packages feed

amazonka-ml-2.0: gen/Amazonka/MachineLearning/CreateDataSourceFromRDS.hs

{-# LANGUAGE DeriveGeneric #-}
{-# LANGUAGE DuplicateRecordFields #-}
{-# LANGUAGE NamedFieldPuns #-}
{-# LANGUAGE OverloadedStrings #-}
{-# LANGUAGE RecordWildCards #-}
{-# LANGUAGE StrictData #-}
{-# LANGUAGE TypeFamilies #-}
{-# LANGUAGE NoImplicitPrelude #-}
{-# OPTIONS_GHC -fno-warn-unused-binds #-}
{-# OPTIONS_GHC -fno-warn-unused-imports #-}
{-# OPTIONS_GHC -fno-warn-unused-matches #-}

-- Derived from AWS service descriptions, licensed under Apache 2.0.

-- |
-- Module      : Amazonka.MachineLearning.CreateDataSourceFromRDS
-- Copyright   : (c) 2013-2023 Brendan Hay
-- License     : Mozilla Public License, v. 2.0.
-- Maintainer  : Brendan Hay
-- Stability   : auto-generated
-- Portability : non-portable (GHC extensions)
--
-- Creates a @DataSource@ object from an
-- <http://aws.amazon.com/rds/ Amazon Relational Database Service> (Amazon
-- RDS). A @DataSource@ references data that can be used to perform
-- @CreateMLModel@, @CreateEvaluation@, or @CreateBatchPrediction@
-- operations.
--
-- @CreateDataSourceFromRDS@ is an asynchronous operation. In response to
-- @CreateDataSourceFromRDS@, Amazon Machine Learning (Amazon ML)
-- immediately returns and sets the @DataSource@ status to @PENDING@. After
-- the @DataSource@ is created and ready for use, Amazon ML sets the
-- @Status@ parameter to @COMPLETED@. @DataSource@ in the @COMPLETED@ or
-- @PENDING@ state can be used only to perform @>CreateMLModel@>,
-- @CreateEvaluation@, or @CreateBatchPrediction@ operations.
--
-- If Amazon ML cannot accept the input source, it sets the @Status@
-- parameter to @FAILED@ and includes an error message in the @Message@
-- attribute of the @GetDataSource@ operation response.
module Amazonka.MachineLearning.CreateDataSourceFromRDS
  ( -- * Creating a Request
    CreateDataSourceFromRDS (..),
    newCreateDataSourceFromRDS,

    -- * Request Lenses
    createDataSourceFromRDS_computeStatistics,
    createDataSourceFromRDS_dataSourceName,
    createDataSourceFromRDS_dataSourceId,
    createDataSourceFromRDS_rDSData,
    createDataSourceFromRDS_roleARN,

    -- * Destructuring the Response
    CreateDataSourceFromRDSResponse (..),
    newCreateDataSourceFromRDSResponse,

    -- * Response Lenses
    createDataSourceFromRDSResponse_dataSourceId,
    createDataSourceFromRDSResponse_httpStatus,
  )
where

import qualified Amazonka.Core as Core
import qualified Amazonka.Core.Lens.Internal as Lens
import qualified Amazonka.Data as Data
import Amazonka.MachineLearning.Types
import qualified Amazonka.Prelude as Prelude
import qualified Amazonka.Request as Request
import qualified Amazonka.Response as Response

