The scripts provided can take an arbitrarily complicated set of multivariable polynomial and reduce the amount of computation required to compute it.
Given a choice of functions, the liability distribution from which the output of HIBACHI effectively samples can, in theory, always be computed mathematically, though the amount of computation required may be prohibitive.
To step back a bit first though, Nvidia has traditionally made graphical processing units (GPUs) that are excellent at the kinds of parallel computation required for gaming and applications like computer-aided design (CAD).
In particular, the utilization of approximate computing can be utilized to reduce the amount of computation required for the calculus of the (auto) correlation value.
The final computation required 3 million CPU hours on NERSC's supercomputers, though parallel computing shrank this to a couple of weeks.
When those things happen, the computation required for multipath processing can get so complex that it actually slows down the overall speeds, says Medard.
Nvidia is now exploring three main paths forward: developing more specialized chips; reducing the computation required during deep learning; and experimenting with analog rather than digital chip architectures.
Algorand doesn't use miners, and the computation required to secure the ledger is "trivial," which makes the system very fast, says Micali.
The amount of computation required for structural analysis is largely dependent on the degree of statical indeterminacy of the structure.
However the disadvantage is that the amount of computation required for model building has also dramatically increased.
Previously, the amount of computation required to do a pairwise comparison of any two items in Netflix's (and presumably Apple's) library scaled as a quadratic function of the number of comparisons to be performed.
