You should investigate very carefully if rand()
is the better function for the job.
It varies by compiler and platforms but it is often implmented as a "Linear congruential generator" which are very convenient in terms of speed and memory usage but have poor statistical properties (i.e. you can tell if a long enough sequence has been generated by congruential random generator or if it's truly random).
In your use case (testing algorithm's speed) may be perfectly fine to use rand()
as long the execution is not influenced by the statistical properties of the data. If rand()
is a linear congruential RNG, number sequences show a pattern which means that at any given time it is not true that all the numbers are equiprobable. A nice example is in this wikipedia picture:

Your system might also have a RNG (e.g. /dev/random) and its associated functions but be aware that those are meant to produce few high quality random numbers and may be pretty slow to use. You might even run out of numbers and end up waiting for the system to collect more enthropy!
A simple, pretty fast RNG with statistical properties good enough for cryptography is ISAAC. Personally I use it whenever I need decent random numbers.
Another alternative is to use true random numbers as those generated by RANDOM.org or HotBits but it may be overkill in your case.
As a side note, RANDOM.ORG has a nice page on RNG with another example of "patterns" created by the PHP rand()
function