I’d like you to hear a small success story on profiling. I am currently working on phys2d, see this topic, because I need it for a small project of mine called towship. From the very start I did think about efficiency in a bigger picture, for example testing all edges of both polygons would be very expensive (n*m) so I first select collision candidates (still quite some room for improvement there). But I didn’t care much about smaller efficiencies like avoiding square roots wherever possible and those kind of things.
I decided to use a profiler to find the pieces of code where optimizations were really needed although I thought I knew more or less which parts would be problematic. Well, I couldn’t have been more wrong. The first bit of very expensive code was the line-line intersection code, which I implemented with 4 crossproducts (where I only calculated the Z axis!). Rewriting those 10 lines of code immediately doubled the frame rate (from 1 to 2 fps in the profiler :P).
The next bit of code was even more unexpected. I used a HashSet of integer which also was quite expensive, apparently it has a lot of overhead. I tried several alternatives, first I found a specialized IntegerSet library which was much faster but has some licensing issues (I wanted to include the source code itself). So I moved on and tried the java BitSet (although I was worried about the memory overhead in that case) which was faster than the HashSet but a little slower than the IntegerSet. Finally I tried a very simple handcoded singly linked list. It worked like a charm and was the fastest solution thusfar!
So, in roughly two hours work and only about 200 lines of code rewritten/changed, I increased performance by 400%! :o
Next time I won’t hesitate a second to use a profiler and if any of you have doubts … well … just change your mind!