Sharepoint - Stop the edit dialog from showing after uploading new file to document library

Instead of stopping it, go to the library, click on the library ribbon tab and then on the right you should see Forms and you can change the edit or display forms there. You can also do this from SharePoint Designer. Since it is a document library, unfortunately, the use of InfoPath to customize the form is not supported here.