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djbyrne avatar djbyrne commented on August 15, 2024

How come map will be faster than vmap?

from jumanji.

clement-bonnet avatar clement-bonnet commented on August 15, 2024

Operations done on the EMSs could be conditionally done on whether the EMS exist or not (using map instead of vmap over the EMSs). This would be nice when most EMSs are non-existent. However, this operation is not parallelisable so vmap-ing the whole step function (that includes map over EMSs) will lead to inefficiency because the computation is heterogeneous. A similar solution to the VmapAutoResetWrapper could be done for the step function by splitting the step into 2 components: homogeneous computation and heterogeneous computation, vmap-ing the former and map-ing the latter. But I don't see this as being easy to implement and even having a high potential. So, I think this issue could be closed for now.

from jumanji.

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