Transform-Data-Format SNAP format -> Giraph format FromNodeId ToNodeId -> [source_id,source_value,[[dest_id, edge_value],...]] SNAP format -> GraphX format since now, don't have to much work SNAP format -> CSV format in BigDatalog system