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PowerShell でSpark Data データをCSV に落としてみた

標準PowerShell cmdlets を使ってSpark テーブルにアクセス。

CData Cmdlets Module for Spark は、直感的なSpark データ連携を提供する標準cmdlet です。 本記事では、SparkSQL Cmdlets を使ったサンプルを提供します。

Creating a Connection to Your Spark Data

Set the Server, Database, User, and Password connection properties to connect to SparkSQL.

$conn = Connect-SparkSQL  -Server "$Server"

Selecting Data

Follow the steps below to retrieve data from the Customers table and pipe the result into to a CSV file:

Select-SparkSQL -Connection $conn -Table Customers | Select -Property * -ExcludeProperty Connection,Table,Columns | Export-Csv -Path c:\myCustomersData.csv -NoTypeInformation

You will notice that we piped the results from Select-SparkSQL into a Select-Object cmdlet and excluded some properties before piping them into an Export-Csv cmdlet. We do this because the CData Cmdlets append Connection, Table, and Columns information onto each "row" in the result set, and we do not necessarily want that information in our CSV file.

The Connection, Table, and Columns are appended to the results in order to facilitate piping results from one of the CData Cmdlets directly into another one.

Deleting Data

The following line deletes any records that match the criteria:

Select-SparkSQL -Connection $conn -Table Customers -Where "Country = US" | Remove-SparkSQL

Inserting and Updating Data

The cmdlets make data transformation easy as well as data cleansing. The following example loads data from a CSV file into Spark, checking first whether a record already exists and needs to be updated instead of inserted.

Import-Csv -Path C:\MyCustomersUpdates.csv | %{
  $record = Select-SparkSQL -Connection $SparkSQL -Table Customers -Where ("Id = `'"+$_.Id+"`'")
  if($record){
    Update-SparkSQL -Connection $sparksql -Table Customers -Columns ("City","Balance") -Values ($_.City, $_.Balance) -Where ("Id = `'"+$_.Id+"`'")
  }else{
    Add-SparkSQL -Connection $sparksql -Table Customers -Columns ("City","Balance") -Values ($_.City, $_.Balance)
  }
}

As always, our goal is to simplify the way you connect to data. With cmdlets users can install a data module, set the connection properties, and start building. Download Cmdlets and start working with your data in PowerShell today!

 
 
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