Navigate to Catalog -> Price Books and click on the name of the Price Book you wish to export.
Click the Export Price Book button. Your price book CSV file will download.
Exported price books will have an ID for every item. If you want to use your exported file to create a NEW price book, rather than edit an existing one, please delete the ID column.
For more information on Running sales with Price Books, check out this article.