import {
  Algorithm,
  BatchPredictionFilterVariable,
  DataSourceFilterVariable,
  DetailsAttributes,
  EntityStatus,
  EvaluationFilterVariable,
  MLModelFilterVariable,
  MLModelType,
  RealtimeEndpointStatus,
  SortOrder,
  TaggableResourceType,
} from "./enums";
export interface Tag {
  Key?: string | undefined;
  Value?: string | undefined;
}
export interface AddTagsInput {
  Tags: Tag[] | undefined;
  ResourceId: string | undefined;
  ResourceType: TaggableResourceType | undefined;
}
export interface AddTagsOutput {
  ResourceId?: string | undefined;
  ResourceType?: TaggableResourceType | undefined;
}
export interface CreateBatchPredictionInput {
  BatchPredictionId: string | undefined;
  BatchPredictionName?: string | undefined;
  MLModelId: string | undefined;
  BatchPredictionDataSourceId: string | undefined;
  OutputUri: string | undefined;
}
export interface CreateBatchPredictionOutput {
  BatchPredictionId?: string | undefined;
}
export interface RDSDatabaseCredentials {
  Username: string | undefined;
  Password: string | undefined;
}
export interface RDSDatabase {
  InstanceIdentifier: string | undefined;
  DatabaseName: string | undefined;
}
export interface RDSDataSpec {
  DatabaseInformation: RDSDatabase | undefined;
  SelectSqlQuery: string | undefined;
  DatabaseCredentials: RDSDatabaseCredentials | undefined;
  S3StagingLocation: string | undefined;
  DataRearrangement?: string | undefined;
  DataSchema?: string | undefined;
  DataSchemaUri?: string | undefined;
  ResourceRole: string | undefined;
  ServiceRole: string | undefined;
  SubnetId: string | undefined;
  SecurityGroupIds: string[] | undefined;
}
export interface CreateDataSourceFromRDSInput {
  DataSourceId: string | undefined;
  DataSourceName?: string | undefined;
  RDSData: RDSDataSpec | undefined;
  RoleARN: string | undefined;
  ComputeStatistics?: boolean | undefined;
}
export interface CreateDataSourceFromRDSOutput {
  DataSourceId?: string | undefined;
}
export interface RedshiftDatabaseCredentials {
  Username: string | undefined;
  Password: string | undefined;
}
export interface RedshiftDatabase {
  DatabaseName: string | undefined;
  ClusterIdentifier: string | undefined;
}
export interface RedshiftDataSpec {
  DatabaseInformation: RedshiftDatabase | undefined;
  SelectSqlQuery: string | undefined;
  DatabaseCredentials: RedshiftDatabaseCredentials | undefined;
  S3StagingLocation: string | undefined;
  DataRearrangement?: string | undefined;
  DataSchema?: string | undefined;
  DataSchemaUri?: string | undefined;
}
export interface CreateDataSourceFromRedshiftInput {
  DataSourceId: string | undefined;
  DataSourceName?: string | undefined;
  DataSpec: RedshiftDataSpec | undefined;
  RoleARN: string | undefined;
  ComputeStatistics?: boolean | undefined;
}
export interface CreateDataSourceFromRedshiftOutput {
  DataSourceId?: string | undefined;
}
export interface S3DataSpec {
  DataLocationS3: string | undefined;
  DataRearrangement?: string | undefined;
  DataSchema?: string | undefined;
  DataSchemaLocationS3?: string | undefined;
}
export interface CreateDataSourceFromS3Input {
  DataSourceId: string | undefined;
  DataSourceName?: string | undefined;
  DataSpec: S3DataSpec | undefined;
  ComputeStatistics?: boolean | undefined;
}
export interface CreateDataSourceFromS3Output {
  DataSourceId?: string | undefined;
}
export interface CreateEvaluationInput {
  EvaluationId: string | undefined;
  EvaluationName?: string | undefined;
  MLModelId: string | undefined;
  EvaluationDataSourceId: string | undefined;
}
export interface CreateEvaluationOutput {
  EvaluationId?: string | undefined;
}
export interface CreateMLModelInput {
  MLModelId: string | undefined;
  MLModelName?: string | undefined;
  MLModelType: MLModelType | undefined;
  Parameters?: Record<string, string> | undefined;
  TrainingDataSourceId: string | undefined;
  Recipe?: string | undefined;
