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SearchCommand.ts
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SearchCommand.ts
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// smithy-typescript generated code
import { EndpointParameterInstructions, getEndpointPlugin } from "@aws-sdk/middleware-endpoint";
import { getSerdePlugin } from "@aws-sdk/middleware-serde";
import { Command as $Command } from "@aws-sdk/smithy-client";
import {
FinalizeHandlerArguments,
Handler,
HandlerExecutionContext,
HttpHandlerOptions as __HttpHandlerOptions,
MetadataBearer as __MetadataBearer,
MiddlewareStack,
} from "@aws-sdk/types";
import { HttpRequest as __HttpRequest, HttpResponse as __HttpResponse } from "@smithy/protocol-http";
import { SerdeContext as __SerdeContext } from "@smithy/types";
import { SearchResponse, SearchResponseFilterSensitiveLog } from "../models/models_3";
import { SearchRequest } from "../models/models_4";
import { de_SearchCommand, se_SearchCommand } from "../protocols/Aws_json1_1";
import { SageMakerClientResolvedConfig, ServiceInputTypes, ServiceOutputTypes } from "../SageMakerClient";
/**
* @public
*/
export { __MetadataBearer, $Command };
/**
* @public
*
* The input for {@link SearchCommand}.
*/
export interface SearchCommandInput extends SearchRequest {}
/**
* @public
*
* The output of {@link SearchCommand}.
*/
export interface SearchCommandOutput extends SearchResponse, __MetadataBearer {}
/**
* @public
* <p>Finds SageMaker resources that match a search query. Matching resources are returned
* as a list of <code>SearchRecord</code> objects in the response. You can sort the search
* results by any resource property in a ascending or descending order.</p>
* <p>You can query against the following value types: numeric, text, Boolean, and
* timestamp.</p>
* <note>
* <p>The Search API may provide access to otherwise restricted data. See <a href="https://docs.aws.amazon.com/sagemaker/latest/dg/api-permissions-reference.html">Amazon SageMaker
* API Permissions: Actions, Permissions, and Resources Reference</a> for more
* information.</p>
* </note>
* @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" || "ModelPackage" || "ModelPackageGroup" || "Pipeline" || "PipelineExecution" || "FeatureGroup" || "Project" || "FeatureMetadata" || "HyperParameterTuningJob" || "ModelCard" || "Model", // 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: "<FilterList>", // required
* },
* ],
* SubExpressions: [
* "<SearchExpression>",
* ],
* Operator: "And" || "Or",
* },
* ],
* Operator: "And" || "Or",
* },
* SortBy: "STRING_VALUE",
* SortOrder: "Ascending" || "Descending",
* NextToken: "STRING_VALUE",
* MaxResults: Number("int"),
* };
* 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",
* // FailureReason: "STRING_VALUE",
* // HyperParameters: { // HyperParameters
* // "<keys>": "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", // required
* // S3Uri: "STRING_VALUE", // required
* // S3DataDistributionType: "FullyReplicated" || "ShardedByS3Key",
* // AttributeNames: [ // AttributeNames
* // "STRING_VALUE",
* // ],
* // InstanceGroupNames: [ // InstanceGroupNames
* // "STRING_VALUE",
* // ],
* // },
* // 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
* // },
* // 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.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge",
* // InstanceCount: Number("int"),
* // VolumeSizeInGB: Number("int"), // required
* // VolumeKmsKeyId: "STRING_VALUE",
* // 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.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge", // required
* // InstanceCount: Number("int"), // required
* // InstanceGroupName: "STRING_VALUE", // required
* // },
* // ],
* // KeepAlivePeriodInSeconds: Number("int"),
* // },
* // VpcConfig: { // VpcConfig
* // SecurityGroupIds: [ // VpcSecurityGroupIds // required
* // "STRING_VALUE",
* // ],
* // Subnets: [ // Subnets // required
* // "STRING_VALUE",
* // ],
* // },
* // StoppingCondition: { // StoppingCondition
* // MaxRuntimeInSeconds: Number("int"),
* // MaxWaitTimeInSeconds: 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", // 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
* // "<keys>": "STRING_VALUE",
* // },
* // CollectionConfigurations: [ // CollectionConfigurations
* // { // CollectionConfiguration
* // CollectionName: "STRING_VALUE",
* // CollectionParameters: { // CollectionParameters
* // "<keys>": "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",
* // VolumeSizeInGB: Number("int"),
* // RuleParameters: { // RuleParameters
* // "<keys>": "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"),
* // },
* // ],
* // Environment: { // TrainingEnvironmentMap
