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Can I create a GAF file from gff3?

I need to create a GAF file for a non model organism. Currently I have a reference.fa and a gff3 with predicted genes. How can I map those to GO terms and create a GAF file according to these specifications:

http://www.geneontology.org/page/go-annotation-file-gaf-format-10

Google only brought up Blast2Go, a non-free software suite, where I am not even completely sure whether it can do what I need. Do you know where I can get the corresponding GO terms for each predicted gene, so I can write script that joines these infos, as for example asked here or here? I think I am lost somewhere in the ontology world.

annotation assembly genome

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