  RecipeUri?: string | undefined;
}
export interface CreateMLModelOutput {
  MLModelId?: string | undefined;
}
export interface CreateRealtimeEndpointInput {
  MLModelId: string | undefined;
}
export interface RealtimeEndpointInfo {
  PeakRequestsPerSecond?: number | undefined;
  CreatedAt?: Date | undefined;
  EndpointUrl?: string | undefined;
  EndpointStatus?: RealtimeEndpointStatus | undefined;
}
export interface CreateRealtimeEndpointOutput {
  MLModelId?: string | undefined;
  RealtimeEndpointInfo?: RealtimeEndpointInfo | undefined;
}
export interface DeleteBatchPredictionInput {
  BatchPredictionId: string | undefined;
}
export interface DeleteBatchPredictionOutput {
  BatchPredictionId?: string | undefined;
}
export interface DeleteDataSourceInput {
  DataSourceId: string | undefined;
}
export interface DeleteDataSourceOutput {
  DataSourceId?: string | undefined;
}
export interface DeleteEvaluationInput {
  EvaluationId: string | undefined;
}
export interface DeleteEvaluationOutput {
  EvaluationId?: string | undefined;
}
export interface DeleteMLModelInput {
  MLModelId: string | undefined;
}
export interface DeleteMLModelOutput {
  MLModelId?: string | undefined;
}
export interface DeleteRealtimeEndpointInput {
  MLModelId: string | undefined;
}
export interface DeleteRealtimeEndpointOutput {
  MLModelId?: string | undefined;
  RealtimeEndpointInfo?: RealtimeEndpointInfo | undefined;
}
export interface DeleteTagsInput {
  TagKeys: string[] | undefined;
  ResourceId: string | undefined;
  ResourceType: TaggableResourceType | undefined;
}
export interface DeleteTagsOutput {
  ResourceId?: string | undefined;
  ResourceType?: TaggableResourceType | undefined;
}
export interface DescribeBatchPredictionsInput {
  FilterVariable?: BatchPredictionFilterVariable | undefined;
  EQ?: string | undefined;
  GT?: string | undefined;
  LT?: string | undefined;
  GE?: string | undefined;
  LE?: string | undefined;
  NE?: string | undefined;
  Prefix?: string | undefined;
  SortOrder?: SortOrder | undefined;
  NextToken?: string | undefined;
  Limit?: number | undefined;
}
export interface BatchPrediction {
  BatchPredictionId?: string | undefined;
  MLModelId?: string | undefined;
  BatchPredictionDataSourceId?: string | undefined;
  InputDataLocationS3?: string | undefined;
  CreatedByIamUser?: string | undefined;
  CreatedAt?: Date | undefined;
  LastUpdatedAt?: Date | undefined;
  Name?: string | undefined;
  Status?: EntityStatus | undefined;
  OutputUri?: string | undefined;
  Message?: string | undefined;
  ComputeTime?: number | undefined;
  FinishedAt?: Date | undefined;
  StartedAt?: Date | undefined;
  TotalRecordCount?: number | undefined;
  InvalidRecordCount?: number | undefined;
}
export interface DescribeBatchPredictionsOutput {
  Results?: BatchPrediction[] | undefined;
  NextToken?: string | undefined;
}
export interface DescribeDataSourcesInput {
  FilterVariable?: DataSourceFilterVariable | undefined;
  EQ?: string | undefined;
  GT?: string | undefined;
  LT?: string | undefined;
  GE?: string | undefined;
  LE?: string | undefined;
  NE?: string | undefined;
  Prefix?: string | undefined;
  SortOrder?: SortOrder | undefined;
  NextToken?: string | undefined;
  Limit?: number | undefined;
}
export interface RDSMetadata {
  Database?: RDSDatabase | undefined;
  DatabaseUserName?: string | undefined;
  SelectSqlQuery?: string | undefined;
  ResourceRole?: string | undefined;
  ServiceRole?: string | undefined;
  DataPipelineId?: string | undefined;
}
export interface RedshiftMetadata {
  RedshiftDatabase?: RedshiftDatabase | undefined;
  DatabaseUserName?: string | undefined;
  SelectSqlQuery?: string | undefined;
}
export interface DataSource {
  DataSourceId?: string | undefined;
  DataLocationS3?: string | undefined;
  DataRearrangement?: string | undefined;
  CreatedByIamUser?: string | undefined;
  CreatedAt?: Date | undefined;
  LastUpdatedAt?: Date | undefined;
