I guess you misread me. The Dataset API is somewhat fine, much better than queues for instance. However not clear from documentation how to do more complex stuf

I guess you misread me. The Dataset API is somewhat fine, much better than queues for instance. However not clear from documentation how to do more complex stuff, or how to integrate it with the rest of TF stack, specially the new Estimator API.