gd.2xlarge" || "ml.r7gd.4xlarge" || "ml.r7gd.8xlarge" || "ml.r7gd.12xlarge" || "ml.r7gd.16xlarge" || "ml.m8g.medium" || "ml.m8g.large" || "ml.m8g.xlarge" || "ml.m8g.2xlarge" || "ml.m8g.4xlarge" || "ml.m8g.8xlarge" || "ml.m8g.12xlarge" || "ml.m8g.16xlarge" || "ml.m8g.24xlarge" || "ml.m8g.48xlarge" || "ml.c6in.large" || "ml.c6in.xlarge" || "ml.c6in.2xlarge" || "ml.c6in.4xlarge" || "ml.c6in.8xlarge" || "ml.c6in.12xlarge" || "ml.c6in.16xlarge" || "ml.c6in.24xlarge" || "ml.c6in.32xlarge" || "ml.p6-b200.48xlarge" || "ml.p6e-gb200.36xlarge", * // ], * // SupportedContentTypes: [ * // "STRING_VALUE", * // ], * // SupportedResponseMIMETypes: [ * // "STRING_VALUE", * // ], * // }, * // ], * // SourceUri: "STRING_VALUE", * // SecurityConfig: { // ModelPackageSecurityConfig * // KmsKeyId: "STRING_VALUE", // required * // }, * // ModelCard: { // ModelPackageModelCard * // ModelCardContent: "STRING_VALUE", * // ModelCardStatus: "Draft" || "PendingReview" || "Approved" || "Archived", * // }, * // ModelLifeCycle: { // ModelLifeCycle * // Stage: "STRING_VALUE", // required * // StageStatus: "STRING_VALUE", // required * // StageDescription: "STRING_VALUE", * // }, * // Tags: "", * // CustomerMetadataProperties: { // CustomerMetadataMap * // "": "STRING_VALUE", * // }, * // DriftCheckBaselines: { // DriftCheckBaselines * // Bias: { // DriftCheckBias * // ConfigFile: { // FileSource * // ContentType: "STRING_VALUE", * // ContentDigest: "STRING_VALUE", * // S3Uri: "STRING_VALUE", // required * // }, * // PreTrainingConstraints: "", * // PostTrainingConstraints: "", * // }, * // Explainability: { // DriftCheckExplainability * // Constraints: "", * // ConfigFile: { * // ContentType: "STRING_VALUE", * // ContentDigest: "STRING_VALUE", * // S3Uri: "STRING_VALUE", // required * // }, * // }, * // ModelQuality: { // DriftCheckModelQuality * // Statistics: "", * // Constraints: "", * // }, * // ModelDataQuality: { // DriftCheckModelDataQuality * // Statistics: "", * // Constraints: "", * // }, * // }, * // SkipModelValidation: "All" || "None", * // }, * // ModelPackageGroup: { // ModelPackageGroup * // ModelPackageGroupName: "STRING_VALUE", * // ModelPackageGroupArn: "STRING_VALUE", * // ModelPackageGroupDescription: "STRING_VALUE", * // CreationTime: new Date("TIMESTAMP"), * // CreatedBy: "", * // ModelPackageGroupStatus: "Pending" || "InProgress" || "Completed" || "Failed" || "Deleting" || "DeleteFailed", * // Tags: "", * // }, * // Pipeline: { // Pipeline * // PipelineArn: "STRING_VALUE", * // PipelineName: "STRING_VALUE", * // PipelineDisplayName: "STRING_VALUE", * // PipelineDescription: "STRING_VALUE", * // RoleArn: "STRING_VALUE", * // PipelineStatus: "Active" || "Deleting", * // CreationTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // LastRunTime: new Date("TIMESTAMP"), * // CreatedBy: "", * // LastModifiedBy: "", * // ParallelismConfiguration: { // ParallelismConfiguration * // MaxParallelExecutionSteps: Number("int"), // required * // }, * // Tags: "", * // }, * // PipelineExecution: { // PipelineExecution * // PipelineArn: "STRING_VALUE", * // PipelineExecutionArn: "STRING_VALUE", * // PipelineExecutionDisplayName: "STRING_VALUE", * // PipelineExecutionStatus: "Executing" || "Stopping" || "Stopped" || "Failed" || "Succeeded", * // PipelineExecutionDescription: "STRING_VALUE", * // PipelineExperimentConfig: { // PipelineExperimentConfig * // ExperimentName: "STRING_VALUE", * // TrialName: "STRING_VALUE", * // }, * // FailureReason: "STRING_VALUE", * // CreationTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // CreatedBy: "", * // LastModifiedBy: "", * // ParallelismConfiguration: { * // MaxParallelExecutionSteps: Number("int"), // required * // }, * // SelectiveExecutionConfig: { // SelectiveExecutionConfig * // SourcePipelineExecutionArn: "STRING_VALUE", * // SelectedSteps: [ // SelectedStepList // required * // { // SelectedStep * // StepName: "STRING_VALUE", // required * // }, * // ], * // }, * // PipelineParameters: [ // ParameterList * // { // Parameter * // Name: "STRING_VALUE", // required * // Value: "STRING_VALUE", // required * // }, * // ], * // PipelineVersionId: Number("long"), * // PipelineVersionDisplayName: "STRING_VALUE", * // }, * // PipelineVersion: { // PipelineVersion * // PipelineArn: "STRING_VALUE", * // PipelineVersionId: Number("long"), * // PipelineVersionDisplayName: "STRING_VALUE", * // PipelineVersionDescription: "STRING_VALUE", * // CreationTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // CreatedBy: "", * // LastModifiedBy: "", * // LastExecutedPipelineExecutionArn: "STRING_VALUE", * // LastExecutedPipelineExecutionDisplayName: "STRING_VALUE", * // LastExecutedPipelineExecutionStatus: "Executing" || "Stopping" || "Stopped" || "Failed" || "Succeeded", * // }, * // FeatureGroup: { // FeatureGroup * // FeatureGroupArn: "STRING_VALUE", * // FeatureGroupName: "STRING_VALUE", * // RecordIdentifierFeatureName: "STRING_VALUE", * // EventTimeFeatureName: "STRING_VALUE", * // FeatureDefinitions: [ // FeatureDefinitions * // { // FeatureDefinition * // FeatureName: "STRING_VALUE", // required * // FeatureType: "Integral" || "Fractional" || "String", // required * // CollectionType: "List" || "Set" || "Vector", * // CollectionConfig: { // CollectionConfig Union: only one key present * // VectorConfig: { // VectorConfig * // Dimension: Number("int"), // required * // }, * // }, * // }, * // ], * // CreationTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // OnlineStoreConfig: { // OnlineStoreConfig * // SecurityConfig: { // OnlineStoreSecurityConfig * // KmsKeyId: "STRING_VALUE", * // }, * // EnableOnlineStore: true || false, * // TtlDuration: { // TtlDuration * // Unit: "Seconds" || "Minutes" || "Hours" || "Days" || "Weeks", * // Value: Number("int"), * // }, * // StorageType: "Standard" || "InMemory", * // }, * // OfflineStoreConfig: { // OfflineStoreConfig * // S3StorageConfig: { // S3StorageConfig * // S3Uri: "STRING_VALUE", // required * // KmsKeyId: "STRING_VALUE", * // ResolvedOutputS3Uri: "STRING_VALUE", * // }, * // DisableGlueTableCreation: true || false, * // DataCatalogConfig: { // DataCatalogConfig * // TableName: "STRING_VALUE", // required * // Catalog: "STRING_VALUE", // required * // Database: "STRING_VALUE", // required * // }, * // TableFormat: "Default" || "Glue" || "Iceberg", * // }, * // RoleArn: "STRING_VALUE", * // FeatureGroupStatus: "Creating" || "Created" || "CreateFailed" || "Deleting" || "DeleteFailed", * // OfflineStoreStatus: { // OfflineStoreStatus * // Status: "Active" || "Blocked" || "Disabled", // required * // BlockedReason: "STRING_VALUE", * // }, * // LastUpdateStatus: { // LastUpdateStatus * // Status: "Successful" || "Failed" || "InProgress", // required * // FailureReason: "STRING_VALUE", * // }, * // FailureReason: "STRING_VALUE", * // Description: "STRING_VALUE", * // Tags: "", * // }, * // FeatureMetadata: { // FeatureMetadata * // FeatureGroupArn: "STRING_VALUE", * // FeatureGroupName: "STRING_VALUE", * // FeatureName: "STRING_VALUE", * // FeatureType: "Integral" || "Fractional" || "String", * // CreationTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // Description: "STRING_VALUE", * // Parameters: [ // FeatureParameters * // { // FeatureParameter * // Key: "STRING_VALUE", * // Value: "STRING_VALUE", * // }, * // ], * // }, * // Project: { // Project * // ProjectArn: "STRING_VALUE", * // ProjectName: "STRING_VALUE", * // ProjectId: "STRING_VALUE", * // ProjectDescription: "STRING_VALUE", * // ServiceCatalogProvisioningDetails: { // ServiceCatalogProvisioningDetails * // ProductId: "STRING_VALUE", // required * // ProvisioningArtifactId: "STRING_VALUE", * // PathId: "STRING_VALUE", * // ProvisioningParameters: [ // ProvisioningParameters * // { // ProvisioningParameter * // Key: "STRING_VALUE", * // Value: "STRING_VALUE", * // }, * // ], * // }, * // ServiceCatalogProvisionedProductDetails: { // ServiceCatalogProvisionedProductDetails * // ProvisionedProductId: "STRING_VALUE", * // ProvisionedProductStatusMessage: "STRING_VALUE", * // }, * // ProjectStatus: "Pending" || "CreateInProgress" || "CreateCompleted" || "CreateFailed" || "DeleteInProgress" || "DeleteFailed" || "DeleteCompleted" || "UpdateInProgress" || "UpdateCompleted" || "UpdateFailed", * // CreatedBy: "", * // CreationTime: new Date("TIMESTAMP"), * // TemplateProviderDetails: [ // TemplateProviderDetailList * // { // TemplateProviderDetail * // CfnTemplateProviderDetail: { // CfnTemplateProviderDetail * // TemplateName: "STRING_VALUE", // required * // TemplateURL: "STRING_VALUE", // required * // RoleARN: "STRING_VALUE", * // Parameters: [ // CfnStackParameters * // { // CfnStackParameter * // Key: "STRING_VALUE", // required * // Value: "STRING_VALUE", * // }, * // ], * // StackDetail: { // CfnStackDetail * // Name: "STRING_VALUE", * // Id: "STRING_VALUE", * // StatusMessage: "STRING_VALUE", // required * // }, * // }, * // }, * // ], * // Tags: "", * // LastModifiedTime: new Date("TIMESTAMP"), * // LastModifiedBy: "", * // }, * // HyperParameterTuningJob: { // HyperParameterTuningJobSearchEntity * // HyperParameterTuningJobName: "STRING_VALUE", * // HyperParameterTuningJobArn: "STRING_VALUE", * // HyperParameterTuningJobConfig: { // HyperParameterTuningJobConfig * // Strategy: "Bayesian" || "Random" || "Hyperband" || "Grid", // required * // StrategyConfig: { // HyperParameterTuningJobStrategyConfig * // HyperbandStrategyConfig: { // HyperbandStrategyConfig * // MinResource: Number("int"), * // MaxResource: Number("int"), * // }, * // }, * // HyperParameterTuningJobObjective: { // HyperParameterTuningJobObjective * // Type: "Maximize" || "Minimize", // required * // MetricName: "STRING_VALUE", // required * // }, * // ResourceLimits: { // ResourceLimits * // MaxNumberOfTrainingJobs: Number("int"), * // MaxParallelTrainingJobs: Number("int"), // required * // MaxRuntimeInSeconds: Number("int"), * // }, * // ParameterRanges: { // ParameterRanges * // IntegerParameterRanges: [ // IntegerParameterRanges * // { // IntegerParameterRange * // Name: "STRING_VALUE", // required * // MinValue: "STRING_VALUE", // required * // MaxValue: "STRING_VALUE", // required * // ScalingType: "Auto" || "Linear" || "Logarithmic" || "ReverseLogarithmic", * // }, * // ], * // ContinuousParameterRanges: [ // ContinuousParameterRanges * // { // ContinuousParameterRange * // Name: "STRING_VALUE", // required * // MinValue: "STRING_VALUE", // required * // MaxValue: "STRING_VALUE", // required * // ScalingType: "Auto" || "Linear" || "Logarithmic" || "ReverseLogarithmic", * // }, * // ], * // CategoricalParameterRanges: [ // CategoricalParameterRanges * // { // CategoricalParameterRange * // Name: "STRING_VALUE", // required * // Values: [ // ParameterValues // required * // "STRING_VALUE", * // ], * // }, * // ], * // AutoParameters: [ // AutoParameters * // { // AutoParameter * // Name: "STRING_VALUE", // required * // ValueHint: "STRING_VALUE", // required * // }, * // ], * // }, * // TrainingJobEarlyStoppingType: "Off" || "Auto", * // TuningJobCompletionCriteria: { // TuningJobCompletionCriteria * // TargetObjectiveMetricValue: Number("float"), * // BestObjectiveNotImproving: { // BestObjectiveNotImproving * // MaxNumberOfTrainingJobsNotImproving: Number("int"), * // }, * // ConvergenceDetected: { // ConvergenceDetected * // CompleteOnConvergence: "Disabled" || "Enabled", * // }, * // }, * // RandomSeed: Number("int"), * // }, * // TrainingJobDefinition: { // HyperParameterTrainingJobDefinition * // DefinitionName: "STRING_VALUE", * // TuningObjective: { * // Type: "Maximize" || "Minimize", // required * // MetricName: "STRING_VALUE", // required * // }, * // HyperParameterRanges: { * // IntegerParameterRanges: [ * // { * // Name: "STRING_VALUE", // required * // MinValue: "STRING_VALUE", // required * // MaxValue: "STRING_VALUE", // required * // ScalingType: "Auto" || "Linear" || "Logarithmic" || "ReverseLogarithmic", * // }, * // ], * // ContinuousParameterRanges: [ * // { * // Name: "STRING_VALUE", // required * // MinValue: "STRING_VALUE", // required * // MaxValue: "STRING_VALUE", // required * // ScalingType: "Auto" || "Linear" || "Logarithmic" || "ReverseLogarithmic", * // }, * // ], * // CategoricalParameterRanges: [ * // { * // Name: "STRING_VALUE", // required * // Values: [ // required * // "STRING_VALUE", * // ], * // }, * // ], * // AutoParameters: [ * // { * // Name: "STRING_VALUE", // required * // ValueHint: "STRING_VALUE", // required * // }, * // ], * // }, * // StaticHyperParameters: "", * // AlgorithmSpecification: { // HyperParameterAlgorithmSpecification * // TrainingImage: "STRING_VALUE", * // TrainingInputMode: "Pipe" || "File" || "FastFile", // required * // AlgorithmName: "STRING_VALUE", * // MetricDefinitions: "", * // }, * // RoleArn: "STRING_VALUE", // required * // InputDataConfig: "", * // VpcConfig: "", * // OutputDataConfig: "", // required * // ResourceConfig: "", * // HyperParameterTuningResourceConfig: { // HyperParameterTuningResourceConfig * // InstanceType: "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.p3dn.24xlarge" || "ml.p4d.24xlarge" || "ml.p4de.24xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.16xlarge" || "ml.g6.12xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.16xlarge" || "ml.g6e.12xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.8xlarge" || "ml.c6i.4xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.p6-b200.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.p6e-gb200.36xlarge", * // InstanceCount: Number("int"), * // VolumeSizeInGB: Number("int"), * // VolumeKmsKeyId: "STRING_VALUE", * // AllocationStrategy: "Prioritized", * // InstanceConfigs: [ // HyperParameterTuningInstanceConfigs * // { // HyperParameterTuningInstanceConfig * // InstanceType: "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.p3dn.24xlarge" || "ml.p4d.24xlarge" || "ml.p4de.24xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.16xlarge" || "ml.g6.12xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.16xlarge" || "ml.g6e.12xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.8xlarge" || "ml.c6i.4xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.p6-b200.