-- | /See:/ 'newCreateDataSourceFromRDS' smart constructor.
data CreateDataSourceFromRDS = CreateDataSourceFromRDS'
  { -- | The compute statistics for a @DataSource@. The statistics are generated
    -- from the observation data referenced by a @DataSource@. Amazon ML uses
    -- the statistics internally during @MLModel@ training. This parameter must
    -- be set to @true@ if the DataSource needs to be used for @MLModel@
    -- training.
    computeStatistics :: Prelude.Maybe Prelude.Bool,
    -- | A user-supplied name or description of the @DataSource@.
    dataSourceName :: Prelude.Maybe Prelude.Text,
    -- | A user-supplied ID that uniquely identifies the @DataSource@. Typically,
    -- an Amazon Resource Number (ARN) becomes the ID for a @DataSource@.
    dataSourceId :: Prelude.Text,
    -- | The data specification of an Amazon RDS @DataSource@:
    --
    -- -   DatabaseInformation -
    --
    --     -   @DatabaseName@ - The name of the Amazon RDS database.
    --
    --     -   @InstanceIdentifier @ - A unique identifier for the Amazon RDS
    --         database instance.
    --
    -- -   DatabaseCredentials - AWS Identity and Access Management (IAM)
    --     credentials that are used to connect to the Amazon RDS database.
    --
    -- -   ResourceRole - A role (DataPipelineDefaultResourceRole) assumed by
    --     an EC2 instance to carry out the copy task from Amazon RDS to Amazon
    --     Simple Storage Service (Amazon S3). For more information, see
    --     <https://docs.aws.amazon.com/datapipeline/latest/DeveloperGuide/dp-iam-roles.html Role templates>
    --     for data pipelines.
    --
    -- -   ServiceRole - A role (DataPipelineDefaultRole) assumed by the AWS
    --     Data Pipeline service to monitor the progress of the copy task from
    --     Amazon RDS to Amazon S3. For more information, see
    --     <https://docs.aws.amazon.com/datapipeline/latest/DeveloperGuide/dp-iam-roles.html Role templates>
    --     for data pipelines.
    --
    -- -   SecurityInfo - The security information to use to access an RDS DB
    --     instance. You need to set up appropriate ingress rules for the
    --     security entity IDs provided to allow access to the Amazon RDS
    --     instance. Specify a [@SubnetId@, @SecurityGroupIds@] pair for a
    --     VPC-based RDS DB instance.
    --
    -- -   SelectSqlQuery - A query that is used to retrieve the observation
    --     data for the @Datasource@.
    --
    -- -   S3StagingLocation - The Amazon S3 location for staging Amazon RDS
    --     data. The data retrieved from Amazon RDS using @SelectSqlQuery@ is
    --     stored in this location.
    --
    -- -   DataSchemaUri - The Amazon S3 location of the @DataSchema@.
    --
    -- -   DataSchema - A JSON string representing the schema. This is not
    --     required if @DataSchemaUri@ is specified.
    --
    -- -   DataRearrangement - A JSON string that represents the splitting and
    --     rearrangement requirements for the @Datasource@.
    --
    --     Sample -
    --     @ \"{\\\"splitting\\\":{\\\"percentBegin\\\":10,\\\"percentEnd\\\":60}}\"@
    rDSData :: RDSDataSpec,
    -- | The role that Amazon ML assumes on behalf of the user to create and
    -- activate a data pipeline in the user\'s account and copy data using the
    -- @SelectSqlQuery@ query from Amazon RDS to Amazon S3.
    roleARN :: Prelude.Text
  }
  deriving (Prelude.Eq, Prelude.Read, Prelude.Show, Prelude.Generic)

