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Optimization and Scripting

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From http://www.cse.wustl.edu/~loui/praiseieee.html -

How about algorithmic complexity? Don't scripting languages take to= long to

perform nested loops? The answer here is that a cpu-bound tight = op such as

a matrix multiplication is indeed faster in a language like c. But such

bottlenecks are easy to identify and indeed easy to rewrite in c. True system

bottlenecks are things like paging, chasing pointers, disk, process

initialization, garbage collection, fragmentation, cache mismanagement, and

poor data organization. Often, we see that bette= data organization was

unimplemented because it would have required more code, code that would have

been attempted in an "easier" programming language like a scripting language,

but which was too difficult to attempt in a "harder" programming language. We

saw this in the AI class with heu= stic search and computer vision, where

brute force is better in c, but complex heuristics are better than brute

force, and scripting is better for complex heuristics. When algorithms are

exponential, it usually doe= 't matter what language you use because most

practical n will incur too great a cost. Again, the solution is to write

heuristics, and scripting i= the top dog in that house. Cpu's are so much

faster than disks these days that a single extra disk read can erase the CPU

advantage of using compiled c instead of interpreted gawk. In any case, java

is hardly= e first choice for those who have algorithmic bottlenecks.