Hello Osman
Welcome to the Wefugees community and thank you for your question.
Usually, you have to pay for the regular driver's licence yourself, but there are exceptions: You can get a grant by Jobcenter or Agentur für Arbeit if you need the licence for a job. You need a document by your employer that proves that.
Best regards,
Thorgen