  DataSizeInBytes?: number | undefined;
  NumberOfFiles?: number | undefined;
  Name?: string | undefined;
  Status?: EntityStatus | undefined;
  Message?: string | undefined;
  RedshiftMetadata?: RedshiftMetadata | undefined;
  RDSMetadata?: RDSMetadata | undefined;
  RoleARN?: string | undefined;
  ComputeStatistics?: boolean | undefined;
  ComputeTime?: number | undefined;
  FinishedAt?: Date | undefined;
  StartedAt?: Date | undefined;
}
export interface DescribeDataSourcesOutput {
  Results?: DataSource[] | undefined;
  NextToken?: string | undefined;
}
export interface DescribeEvaluationsInput {
  FilterVariable?: EvaluationFilterVariable | undefined;
  EQ?: string | undefined;
  GT?: string | undefined;
  LT?: string | undefined;
  GE?: string | undefined;
  LE?: string | undefined;
  NE?: string | undefined;
  Prefix?: string | undefined;
  SortOrder?: SortOrder | undefined;
  NextToken?: string | undefined;
  Limit?: number | undefined;
}
export interface PerformanceMetrics {
  Properties?: Record<string, string> | undefined;
}
export interface Evaluation {
  EvaluationId?: string | undefined;
  MLModelId?: string | undefined;
  EvaluationDataSourceId?: string | undefined;
  InputDataLocationS3?: string | undefined;
  CreatedByIamUser?: string | undefined;
  CreatedAt?: Date | undefined;
  LastUpdatedAt?: Date | undefined;
  Name?: string | undefined;
  Status?: EntityStatus | undefined;
  PerformanceMetrics?: PerformanceMetrics | undefined;
  Message?: string | undefined;
  ComputeTime?: number | undefined;
  FinishedAt?: Date | undefined;
  StartedAt?: Date | undefined;
}
export interface DescribeEvaluationsOutput {
  Results?: Evaluation[] | undefined;
  NextToken?: string | undefined;
}
export interface DescribeMLModelsInput {
  FilterVariable?: MLModelFilterVariable | undefined;
  EQ?: string | undefined;
  GT?: string | undefined;
  LT?: string | undefined;
  GE?: string | undefined;
  LE?: string | undefined;
  NE?: string | undefined;
  Prefix?: string | undefined;
  SortOrder?: SortOrder | undefined;
  NextToken?: string | undefined;
  Limit?: number | undefined;
}
export interface MLModel {
  MLModelId?: string | undefined;
  TrainingDataSourceId?: string | undefined;
  CreatedByIamUser?: string | undefined;
  CreatedAt?: Date | undefined;
  LastUpdatedAt?: Date | undefined;
  Name?: string | undefined;
  Status?: EntityStatus | undefined;
  SizeInBytes?: number | undefined;
  EndpointInfo?: RealtimeEndpointInfo | undefined;
  TrainingParameters?: Record<string, string> | undefined;
  InputDataLocationS3?: string | undefined;
  Algorithm?: Algorithm | undefined;
  MLModelType?: MLModelType | undefined;
  ScoreThreshold?: number | undefined;
  ScoreThresholdLastUpdatedAt?: Date | undefined;
  Message?: string | undefined;
  ComputeTime?: number | undefined;
  FinishedAt?: Date | undefined;
  StartedAt?: Date | undefined;
}
export interface DescribeMLModelsOutput {
  Results?: MLModel[] | undefined;
  NextToken?: string | undefined;
}
export interface DescribeTagsInput {
  ResourceId: string | undefined;
  ResourceType: TaggableResourceType | undefined;
}
export interface DescribeTagsOutput {
  ResourceId?: string | undefined;
  ResourceType?: TaggableResourceType | undefined;
  Tags?: Tag[] | undefined;
}
export interface GetBatchPredictionInput {
  BatchPredictionId: string | undefined;
}
export interface GetBatchPredictionOutput {
  BatchPredictionId?: string | undefined;
  MLModelId?: string | undefined;
  BatchPredictionDataSourceId?: string | undefined;
  InputDataLocationS3?: string | undefined;
  CreatedByIamUser?: string | undefined;
  CreatedAt?: Date | undefined;
  LastUpdatedAt?: Date | undefined;
  Name?: string | undefined;
  Status?: EntityStatus | undefined;
  OutputUri?: string | undefined;
  LogUri?: string | undefined;
  Message?: string | undefined;
  ComputeTime?: number | undefined;
  FinishedAt?: Date | undefined;
