kernel density is important

• Diamond 1.7.47: Math.exp(-0.5 * ux * ux)
• Diamond 1.7.50: Math.pow(2, -0.5 * ux * ux) (.47 vs .50)
• Diamond 1.7.51: Math.pow(2, -Math.abs(ux)) (.50 vs .51)

I know 1.7.51 is far from stable, but it blew away my test bed enough that I'm pretty sure it's a nice jump (knock on wood).

Fun to experiment with!

I just need to figure out where my major performance problems lie, because if I try directly using Math.exp() or Math.pow(), I get hundreds or thousands of skipped turns in a round. I'm pretty heavily reliant on using a fast approximation for Math.exp() right now.. but I don't think I should have to be...

Using the approximator seems reasonable to me. I actually saw that in your version history and played with one a bit in my gun. =) In my main gun, where I do over 10k kernel density calculations per tick, I long ago abandoned gaussian because it was too slow. But I thought with an approximation, which I already had laying around from some experiments with an integral surf danger formula, it might work. It was fast enough, but it didn't perform better anyway...

I've found that a formula that smooths across the whole angle range is really important in movement. And in my movement, it's a max of 200 data points * 12 firing angles tested = 2400 kernel density calculations (across both waves). So until now, I stuck with gaussian because it's the only common kernel density formula I'd seen with that property. But I finally started playing with modifications of that and it was quite an improvement.

Wow, nice work. I haven't really stopped robocoding (does anyone ever really stop?) but I took a break for a while and now I'm working on an R-Tree, and some rwriting for Gilgalad. I had an idea that might push diamond to the top. As far as I can tell, you only try three surf options on the second wave a for each of your three options on the first wave. I suspect that the bullet shadows make the dangers much less continuous so that using more points on the second wave would help your score a bit. (For Gilgalad, I thought I had more or less fixed the skipped turns problem by using every 5th point and making sure I god the extreme points in either direction for the second wave, but I got a new computer that has an intel processor rather than an AMD. It's more than twice as fast as my old one from four years ago, but it seems to have way more skipped turns.