Solved by ptrblck in post #2 
              
              
                If you use num_workers > 1 you are already creating multiple workers, where each worker will load a batch and push it to the queue. 
If you are still seeing a slowdown in loading the data, it would mean that your current data loading pipeline is still not fast enough. 
This post gives some insights …