  StartedAt?: Date | undefined;
  TotalRecordCount?: number | undefined;
  InvalidRecordCount?: number | undefined;
}
export interface GetDataSourceInput {
  DataSourceId: string | undefined;
  Verbose?: boolean | undefined;
}
export interface GetDataSourceOutput {
  DataSourceId?: string | undefined;
  DataLocationS3?: string | undefined;
  DataRearrangement?: string | undefined;
  CreatedByIamUser?: string | undefined;
  CreatedAt?: Date | undefined;
  LastUpdatedAt?: Date | undefined;
  DataSizeInBytes?: number | undefined;
  NumberOfFiles?: number | undefined;
  Name?: string | undefined;
  Status?: EntityStatus | undefined;
  LogUri?: string | undefined;
  Message?: string | undefined;
  RedshiftMetadata?: RedshiftMetadata | undefined;
  RDSMetadata?: RDSMetadata | undefined;
  RoleARN?: string | undefined;
  ComputeStatistics?: boolean | undefined;
  ComputeTime?: number | undefined;
  FinishedAt?: Date | undefined;
  StartedAt?: Date | undefined;
  DataSourceSchema?: string | undefined;
}
export interface GetEvaluationInput {
  EvaluationId: string | undefined;
}
export interface GetEvaluationOutput {
  EvaluationId?: string | undefined;
  MLModelId?: string | undefined;
  EvaluationDataSourceId?: string | undefined;
  InputDataLocationS3?: string | undefined;
  CreatedByIamUser?: string | undefined;
  CreatedAt?: Date | undefined;
  LastUpdatedAt?: Date | undefined;
  Name?: string | undefined;
  Status?: EntityStatus | undefined;
  PerformanceMetrics?: PerformanceMetrics | undefined;
  LogUri?: string | undefined;
  Message?: string | undefined;
  ComputeTime?: number | undefined;
  FinishedAt?: Date | undefined;
  StartedAt?: Date | undefined;
}
export interface GetMLModelInput {
  MLModelId: string | undefined;
  Verbose?: boolean | undefined;
}
export interface GetMLModelOutput {
  MLModelId?: string | undefined;
  TrainingDataSourceId?: string | undefined;
  CreatedByIamUser?: string | undefined;
  CreatedAt?: Date | undefined;
  LastUpdatedAt?: Date | undefined;
  Name?: string | undefined;
  Status?: EntityStatus | undefined;
  SizeInBytes?: number | undefined;
  EndpointInfo?: RealtimeEndpointInfo | undefined;
  TrainingParameters?: Record<string, string> | undefined;
  InputDataLocationS3?: string | undefined;
  MLModelType?: MLModelType | undefined;
  ScoreThreshold?: number | undefined;
  ScoreThresholdLastUpdatedAt?: Date | undefined;
  LogUri?: string | undefined;
  Message?: string | undefined;
  ComputeTime?: number | undefined;
  FinishedAt?: Date | undefined;
  StartedAt?: Date | undefined;
  Recipe?: string | undefined;
  Schema?: string | undefined;
}
export interface PredictInput {
  MLModelId: string | undefined;
  Record: Record<string, string> | undefined;
  PredictEndpoint: string | undefined;
}
export interface Prediction {
  predictedLabel?: string | undefined;
  predictedValue?: number | undefined;
  predictedScores?: Record<string, number> | undefined;
  details?: Partial<Record<DetailsAttributes, string>> | undefined;
}
export interface PredictOutput {
  Prediction?: Prediction | undefined;
}
export interface UpdateBatchPredictionInput {
  BatchPredictionId: string | undefined;
  BatchPredictionName: string | undefined;
}
export interface UpdateBatchPredictionOutput {
  BatchPredictionId?: string | undefined;
}
export interface UpdateDataSourceInput {
  DataSourceId: string | undefined;
  DataSourceName: string | undefined;
}
export interface UpdateDataSourceOutput {
  DataSourceId?: string | undefined;
}
export interface UpdateEvaluationInput {
  EvaluationId: string | undefined;
  EvaluationName: string | undefined;
}
export interface UpdateEvaluationOutput {
  EvaluationId?: string | undefined;
}
export interface UpdateMLModelInput {
  MLModelId: string | undefined;
  MLModelName?: string | undefined;
  ScoreThreshold?: number | undefined;
}
export interface UpdateMLModelOutput {
  MLModelId?: string | undefined;
}