Thank you @masahi
This is very helpful. But,  I am more than puzzled.  

Let us say you have two HW units of capable of running (the original example 
add1 and add2). So according to your answer, the add1 and add2 CAN NOT run in 
parallel? Could you provide some insights and on this? Also provide a link to 
source code that prevents does this sequential running?  
 
[quote="masahi, post:10, topic:6572, full:true"]
It’s simple: We support only intra-operator parallelism, not inter-operator 
parallelism. We use threads for paralizing the outer most loop of convolution, 
for example.
[/quote]





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