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.p6e-gb200.36xlarge", // required * // InstanceCount: Number("int"), // required * // VolumeSizeInGB: Number("int"), // required * // }, * // ], * // }, * // StoppingCondition: "", // required * // EnableNetworkIsolation: true || false, * // EnableInterContainerTrafficEncryption: true || false, * // EnableManagedSpotTraining: true || false, * // CheckpointConfig: "", * // RetryStrategy: "", * // Environment: { // HyperParameterTrainingJobEnvironmentMap * // "": "STRING_VALUE", * // }, * // }, * // TrainingJobDefinitions: [ // HyperParameterTrainingJobDefinitions * // { * // DefinitionName: "STRING_VALUE", * // TuningObjective: { * // Type: "Maximize" || "Minimize", // required * // MetricName: "STRING_VALUE", // required * // }, * // HyperParameterRanges: { * // IntegerParameterRanges: [ * // { * // Name: "STRING_VALUE", // required * // MinValue: "STRING_VALUE", // required * // MaxValue: "STRING_VALUE", // required * // ScalingType: "Auto" || "Linear" || "Logarithmic" || "ReverseLogarithmic", * // }, * // ], * // ContinuousParameterRanges: [ * // { * // Name: "STRING_VALUE", // required * // MinValue: "STRING_VALUE", // required * // MaxValue: "STRING_VALUE", // required * // ScalingType: "Auto" || "Linear" || "Logarithmic" || "ReverseLogarithmic", * // }, * // ], * // CategoricalParameterRanges: [ * // { * // Name: "STRING_VALUE", // required * // Values: [ // required * // "STRING_VALUE", * // ], * // }, * // ], * // AutoParameters: [ * // { * // Name: "STRING_VALUE", // required * // ValueHint: "STRING_VALUE", // required * // }, * // ], * // }, * // StaticHyperParameters: "", * // AlgorithmSpecification: { * // TrainingImage: "STRING_VALUE", * // TrainingInputMode: "Pipe" || "File" || "FastFile", // required * // AlgorithmName: "STRING_VALUE", * // MetricDefinitions: "", * // }, * // RoleArn: "STRING_VALUE", // required * // InputDataConfig: "", * // VpcConfig: "", * // OutputDataConfig: "", // required * // ResourceConfig: "", * // HyperParameterTuningResourceConfig: { * // InstanceType: "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.p3dn.24xlarge" || "ml.p4d.24xlarge" || "ml.p4de.24xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.16xlarge" || "ml.g6.12xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.16xlarge" || "ml.g6e.12xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.8xlarge" || "ml.c6i.4xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.p6-b200.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.p6e-gb200.36xlarge", * // InstanceCount: Number("int"), * // VolumeSizeInGB: Number("int"), * // VolumeKmsKeyId: "STRING_VALUE", * // AllocationStrategy: "Prioritized", * // InstanceConfigs: [ * // { * // InstanceType: "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.p3dn.24xlarge" || "ml.p4d.24xlarge" || "ml.p4de.24xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.16xlarge" || "ml.g6.12xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.16xlarge" || "ml.g6e.12xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.8xlarge" || "ml.c6i.4xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.p6-b200.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.p6e-gb200.36xlarge", // required * // InstanceCount: Number("int"), // required * // VolumeSizeInGB: Number("int"), // required * // }, * // ], * // }, * // StoppingCondition: "", // required * // EnableNetworkIsolation: true || false, * // EnableInterContainerTrafficEncryption: true || false, * // EnableManagedSpotTraining: true || false, * // CheckpointConfig: "", * // RetryStrategy: "", * // Environment: { * // "": "STRING_VALUE", * // }, * // }, * // ], * // HyperParameterTuningJobStatus: "Completed" || "InProgress" || "Failed" || "Stopped" || "Stopping" || "Deleting" || "DeleteFailed", * // CreationTime: new Date("TIMESTAMP"), * // HyperParameterTuningEndTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // TrainingJobStatusCounters: { // TrainingJobStatusCounters * // Completed: Number("int"), * // InProgress: Number("int"), * // RetryableError: Number("int"), * // NonRetryableError: Number("int"), * // Stopped: Number("int"), * // }, * // ObjectiveStatusCounters: { // ObjectiveStatusCounters * // Succeeded: Number("int"), * // Pending: Number("int"), * // Failed: Number("int"), * // }, * // BestTrainingJob: { // HyperParameterTrainingJobSummary * // TrainingJobDefinitionName: "STRING_VALUE", * // TrainingJobName: "STRING_VALUE", // required * // TrainingJobArn: "STRING_VALUE", // required * // TuningJobName: "STRING_VALUE", * // CreationTime: new Date("TIMESTAMP"), // required * // TrainingStartTime: new Date("TIMESTAMP"), * // TrainingEndTime: new Date("TIMESTAMP"), * // TrainingJobStatus: "InProgress" || "Completed" || "Failed" || "Stopping" || "Stopped", // required * // TunedHyperParameters: "", // required * // FailureReason: "STRING_VALUE", * // FinalHyperParameterTuningJobObjectiveMetric: { // FinalHyperParameterTuningJobObjectiveMetric * // Type: "Maximize" || "Minimize", * // MetricName: "STRING_VALUE", // required * // Value: Number("float"), // required * // }, * // ObjectiveStatus: "Succeeded" || "Pending" || "Failed", * // }, * // OverallBestTrainingJob: { * // TrainingJobDefinitionName: "STRING_VALUE", * // TrainingJobName: "STRING_VALUE", // required * // TrainingJobArn: "STRING_VALUE", // required * // TuningJobName: "STRING_VALUE", * // CreationTime: new Date("TIMESTAMP"), // required * // TrainingStartTime: new Date("TIMESTAMP"), * // TrainingEndTime: new Date("TIMESTAMP"), * // TrainingJobStatus: "InProgress" || "Completed" || "Failed" || "Stopping" || "Stopped", // required * // TunedHyperParameters: "", // required * // FailureReason: "STRING_VALUE", * // FinalHyperParameterTuningJobObjectiveMetric: { * // Type: "Maximize" || "Minimize", * // MetricName: "STRING_VALUE", // required * // Value: Number("float"), // required * // }, * // ObjectiveStatus: "Succeeded" || "Pending" || "Failed", * // }, * // WarmStartConfig: { // HyperParameterTuningJobWarmStartConfig * // ParentHyperParameterTuningJobs: [ // ParentHyperParameterTuningJobs // required * // { // ParentHyperParameterTuningJob * // HyperParameterTuningJobName: "STRING_VALUE", * // }, * // ], * // WarmStartType: "IdenticalDataAndAlgorithm" || "TransferLearning", // required * // }, * // FailureReason: "STRING_VALUE", * // TuningJobCompletionDetails: { // HyperParameterTuningJobCompletionDetails * // NumberOfTrainingJobsObjectiveNotImproving: Number("int"), * // ConvergenceDetectedTime: new Date("TIMESTAMP"), * // }, * // ConsumedResources: { // HyperParameterTuningJobConsumedResources * // RuntimeInSeconds: Number("int"), * // }, * // Tags: "", * // }, * // ModelCard: { // ModelCard * // ModelCardArn: "STRING_VALUE", * // ModelCardName: "STRING_VALUE", * // ModelCardVersion: Number("int"), * // Content: "STRING_VALUE", * // ModelCardStatus: "Draft" || "PendingReview" || "Approved" || "Archived", * // SecurityConfig: { // ModelCardSecurityConfig * // KmsKeyId: "STRING_VALUE", * // }, * // CreationTime: new Date("TIMESTAMP"), * // CreatedBy: "", * // LastModifiedTime: new Date("TIMESTAMP"), * // LastModifiedBy: "", * // Tags: "", * // ModelId: "STRING_VALUE", * // RiskRating: "STRING_VALUE", * // ModelPackageGroupName: "STRING_VALUE", * // }, * // Model: { // ModelDashboardModel * // Model: { // Model * // ModelName: "STRING_VALUE", * // PrimaryContainer: { // ContainerDefinition * // ContainerHostname: "STRING_VALUE", * // Image: "STRING_VALUE", * // ImageConfig: { // ImageConfig * // RepositoryAccessMode: "Platform" || "Vpc", // required * // RepositoryAuthConfig: { // RepositoryAuthConfig * // RepositoryCredentialsProviderArn: "STRING_VALUE", // required * // }, * // }, * // Mode: "SingleModel" || "MultiModel", * // ModelDataUrl: "STRING_VALUE", * // ModelDataSource: "", * // AdditionalModelDataSources: [ // AdditionalModelDataSources * // { // AdditionalModelDataSource * // ChannelName: "STRING_VALUE", // required * // S3DataSource: { * // S3Uri: "STRING_VALUE", // required * // S3DataType: "S3Prefix" || "S3Object", // required * // CompressionType: "None" || "Gzip", // required * // ModelAccessConfig: "", * // HubAccessConfig: { * // HubContentArn: "STRING_VALUE", // required * // }, * // ManifestS3Uri: "STRING_VALUE", * // ETag: "STRING_VALUE", * // ManifestEtag: "STRING_VALUE", * // }, * // }, * // ], * // Environment: "", * // ModelPackageName: "STRING_VALUE", * // InferenceSpecificationName: "STRING_VALUE", * // MultiModelConfig: { // MultiModelConfig * // ModelCacheSetting: "Enabled" || "Disabled", * // }, * // }, * // Containers: [ // ContainerDefinitionList * // { * // ContainerHostname: "STRING_VALUE", * // Image: "STRING_VALUE", * // ImageConfig: { * // RepositoryAccessMode: "Platform" || "Vpc", // required * // RepositoryAuthConfig: { * // RepositoryCredentialsProviderArn: "STRING_VALUE", // required * // }, * // }, * // Mode: "SingleModel" || "MultiModel", * // ModelDataUrl: "STRING_VALUE", * // ModelDataSource: "", * // AdditionalModelDataSources: [ * // { * // ChannelName: "STRING_VALUE", // required * // S3DataSource: { * // S3Uri: "STRING_VALUE", // required * // S3DataType: "S3Prefix" || "S3Object", // required * // CompressionType: "None" || "Gzip", // required * // ModelAccessConfig: "", * // HubAccessConfig: { * // HubContentArn: "STRING_VALUE", // required * // }, * // ManifestS3Uri: "STRING_VALUE", * // ETag: "STRING_VALUE", * // ManifestEtag: "STRING_VALUE", * // }, * // }, * // ], * // Environment: "", * // ModelPackageName: "STRING_VALUE", * // InferenceSpecificationName: "STRING_VALUE", * // MultiModelConfig: { * // ModelCacheSetting: "Enabled" || "Disabled", * // }, * // }, * // ], * // InferenceExecutionConfig: { // InferenceExecutionConfig * // Mode: "Serial" || "Direct", // required * // }, * // ExecutionRoleArn: "STRING_VALUE", * // VpcConfig: "", * // CreationTime: new Date("TIMESTAMP"), * // ModelArn: "STRING_VALUE", * // EnableNetworkIsolation: true || false, * // Tags: "", * // DeploymentRecommendation: { // DeploymentRecommendation * // RecommendationStatus: "IN_PROGRESS" || "COMPLETED" || "FAILED" || "NOT_APPLICABLE", // required * // RealTimeInferenceRecommendations: [ // RealTimeInferenceRecommendations * // { // RealTimeInferenceRecommendation * // RecommendationId: "STRING_VALUE", // required * // InstanceType: "ml.t2.medium" || "ml.t2.large" || "ml.t2.xlarge" || "ml.t2.2xlarge" || "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.m5d.large" || "ml.m5d.xlarge" || "ml.m5d.2xlarge" || "ml.m5d.4xlarge" || "ml.m5d.12xlarge" || "ml.m5d.24xlarge" || "ml.c4.large" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.large" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5d.large" || "ml.c5d.xlarge" || "ml.c5d.2xlarge" || "ml.c5d.4xlarge" || "ml.c5d.9xlarge" || "ml.c5d.18xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.12xlarge" || "ml.r5.24xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.12xlarge" || "ml.r5d.24xlarge" || "ml.inf1.xlarge" || "ml.inf1.2xlarge" || "ml.inf1.6xlarge" || "ml.inf1.24xlarge" || "ml.dl1.24xlarge" || "ml.c6i.large" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.r6i.large" || "ml.r6i.xlarge" || "ml.r6i.2xlarge" || "ml.r6i.4xlarge" || "ml.r6i.8xlarge" || "ml.r6i.12xlarge" || "ml.r6i.16xlarge" || "ml.r6i.24xlarge" || "ml.r6i.32xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.12xlarge" || "ml.g5.16xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.12xlarge" || "ml.g6.16xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.r8g.medium" || "ml.r8g.large" || "ml.r8g.xlarge" || "ml.r8g.2xlarge" || "ml.r8g.4xlarge" || "ml.r8g.8xlarge" || "ml.r8g.12xlarge" || "ml.r8g.16xlarge" || "ml.r8g.24xlarge" || "ml.r8g.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.12xlarge" || "ml.g6e.16xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.p4d.24xlarge" || "ml.c7g.large" || "ml.c7g.xlarge" || "ml.c7g.2xlarge" || "ml.c7g.4xlarge" || "ml.c7g.8xlarge" || "ml.c7g.12xlarge" || "ml.c7g.16xlarge" || "ml.m6g.large" || "ml.m6g.xlarge" || "ml.m6g.2xlarge" || "ml.m6g.4xlarge" || "ml.m6g.8xlarge" || "ml.m6g.12xlarge" || "ml.m6g.16xlarge" || "ml.m6gd.large" || "ml.m6gd.xlarge" || "ml.m6gd.2xlarge" || "ml.m6gd.4xlarge" || "ml.m6gd.8xlarge" || "ml.m6gd.12xlarge" || "ml.m6gd.16xlarge" || "ml.c6g.large" || "ml.c6g.xlarge" || "ml.c6g.2xlarge" || "ml.c6g.4xlarge" || "ml.c6g.8xlarge" || "ml.c6g.12xlarge" || "ml.c6g.16xlarge" || "ml.c6gd.large" || "ml.c6gd.xlarge" || "ml.c6gd.2xlarge" || "ml.c6gd.4xlarge" || "ml.c6gd.8xlarge" || "ml.c6gd.12xlarge" || "ml.c6gd.16xlarge" || "ml.c6gn.large" || "ml.c6gn.xlarge" || "ml.c6gn.2xlarge" || "ml.c6gn.4xlarge" || "ml.c6gn.8xlarge" || "ml.c6gn.12xlarge" || "ml.c6gn.16xlarge" || "ml.r6g.large" || "ml.r6g.xlarge" || "ml.r6g.2xlarge" || "ml.r6g.4xlarge" || "ml.r6g.8xlarge" || "ml.r6g.12xlarge" || "ml.r6g.16xlarge" || "ml.r6gd.large" || "ml.r6gd.xlarge" || "ml.r6gd.2xlarge" || "ml.r6gd.4xlarge" || "ml.r6gd.8xlarge" || "ml.r6gd.12xlarge" || "ml.r6gd.16xlarge" || "ml.p4de.24xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge" || "ml.trn1n.32xlarge" || "ml.trn2.48xlarge" || "ml.inf2.xlarge" || "ml.inf2.8xlarge" || "ml.inf2.24xlarge" || "ml.inf2.48xlarge" || "ml.p5.48xlarge" || "ml.p5e.48xlarge" || "ml.p5en.48xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge" || "ml.c8g.medium" || "ml.c8g.large" || "ml.c8g.xlarge" || "ml.c8g.2xlarge" || "ml.c8g.4xlarge" || "ml.c8g.8xlarge" || "ml.c8g.12xlarge" || "ml.c8g.16xlarge" || "ml.c8g.24xlarge" || "ml.c8g.48xlarge" || "ml.r7gd.medium" || "ml.r7gd.large" || "ml.r7gd.xlarge" || "ml.r7gd.2xlarge" || "ml.r7gd.4xlarge" || "ml.r7gd.8xlarge" || "ml.r7gd.12xlarge" || "ml.r7gd.16xlarge" || "ml.m8g.medium" || "ml.m8g.large" || "ml.m8g.xlarge" || "ml.m8g.2xlarge" || "ml.m8g.4xlarge" || "ml.m8g.8xlarge" || "ml.m8g.12xlarge" || "ml.m8g.16xlarge" || "ml.m8g.24xlarge" || "ml.m8g.48xlarge" || "ml.c6in.large" || "ml.c6in.xlarge" || "ml.c6in.2xlarge" || "ml.c6in.4xlarge" || "ml.c6in.8xlarge" || "ml.c6in.12xlarge" || "ml.c6in.16xlarge" || "ml.c6in.24xlarge" || "ml.c6in.32xlarge" || "ml.p6-b200.48xlarge" || "ml.p6e-gb200.36xlarge", // required * // Environment: "", * // }, * // ], * // }, * // }, * // Endpoints: [ // ModelDashboardEndpoints * // { // ModelDashboardEndpoint * // EndpointName: "STRING_VALUE", // required * // EndpointArn: "STRING_VALUE", // required * // CreationTime: new Date("TIMESTAMP"), // required * // LastModifiedTime: new Date("TIMESTAMP"), // required * // EndpointStatus: "OutOfService" || "Creating" || "Updating" || "SystemUpdating" || "RollingBack" || "InService" || "Deleting" || "Failed" || "UpdateRollbackFailed", // required * // }, * // ], * // LastBatchTransformJob: { * // TransformJobName: "STRING_VALUE", * // TransformJobArn: "STRING_VALUE", * // TransformJobStatus: "InProgress" || "Completed" || "Failed" || "Stopping" || "Stopped", * // FailureReason: "STRING_VALUE", * // ModelName: "STRING_VALUE", * // MaxConcurrentTransforms: Number("int"), * // ModelClientConfig: { * // InvocationsTimeoutInSeconds: Number("int"), * // InvocationsMaxRetries: Number("int"), * // }, * // MaxPayloadInMB: