Log of POJOs that you can read back programatically

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I have a set of POJOs that I want to write to a file and have the ability to sequentially read back in the form of an iterator of POJOs

This seems like something a logging framework like logback would handle for me, especially the file handling part (rolling, archiving, ...), but is there a way to do the inverse to read back the POJOs, without writing the code myself?

(I'm assuming here I give the logging framework bytes and it gives me bytes back - but if it handles the serialization too - great)

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