import { Command as $Command } from "@smithy/smithy-client"; import { MetadataBearer as __MetadataBearer } from "@smithy/types"; import { CreateDataQualityJobDefinitionRequest, CreateDataQualityJobDefinitionResponse } from "../models/models_1"; import { SageMakerClientResolvedConfig, ServiceInputTypes, ServiceOutputTypes } from "../SageMakerClient"; /** * @public */ export type { __MetadataBearer }; export { $Command }; /** * @public * * The input for {@link CreateDataQualityJobDefinitionCommand}. */ export interface CreateDataQualityJobDefinitionCommandInput extends CreateDataQualityJobDefinitionRequest { } /** * @public * * The output of {@link CreateDataQualityJobDefinitionCommand}. */ export interface CreateDataQualityJobDefinitionCommandOutput extends CreateDataQualityJobDefinitionResponse, __MetadataBearer { } declare const CreateDataQualityJobDefinitionCommand_base: { new (input: CreateDataQualityJobDefinitionCommandInput): import("@smithy/smithy-client").CommandImpl; new (input: CreateDataQualityJobDefinitionCommandInput): import("@smithy/smithy-client").CommandImpl; getEndpointParameterInstructions(): import("@smithy/middleware-endpoint").EndpointParameterInstructions; }; /** *

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

* @example * Use a bare-bones client and the command you need to make an API call. * ```javascript * import { SageMakerClient, CreateDataQualityJobDefinitionCommand } from "@aws-sdk/client-sagemaker"; // ES Modules import * // const { SageMakerClient, CreateDataQualityJobDefinitionCommand } = require("@aws-sdk/client-sagemaker"); // CommonJS import * const client = new SageMakerClient(config); * const input = { // CreateDataQualityJobDefinitionRequest * JobDefinitionName: "STRING_VALUE", // required * DataQualityBaselineConfig: { // DataQualityBaselineConfig * BaseliningJobName: "STRING_VALUE", * ConstraintsResource: { // MonitoringConstraintsResource * S3Uri: "STRING_VALUE", * }, * StatisticsResource: { // MonitoringStatisticsResource * S3Uri: "STRING_VALUE", * }, * }, * DataQualityAppSpecification: { // DataQualityAppSpecification * ImageUri: "STRING_VALUE", // required * ContainerEntrypoint: [ // ContainerEntrypoint * "STRING_VALUE", * ], * ContainerArguments: [ // MonitoringContainerArguments * "STRING_VALUE", * ], * RecordPreprocessorSourceUri: "STRING_VALUE", * PostAnalyticsProcessorSourceUri: "STRING_VALUE", * Environment: { // MonitoringEnvironmentMap * "": "STRING_VALUE", * }, * }, * DataQualityJobInput: { // DataQualityJobInput * 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", * }, * }, * DataQualityJobOutputConfig: { // MonitoringOutputConfig * MonitoringOutputs: [ // MonitoringOutputs // required * { // MonitoringOutput * S3Output: { // MonitoringS3Output * S3Uri: "STRING_VALUE", // required * LocalPath: "STRING_VALUE", // required * S3UploadMode: "Continuous" || "EndOfJob", * }, * }, * ], * KmsKeyId: "STRING_VALUE", * }, * JobResources: { // 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", * }, * }, * NetworkConfig: { // MonitoringNetworkConfig * EnableInterContainerTrafficEncryption: true || false, * EnableNetworkIsolation: true || false, * VpcConfig: { // VpcConfig * SecurityGroupIds: [ // VpcSecurityGroupIds // required * "STRING_VALUE", * ], * Subnets: [ // Subnets // required * "STRING_VALUE", * ], * }, * }, * RoleArn: "STRING_VALUE", // required * StoppingCondition: { // MonitoringStoppingCondition * MaxRuntimeInSeconds: Number("int"), // required * }, * Tags: [ // TagList * { // Tag * Key: "STRING_VALUE", // required * Value: "STRING_VALUE", // required * }, * ], * }; * const command = new CreateDataQualityJobDefinitionCommand(input); * const response = await client.send(command); * // { // CreateDataQualityJobDefinitionResponse * // JobDefinitionArn: "STRING_VALUE", // required * // }; * * ``` * * @param CreateDataQualityJobDefinitionCommandInput - {@link CreateDataQualityJobDefinitionCommandInput} * @returns {@link CreateDataQualityJobDefinitionCommandOutput} * @see {@link CreateDataQualityJobDefinitionCommandInput} for command's `input` shape. * @see {@link CreateDataQualityJobDefinitionCommandOutput} for command's `response` shape. * @see {@link SageMakerClientResolvedConfig | config} for SageMakerClient's `config` shape. * * @throws {@link ResourceInUse} (client fault) *

Resource being accessed is in use.

* * @throws {@link ResourceLimitExceeded} (client fault) *

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

* * @throws {@link SageMakerServiceException} *

Base exception class for all service exceptions from SageMaker service.

* * * @public */ export declare class CreateDataQualityJobDefinitionCommand extends CreateDataQualityJobDefinitionCommand_base { /** @internal type navigation helper, not in runtime. */ protected static __types: { api: { input: CreateDataQualityJobDefinitionRequest; output: CreateDataQualityJobDefinitionResponse; }; sdk: { input: CreateDataQualityJobDefinitionCommandInput; output: CreateDataQualityJobDefinitionCommandOutput; }; }; }