@tqchen @comaniac Thanks for the comments! The feedback of the invalid configs 
is something I didn't think of. Actually this is the representation I came up 
for non-grid config space. If the config space is too large, and there are too 
many constraints so that the shape of the space is very irregular, it will cost 
too much memory to store the whole config space during the runtime. Therefore 
I'm thinking of storing a grid space with the current representation and its 
constraints as the solution. I wonder if it is possible to throw the error code 
in `next_batch`? Or the error code can only be thrown by a low-level check?

The second plan sounds like an interesting idea. Is it gonna be a new pass as 
you suggest? My concern is as Ansor comes out the pass might not be of great 
use in the future. What's your opinion?

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