Number("int"), * // BatchStrategy: "MultiRecord" || "SingleRecord", * // Environment: "", * // TransformInput: "", * // TransformOutput: "", * // DataCaptureConfig: { * // DestinationS3Uri: "STRING_VALUE", // required * // KmsKeyId: "STRING_VALUE", * // GenerateInferenceId: true || false, * // }, * // TransformResources: "", * // CreationTime: new Date("TIMESTAMP"), * // TransformStartTime: new Date("TIMESTAMP"), * // TransformEndTime: new Date("TIMESTAMP"), * // LabelingJobArn: "STRING_VALUE", * // AutoMLJobArn: "STRING_VALUE", * // DataProcessing: { * // InputFilter: "STRING_VALUE", * // OutputFilter: "STRING_VALUE", * // JoinSource: "Input" || "None", * // }, * // ExperimentConfig: "", * // Tags: "", * // }, * // MonitoringSchedules: [ // ModelDashboardMonitoringSchedules * // { // ModelDashboardMonitoringSchedule * // MonitoringScheduleArn: "STRING_VALUE", * // MonitoringScheduleName: "STRING_VALUE", * // MonitoringScheduleStatus: "Pending" || "Failed" || "Scheduled" || "Stopped", * // MonitoringType: "DataQuality" || "ModelQuality" || "ModelBias" || "ModelExplainability", * // FailureReason: "STRING_VALUE", * // CreationTime: new Date("TIMESTAMP"), * // LastModifiedTime: new Date("TIMESTAMP"), * // MonitoringScheduleConfig: { * // ScheduleConfig: { * // ScheduleExpression: "STRING_VALUE", // required * // DataAnalysisStartTime: "STRING_VALUE", * // DataAnalysisEndTime: "STRING_VALUE", * // }, * // MonitoringJobDefinition: { * // BaselineConfig: { * // BaseliningJobName: "STRING_VALUE", * // ConstraintsResource: { * // S3Uri: "STRING_VALUE", * // }, * // StatisticsResource: { * // S3Uri: "STRING_VALUE", * // }, * // }, * // MonitoringInputs: [ // required * // { * // EndpointInput: { * // EndpointName: "STRING_VALUE", // required * // LocalPath: "STRING_VALUE", // required * // S3InputMode: "Pipe" || "File", * // S3DataDistributionType: "FullyReplicated" || "ShardedByS3Key", * // FeaturesAttribute: "STRING_VALUE", * // InferenceAttribute: "STRING_VALUE", * // ProbabilityAttribute: "STRING_VALUE", * // ProbabilityThresholdAttribute: Number("double"), * // StartTimeOffset: "STRING_VALUE", * // EndTimeOffset: "STRING_VALUE", * // ExcludeFeaturesAttribute: "STRING_VALUE", * // }, * // BatchTransformInput: { * // DataCapturedDestinationS3Uri: "STRING_VALUE", // required * // DatasetFormat: { * // Csv: { * // Header: true || false, * // }, * // Json: { * // Line: true || false, * // }, * // Parquet: {}, * // }, * // LocalPath: "STRING_VALUE", // required * // S3InputMode: "Pipe" || "File", * // S3DataDistributionType: "FullyReplicated" || "ShardedByS3Key", * // FeaturesAttribute: "STRING_VALUE", * // InferenceAttribute: "STRING_VALUE", * // ProbabilityAttribute: "STRING_VALUE", * // ProbabilityThresholdAttribute: Number("double"), * // StartTimeOffset: "STRING_VALUE", * // EndTimeOffset: "STRING_VALUE", * // ExcludeFeaturesAttribute: "STRING_VALUE", * // }, * // }, * // ], * // MonitoringOutputConfig: { * // MonitoringOutputs: [ // required * // { * // S3Output: { * // S3Uri: "STRING_VALUE", // required * // LocalPath: "STRING_VALUE", // required * // S3UploadMode: "Continuous" || "EndOfJob", * // }, * // }, * // ], * // KmsKeyId: "STRING_VALUE", * // }, * // MonitoringResources: { * // ClusterConfig: { * // InstanceCount: Number("int"), // required * // InstanceType: "ml.t3.medium" || "ml.t3.large" || "ml.t3.xlarge" || "ml.t3.2xlarge" || "ml.m4.xlarge" || "ml.m4.2xlarge" || "ml.m4.4xlarge" || "ml.m4.10xlarge" || "ml.m4.16xlarge" || "ml.c4.xlarge" || "ml.c4.2xlarge" || "ml.c4.4xlarge" || "ml.c4.8xlarge" || "ml.p2.xlarge" || "ml.p2.8xlarge" || "ml.p2.16xlarge" || "ml.p3.2xlarge" || "ml.p3.8xlarge" || "ml.p3.16xlarge" || "ml.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.m5.large" || "ml.m5.xlarge" || "ml.m5.2xlarge" || "ml.m5.4xlarge" || "ml.m5.12xlarge" || "ml.m5.24xlarge" || "ml.r5.large" || "ml.r5.xlarge" || "ml.r5.2xlarge" || "ml.r5.4xlarge" || "ml.r5.8xlarge" || "ml.r5.12xlarge" || "ml.r5.16xlarge" || "ml.r5.24xlarge" || "ml.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.r5d.large" || "ml.r5d.xlarge" || "ml.r5d.2xlarge" || "ml.r5d.4xlarge" || "ml.r5d.8xlarge" || "ml.r5d.12xlarge" || "ml.r5d.16xlarge" || "ml.r5d.24xlarge" || "ml.g6.xlarge" || "ml.g6.2xlarge" || "ml.g6.4xlarge" || "ml.g6.8xlarge" || "ml.g6.12xlarge" || "ml.g6.16xlarge" || "ml.g6.24xlarge" || "ml.g6.48xlarge" || "ml.g6e.xlarge" || "ml.g6e.2xlarge" || "ml.g6e.4xlarge" || "ml.g6e.8xlarge" || "ml.g6e.12xlarge" || "ml.g6e.16xlarge" || "ml.g6e.24xlarge" || "ml.g6e.48xlarge" || "ml.m6i.large" || "ml.m6i.xlarge" || "ml.m6i.2xlarge" || "ml.m6i.4xlarge" || "ml.m6i.8xlarge" || "ml.m6i.12xlarge" || "ml.m6i.16xlarge" || "ml.m6i.24xlarge" || "ml.m6i.32xlarge" || "ml.c6i.xlarge" || "ml.c6i.2xlarge" || "ml.c6i.4xlarge" || "ml.c6i.8xlarge" || "ml.c6i.12xlarge" || "ml.c6i.16xlarge" || "ml.c6i.24xlarge" || "ml.c6i.32xlarge" || "ml.m7i.large" || "ml.m7i.xlarge" || "ml.m7i.2xlarge" || "ml.m7i.4xlarge" || "ml.m7i.8xlarge" || "ml.m7i.12xlarge" || "ml.m7i.16xlarge" || "ml.m7i.24xlarge" || "ml.m7i.48xlarge" || "ml.c7i.large" || "ml.c7i.xlarge" || "ml.c7i.2xlarge" || "ml.c7i.4xlarge" || "ml.c7i.8xlarge" || "ml.c7i.12xlarge" || "ml.c7i.16xlarge" || "ml.c7i.24xlarge" || "ml.c7i.48xlarge" || "ml.r7i.large" || "ml.r7i.xlarge" || "ml.r7i.2xlarge" || "ml.r7i.4xlarge" || "ml.r7i.8xlarge" || "ml.r7i.12xlarge" || "ml.r7i.16xlarge" || "ml.r7i.24xlarge" || "ml.r7i.48xlarge", // required * // VolumeSizeInGB: Number("int"), // required * // VolumeKmsKeyId: "STRING_VALUE", * // }, * // }, * // MonitoringAppSpecification: { * // ImageUri: "STRING_VALUE", // required * // ContainerEntrypoint: [ * // "STRING_VALUE", * // ], * // ContainerArguments: [ * // "STRING_VALUE", * // ], * // RecordPreprocessorSourceUri: "STRING_VALUE", * // PostAnalyticsProcessorSourceUri: "STRING_VALUE", * // }, * // StoppingCondition: { * // MaxRuntimeInSeconds: Number("int"), // required * // }, * // Environment: { * // "": "STRING_VALUE", * // }, * // NetworkConfig: { * // EnableInterContainerTrafficEncryption: true || false, * // EnableNetworkIsolation: true || false, * // VpcConfig: "", * // }, * // RoleArn: "STRING_VALUE", // required * // }, * // MonitoringJobDefinitionName: "STRING_VALUE", * // MonitoringType: "DataQuality" || "ModelQuality" || "ModelBias" || "ModelExplainability", * // }, * // EndpointName: "STRING_VALUE", * // MonitoringAlertSummaries: [ // MonitoringAlertSummaryList * // { // MonitoringAlertSummary * // MonitoringAlertName: "STRING_VALUE", // required * // CreationTime: new Date("TIMESTAMP"), // required * // LastModifiedTime: new Date("TIMESTAMP"), // required * // AlertStatus: "InAlert" || "OK", // required * // DatapointsToAlert: Number("int"), // required * // EvaluationPeriod: Number("int"), // required * // Actions: { // MonitoringAlertActions * // ModelDashboardIndicator: { // ModelDashboardIndicatorAction * // Enabled: true || false, * // }, * // }, * // }, * // ], * // LastMonitoringExecutionSummary: { * // MonitoringScheduleName: "STRING_VALUE", // required * // ScheduledTime: new Date("TIMESTAMP"), // required * // CreationTime: new Date("TIMESTAMP"), // required * // LastModifiedTime: new Date("TIMESTAMP"), // required * // MonitoringExecutionStatus: "Pending" || "Completed" || "CompletedWithViolations" || "InProgress" || "Failed" || "Stopping" || "Stopped", // required * // ProcessingJobArn: "STRING_VALUE", * // EndpointName: "STRING_VALUE", * // FailureReason: "STRING_VALUE", * // MonitoringJobDefinitionName: "STRING_VALUE", * // MonitoringType: "DataQuality" || "ModelQuality" || "ModelBias" || "ModelExplainability", * // }, * // BatchTransformInput: { * // DataCapturedDestinationS3Uri: "STRING_VALUE", // required * // DatasetFormat: { * // Csv: { * // Header: true || false, * // }, * // Json: { * // Line: true || false, * // }, * // Parquet: {}, * // }, * // LocalPath: "STRING_VALUE", // required * // S3InputMode: "Pipe" || "File", * // S3DataDistributionType: "FullyReplicated" || "ShardedByS3Key", * // FeaturesAttribute: "STRING_VALUE", * // InferenceAttribute: "STRING_VALUE", * // ProbabilityAttribute: "STRING_VALUE", * // ProbabilityThresholdAttribute: Number("double"), * // StartTimeOffset: "STRING_VALUE", * // EndTimeOffset: "STRING_VALUE", * // ExcludeFeaturesAttribute: "STRING_VALUE", * // }, * // }, * // ], * // ModelCard: { // ModelDashboardModelCard * // ModelCardArn: "STRING_VALUE", * // ModelCardName: "STRING_VALUE", * // ModelCardVersion: Number("int"), * // ModelCardStatus: "Draft" || "PendingReview" || "Approved" || "Archived", * // SecurityConfig: { * // KmsKeyId: "STRING_VALUE", * // }, * // CreationTime: new Date("TIMESTAMP"), * // CreatedBy: "", * // LastModifiedTime: new Date("TIMESTAMP"), * // LastModifiedBy: "", * // Tags: "", * // ModelId: "STRING_VALUE", * // RiskRating: "STRING_VALUE", * // }, * // }, * // }, * // ], * // NextToken: "STRING_VALUE", * // TotalHits: { // TotalHits * // Value: Number("long"), * // Relation: "EqualTo" || "GreaterThanOrEqualTo", * // }, * // }; * * ``` * * @param SearchCommandInput - {@link SearchCommandInput} * @returns {@link SearchCommandOutput} * @see {@link SearchCommandInput} for command's `input` shape. * @see {@link SearchCommandOutput} for command's `response` shape. * @see {@link SageMakerClientResolvedConfig | config} for SageMakerClient's `config` shape. * * @throws {@link SageMakerServiceException} *

Base exception class for all service exceptions from SageMaker service.

* * * @public */ export declare class SearchCommand extends SearchCommand_base { /** @internal type navigation helper, not in runtime. */ protected static __types: { api: { input: SearchRequest; output: SearchResponse; }; sdk: { input: SearchCommandInput; output: SearchCommandOutput; }; }; }