-- |
-- Create a value of 'CreateDataSourceFromRDS' with all optional fields omitted.
--
-- Use <https://hackage.haskell.org/package/generic-lens generic-lens> or <https://hackage.haskell.org/package/optics optics> to modify other optional fields.
--
-- The following record fields are available, with the corresponding lenses provided
-- for backwards compatibility:
--
-- 'computeStatistics', 'createDataSourceFromRDS_computeStatistics' - The compute statistics for a @DataSource@. The statistics are generated
-- from the observation data referenced by a @DataSource@. Amazon ML uses
-- the statistics internally during @MLModel@ training. This parameter must
-- be set to @true@ if the DataSource needs to be used for @MLModel@
-- training.
--
-- 'dataSourceName', 'createDataSourceFromRDS_dataSourceName' - A user-supplied name or description of the @DataSource@.
--
-- 'dataSourceId', 'createDataSourceFromRDS_dataSourceId' - A user-supplied ID that uniquely identifies the @DataSource@. Typically,
-- an Amazon Resource Number (ARN) becomes the ID for a @DataSource@.
--
-- 'rDSData', 'createDataSourceFromRDS_rDSData' - The data specification of an Amazon RDS @DataSource@:
--
-- -   DatabaseInformation -
--
--     -   @DatabaseName@ - The name of the Amazon RDS database.
--
--     -   @InstanceIdentifier @ - A unique identifier for the Amazon RDS
--         database instance.
--
-- -   DatabaseCredentials - AWS Identity and Access Management (IAM)
--     credentials that are used to connect to the Amazon RDS database.
--
-- -   ResourceRole - A role (DataPipelineDefaultResourceRole) assumed by
--     an EC2 instance to carry out the copy task from Amazon RDS to Amazon
--     Simple Storage Service (Amazon S3). For more information, see
--     <https://docs.aws.amazon.com/datapipeline/latest/DeveloperGuide/dp-iam-roles.html Role templates>
--     for data pipelines.
--
-- -   ServiceRole - A role (DataPipelineDefaultRole) assumed by the AWS
--     Data Pipeline service to monitor the progress of the copy task from
--     Amazon RDS to Amazon S3. For more information, see
--     <https://docs.aws.amazon.com/datapipeline/latest/DeveloperGuide/dp-iam-roles.html Role templates>
--     for data pipelines.
--
-- -   SecurityInfo - The security information to use to access an RDS DB
--     instance. You need to set up appropriate ingress rules for the
--     security entity IDs provided to allow access to the Amazon RDS
--     instance. Specify a [@SubnetId@, @SecurityGroupIds@] pair for a
--     VPC-based RDS DB instance.
--
-- -   SelectSqlQuery - A query that is used to retrieve the observation
--     data for the @Datasource@.
--
-- -   S3StagingLocation - The Amazon S3 location for staging Amazon RDS
--     data. The data retrieved from Amazon RDS using @SelectSqlQuery@ is
--     stored in this location.
--
-- -   DataSchemaUri - The Amazon S3 location of the @DataSchema@.
--
-- -   DataSchema - A JSON string representing the schema. This is not
--     required if @DataSchemaUri@ is specified.
--
-- -   DataRearrangement - A JSON string that represents the splitting and
--     rearrangement requirements for the @Datasource@.
--
--     Sample -
--     @ \"{\\\"splitting\\\":{\\\"percentBegin\\\":10,\\\"percentEnd\\\":60}}\"@
--
-- 'roleARN', 'createDataSourceFromRDS_roleARN' - The role that Amazon ML assumes on behalf of the user to create and
-- activate a data pipeline in the user\'s account and copy data using the
-- @SelectSqlQuery@ query from Amazon RDS to Amazon S3.
newCreateDataSourceFromRDS ::
  -- | 'dataSourceId'
  Prelude.Text ->
  -- | 'rDSData'
  RDSDataSpec ->
  -- | 'roleARN'
  Prelude.Text ->
  CreateDataSourceFromRDS
newCreateDataSourceFromRDS
  pDataSourceId_
  pRDSData_
  pRoleARN_ =
    CreateDataSourceFromRDS'
      { computeStatistics =
          Prelude.Nothing,
        dataSourceName = Prelude.Nothing,
        dataSourceId = pDataSourceId_,
        rDSData = pRDSData_,
        roleARN = pRoleARN_
      }

-- | The compute statistics for a @DataSource@. The statistics are generated
-- from the observation data referenced by a @DataSource@. Amazon ML uses
-- the statistics internally during @MLModel@ training. This parameter must
-- be set to @true@ if the DataSource needs to be used for @MLModel@
-- training.
createDataSourceFromRDS_computeStatistics :: Lens.Lens' CreateDataSourceFromRDS (Prelude.Maybe Prelude.Bool)
createDataSourceFromRDS_computeStatistics = Lens.lens (\CreateDataSourceFromRDS' {computeStatistics} -> computeStatistics) (\s@CreateDataSourceFromRDS' {} a -> s {computeStatistics = a} :: CreateDataSourceFromRDS)

-- | A user-supplied name or description of the @DataSource@.
createDataSourceFromRDS_dataSourceName :: Lens.Lens' CreateDataSourceFromRDS (Prelude.Maybe Prelude.Text)
createDataSourceFromRDS_dataSourceName = Lens.lens (\CreateDataSourceFromRDS' {dataSourceName} -> dataSourceName) (\s@CreateDataSourceFromRDS' {} a -> s {dataSourceName = a} :: CreateDataSourceFromRDS)

-- | A user-supplied ID that uniquely identifies the @DataSource@. Typically,
-- an Amazon Resource Number (ARN) becomes the ID for a @DataSource@.
createDataSourceFromRDS_dataSourceId :: Lens.Lens' CreateDataSourceFromRDS Prelude.Text
createDataSourceFromRDS_dataSourceId = Lens.lens (\CreateDataSourceFromRDS' {dataSourceId} -> dataSourceId) (\s@CreateDataSourceFromRDS' {} a -> s {dataSourceId = a} :: CreateDataSourceFromRDS)

