Let's get back to the original topic, which is broader imo.

First of all, depending on your scenario, incremental compilation may be doable 
or not, like on edge devices where space is only allowed for tvm runtime, not 
compiler.

Then, I am actually in favor of incremental compilation, or some profiling 
guided stuff. I do think that it is inevitable for training, especially when 
people are increasingly interested in more flexible models.

However, it is not quite clear for me whether we need multiple entries. Can we 
do better than a single module? Maybe @comaniac can offer some thoughts.

BTW, in the treelstm example, i am curious why we need a 
training/dev/test-data-dependent full code replication? It seems to be possible 
to do that partially so that it could be more controllable.

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