* // "<keys>": "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: "<UserContext>",
* // LastModifiedTime: new Date("TIMESTAMP"),
* // LastModifiedBy: "<UserContext>",
* // Parameters: { // TrialComponentParameters
* // "<keys>": { // TrialComponentParameterValue Union: only one key present
* // StringValue: "STRING_VALUE",
* // NumberValue: Number("double"),
* // },
* // },
* // InputArtifacts: { // TrialComponentArtifacts
* // "<keys>": { // TrialComponentArtifact
* // MediaType: "STRING_VALUE",
* // Value: "STRING_VALUE", // required
* // },
* // },
* // OutputArtifacts: {
* // "<keys>": {
* // 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",
* // FailureReason: "STRING_VALUE",
* // HyperParameters: {
* // "<keys>": "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", // required
* // S3Uri: "STRING_VALUE", // required
* // S3DataDistributionType: "FullyReplicated" || "ShardedByS3Key",
* // AttributeNames: [
* // "STRING_VALUE",
* // ],
* // InstanceGroupNames: [
* // "STRING_VALUE",
* // ],
* // },
* // 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
* // },
* // 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.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge",
* // InstanceCount: Number("int"),
* // VolumeSizeInGB: Number("int"), // required
* // VolumeKmsKeyId: "STRING_VALUE",
* // 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.c5.xlarge" || "ml.c5.2xlarge" || "ml.c5.4xlarge" || "ml.c5.9xlarge" || "ml.c5.18xlarge" || "ml.c5n.xlarge" || "ml.c5n.2xlarge" || "ml.c5n.4xlarge" || "ml.c5n.9xlarge" || "ml.c5n.18xlarge" || "ml.g5.xlarge" || "ml.g5.2xlarge" || "ml.g5.4xlarge" || "ml.g5.8xlarge" || "ml.g5.16xlarge" || "ml.g5.12xlarge" || "ml.g5.24xlarge" || "ml.g5.48xlarge" || "ml.trn1.2xlarge" || "ml.trn1.32xlarge", // required
* // InstanceCount: Number("int"), // required
* // InstanceGroupName: "STRING_VALUE", // required
* // },
* // ],
* // KeepAlivePeriodInSeconds: Number("int"),
* // },
* // VpcConfig: {
* // SecurityGroupIds: [ // required
* // "STRING_VALUE",
* // ],
* // Subnets: [ // required
* // "STRING_VALUE",
* // ],
* // },
* // StoppingCondition: {
* // MaxRuntimeInSeconds: Number("int"),
* // MaxWaitTimeInSeconds: 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", // 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: {
* // "<keys>": "STRING_VALUE",
* // },
* // CollectionConfigurations: [
* // {
* // CollectionName: "STRING_VALUE",
* // CollectionParameters: {
* // "<keys>": "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",
* // VolumeSizeInGB: Number("int"),
* // RuleParameters: {
* // "<keys>": "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"),
* // },
* // ],
* // Environment: {
* // "<keys>": "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", // required
* // 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", // 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
* // "<keys>": "STRING_VALUE",
* // },
* // NetworkConfig: { // NetworkConfig
* // EnableInterContainerTrafficEncryption: true || false,
* // EnableNetworkIsolation: true || false,
* // VpcConfig: "<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
* // "<keys>": "STRING_VALUE",
* // },
* // TransformInput: { // TransformInput
* // DataSource: { // TransformDataSource
* // S3DataSource: { // TransformS3DataSource
* // S3DataType: "ManifestFile" || "S3Prefix" || "AugmentedManifestFile", // 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",
* // },
* // 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.g4dn.xlarge" || "ml.g4dn.2xlarge" || "ml.g4dn.4xlarge" || "ml.g4dn.8xlarge" || "ml.g4dn.12xlarge" || "ml.g4dn.16xlarge", // required
* // InstanceCount: Number("int"), // required
* // VolumeKmsKeyId: "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: "<TagList>",
* // },
* // },
* // LineageGroupArn: "STRING_VALUE",
* // Tags: "<TagList>",
* // 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"),
* // },
* // },
* // ],
* // 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", // 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
* // },
* // 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",
* // },
* // 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",
* // },
* // },
* // ],
* // 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", // 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
* // "<keys>": "STRING_VALUE",
* // },
* // NetworkConfig: {
* // EnableInterContainerTrafficEncryption: true || false,
* // EnableNetworkIsolation: true || false,
* // VpcConfig: "<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: "<TagList>",
* // },
* // ],
* // Tags: "<TagList>",
* // ShadowProductionVariants: [