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optimizing code: sort algorithm, random numbers etc. Best resources for optimization?
Hi, I have written code that I would like to optimize. I need to push it to
the limit interms of speed as the accuracy of results are proportional to runtime. First off, would anyone know any resources that explains how to optimize code i.e. give some rules on c++ optimization? e.g. using memcpy to copy an array (which i have done). Also, what is the best sorting algorithm out there for sorting an array of of size 100 or less? I have considered heapsort and insertsort. I am however wanting to find the fastest. Also I'm looking for a good fast random number generator. I am currently using Boost: boost::minstd_rand boost::uniform_real<> boost::uniform_int<> boost::variate_generator<boost::minstd_rand, boost::uniform_real<> > boost::variate_generator<boost::minstd_rand, boost::uniform_int<> > Is the Mersenne-Twister RNG faster/better? I am running VC++ 7 on an AMD Mobile XP 2600+ if that helps. Thanks! Cheers, Peter |
Re: optimizing code: sort algorithm, random numbers etc. Best resources for optimization?
PWalker wrote:
[bunch of questions not directly related to C++ language] Most of your questions will be best addressed with a web search. Say you start at www.google.com, and possibly with groups.google.com. Socks |
Re: optimizing code: sort algorithm, random numbers etc. Best resources for optimization?
"PWalker" <p.walker@rad.com> wrote in message
news:41c059dd$1@dnews.tpgi.com.au... > Hi, I have written code that I would like to optimize. I need to push it > to the limit interms of speed as the accuracy of results are proportional > to runtime. > > First off, would anyone know any resources that explains how to optimize > code i.e. give some rules on c++ optimization? e.g. using memcpy to copy > an array (which i have done). This may not always be a good idea. Beware of undefined behavior... > Also, what is the best sorting algorithm out there for sorting an array of > of size 100 or less? I have considered heapsort and insertsort. I am > however wanting to find the fastest. Try std::sort. In popular C++ library implementations, it is based on the IntroSort algorithm, which itself is an improvement over the famed QuickSort. But the best approach will depend on the contents of the array (e.g. sometimes a linked list based MergeSort, with guaranteed NlgN complexity and reduced number of object copies may do better). > Also I'm looking for a good fast random number generator. I am currently > using Boost: > > boost::minstd_rand > boost::uniform_real<> > boost::uniform_int<> > boost::variate_generator<boost::minstd_rand, boost::uniform_real<> > > boost::variate_generator<boost::minstd_rand, boost::uniform_int<> > > > Is the Mersenne-Twister RNG faster/better? How do you define "better" ? To what extent is RNG speed relevant to your problem ? The most critical rule when optimizing code is to *measure first*. From your post, it does not sound like you have done much profiling so far. Do you know what percentage of the execution time is spent on sorting or on other functions? If not, it is likely that you are wasting your time. Next, you need to look at algorithms complexity, and avoid doing any computations when possible (e.g. caching, etc...). Tertio, remember that memory access is the bottleneck of many computer programs today. Try to make your memory accesses contiguous and cache friendly (e.g. use in-lined data members instead of pointers to separate objects; use arrays and std::vector instead of other object collections when possible). For C++ itself, all you need is to be aware of the cost of some features (e.g. exceptions if relevant, virtual calls, construction/destruction of objects, etc). Also, remember to 'tune' the compiler options for generating fast code. You may even consider switching compilers (some generate noticeably faster code than others). There are many targeted optimization techniques and approaches, but you have given too little information about the kind of problem that you are working on... But again: measure first to know what part of your system should be the target of your optimization efforts. Cheers, Ivan -- http://ivan.vecerina.com/contact/?subject=NG_POST <- email contact form Brainbench MVP for C++ <> http://www.brainbench.com |
Re: optimizing code: sort algorithm, random numbers etc. Best resources for optimization?
The answer to almost every "Which sort is fastest?" question is "It
depends." The slightly smart bubble sort will kick butt on a list that was sorted recently and has just had a few additions at the end. When I needed these answers for work problems years ago, I could only program each as best I could, then try them with normal distribution (what I usually gave to the sort), then some completely random, then some *almost* sorted samples. Back then, I chose the second best (Shell) over the fastest (QuickSort) because I actually understood Shell. (Could write the code as fast as I could type.) but I could not remember Quick well enough to write or troubleshoot in my head. And the time difference was minimal. Yesterday I sorted 10,000 floats in 0.6 seconds with a not so great algorithm. When I last did this that would have taken quite a long time! |
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