-- | The data specification of an Amazon RDS @DataSource@:
--
-- -   DatabaseInformation -
--
--     -   @DatabaseName@ - The name of the Amazon RDS database.
--
--     -   @InstanceIdentifier @ - A unique identifier for the Amazon RDS
--         database instance.
--
-- -   DatabaseCredentials - AWS Identity and Access Management (IAM)
--     credentials that are used to connect to the Amazon RDS database.
--
-- -   ResourceRole - A role (DataPipelineDefaultResourceRole) assumed by
--     an EC2 instance to carry out the copy task from Amazon RDS to Amazon
--     Simple Storage Service (Amazon S3). For more information, see
--     <https://docs.aws.amazon.com/datapipeline/latest/DeveloperGuide/dp-iam-roles.html Role templates>
--     for data pipelines.
--
-- -   ServiceRole - A role (DataPipelineDefaultRole) assumed by the AWS
--     Data Pipeline service to monitor the progress of the copy task from
--     Amazon RDS to Amazon S3. For more information, see
--     <https://docs.aws.amazon.com/datapipeline/latest/DeveloperGuide/dp-iam-roles.html Role templates>
--     for data pipelines.
--
-- -   SecurityInfo - The security information to use to access an RDS DB
--     instance. You need to set up appropriate ingress rules for the
--     security entity IDs provided to allow access to the Amazon RDS
--     instance. Specify a [@SubnetId@, @SecurityGroupIds@] pair for a
--     VPC-based RDS DB instance.
--
-- -   SelectSqlQuery - A query that is used to retrieve the observation
--     data for the @Datasource@.
--
-- -   S3StagingLocation - The Amazon S3 location for staging Amazon RDS
--     data. The data retrieved from Amazon RDS using @SelectSqlQuery@ is
--     stored in this location.
--
-- -   DataSchemaUri - The Amazon S3 location of the @DataSchema@.
--
-- -   DataSchema - A JSON string representing the schema. This is not
--     required if @DataSchemaUri@ is specified.
--
-- -   DataRearrangement - A JSON string that represents the splitting and
--     rearrangement requirements for the @Datasource@.
--
--     Sample -
--     @ \"{\\\"splitting\\\":{\\\"percentBegin\\\":10,\\\"percentEnd\\\":60}}\"@
createDataSourceFromRDS_rDSData :: Lens.Lens' CreateDataSourceFromRDS RDSDataSpec
createDataSourceFromRDS_rDSData = Lens.lens (\CreateDataSourceFromRDS' {rDSData} -> rDSData) (\s@CreateDataSourceFromRDS' {} a -> s {rDSData = a} :: CreateDataSourceFromRDS)

-- | The role that Amazon ML assumes on behalf of the user to create and
-- activate a data pipeline in the user\'s account and copy data using the
-- @SelectSqlQuery@ query from Amazon RDS to Amazon S3.
createDataSourceFromRDS_roleARN :: Lens.Lens' CreateDataSourceFromRDS Prelude.Text
createDataSourceFromRDS_roleARN = Lens.lens (\CreateDataSourceFromRDS' {roleARN} -> roleARN) (\s@CreateDataSourceFromRDS' {} a -> s {roleARN = a} :: CreateDataSourceFromRDS)

instance Core.AWSRequest CreateDataSourceFromRDS where
  type
    AWSResponse CreateDataSourceFromRDS =
      CreateDataSourceFromRDSResponse
  request overrides =
    Request.postJSON (overrides defaultService)
  response =
    Response.receiveJSON
      ( \s h x ->
          CreateDataSourceFromRDSResponse'
            Prelude.<$> (x Data..?> "DataSourceId")
            Prelude.<*> (Prelude.pure (Prelude.fromEnum s))
      )

instance Prelude.Hashable CreateDataSourceFromRDS where
  hashWithSalt _salt CreateDataSourceFromRDS' {..} =
    _salt
      `Prelude.hashWithSalt` computeStatistics
      `Prelude.hashWithSalt` dataSourceName
      `Prelude.hashWithSalt` dataSourceId
      `Prelude.hashWithSalt` rDSData
      `Prelude.hashWithSalt` roleARN

instance Prelude.NFData CreateDataSourceFromRDS where
  rnf CreateDataSourceFromRDS' {..} =
    Prelude.rnf computeStatistics
      `Prelude.seq` Prelude.rnf dataSourceName
      `Prelude.seq` Prelude.rnf dataSourceId
      `Prelude.seq` Prelude.rnf rDSData
      `Prelude.seq` Prelude.rnf roleARN

instance Data.ToHeaders CreateDataSourceFromRDS where
  toHeaders =
    Prelude.const
      ( Prelude.mconcat
          [ "X-Amz-Target"
              Data.=# ( "AmazonML_20141212.CreateDataSourceFromRDS" ::
                          Prelude.ByteString
                      ),
            "Content-Type"
              Data.=# ( "application/x-amz-json-1.1" ::
                          Prelude.ByteString
                      )
          ]
      )

instance Data.ToJSON CreateDataSourceFromRDS where
  toJSON CreateDataSourceFromRDS' {..} =
    Data.object
      ( Prelude.catMaybes
          [ ("ComputeStatistics" Data..=)
              Prelude.<$> computeStatistics,
            ("DataSourceName" Data..=)
              Prelude.<$> dataSourceName,
            Prelude.Just ("DataSourceId" Data..= dataSourceId),
            Prelude.Just ("RDSData" Data..= rDSData),
            Prelude.Just ("RoleARN" Data..= roleARN)
          ]
      )

instance Data.ToPath CreateDataSourceFromRDS where
  toPath = Prelude.const "/"

instance Data.ToQuery CreateDataSourceFromRDS where
  toQuery = Prelude.const Prelude.mempty

-- | Represents the output of a @CreateDataSourceFromRDS@ operation, and is
-- an acknowledgement that Amazon ML received the request.
--
-- The @CreateDataSourceFromRDS@> operation is asynchronous. You can poll
-- for updates by using the @GetBatchPrediction@ operation and checking the
-- @Status@ parameter. You can inspect the @Message@ when @Status@ shows up
-- as @FAILED@. You can also check the progress of the copy operation by
-- going to the @DataPipeline@ console and looking up the pipeline using
-- the @pipelineId @ from the describe call.
--
-- /See:/ 'newCreateDataSourceFromRDSResponse' smart constructor.
data CreateDataSourceFromRDSResponse = CreateDataSourceFromRDSResponse'
  { -- | A user-supplied ID that uniquely identifies the datasource. This value
    -- should be identical to the value of the @DataSourceID@ in the request.
    dataSourceId :: Prelude.Maybe Prelude.Text,
    -- | The response's http status code.
    httpStatus :: Prelude.Int
  }
  deriving (Prelude.Eq, Prelude.Read, Prelude.Show, Prelude.Generic)

-- |
-- Create a value of 'CreateDataSourceFromRDSResponse' with all optional fields omitted.
--
-- Use <https://hackage.haskell.org/package/generic-lens generic-lens> or <https://hackage.haskell.org/package/optics optics> to modify other optional fields.
--
-- The following record fields are available, with the corresponding lenses provided
-- for backwards compatibility:
--
-- 'dataSourceId', 'createDataSourceFromRDSResponse_dataSourceId' - A user-supplied ID that uniquely identifies the datasource. This value
-- should be identical to the value of the @DataSourceID@ in the request.
--
-- 'httpStatus', 'createDataSourceFromRDSResponse_httpStatus' - The response's http status code.
newCreateDataSourceFromRDSResponse ::
  -- | 'httpStatus'
  Prelude.Int ->
  CreateDataSourceFromRDSResponse
newCreateDataSourceFromRDSResponse pHttpStatus_ =
  CreateDataSourceFromRDSResponse'
    { dataSourceId =
        Prelude.Nothing,
      httpStatus = pHttpStatus_
    }

-- | A user-supplied ID that uniquely identifies the datasource. This value
-- should be identical to the value of the @DataSourceID@ in the request.
createDataSourceFromRDSResponse_dataSourceId :: Lens.Lens' CreateDataSourceFromRDSResponse (Prelude.Maybe Prelude.Text)
createDataSourceFromRDSResponse_dataSourceId = Lens.lens (\CreateDataSourceFromRDSResponse' {dataSourceId} -> dataSourceId) (\s@CreateDataSourceFromRDSResponse' {} a -> s {dataSourceId = a} :: CreateDataSourceFromRDSResponse)

-- | The response's http status code.
createDataSourceFromRDSResponse_httpStatus :: Lens.Lens' CreateDataSourceFromRDSResponse Prelude.Int
createDataSourceFromRDSResponse_httpStatus = Lens.lens (\CreateDataSourceFromRDSResponse' {httpStatus} -> httpStatus) (\s@CreateDataSourceFromRDSResponse' {} a -> s {httpStatus = a} :: CreateDataSourceFromRDSResponse)

instance
  Prelude.NFData
    CreateDataSourceFromRDSResponse
  where
  rnf CreateDataSourceFromRDSResponse' {..} =
    Prelude.rnf dataSourceId
      `Prelude.seq` Prelude.rnf httpStatus