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A little excercise in optimization and math

Blogs > fmod
Post a Reply
fmod
Profile Blog Joined November 2013
Cayman Islands330 Posts
Last Edited: 2014-03-08 01:35:44
March 08 2014 01:35 GMT
#1
Today I was reading some code for atmospheric lighting. Glancing over the code, I noticed this: (I did rename a couple of things).

+ Show Spoiler +
// As the y tex coord goes from 0 to 1, the angle goes from 0 to 180 degrees
float fCos = 1 - (nAngle + nAngle) / (float)mHeight;
float fAngle = std::acos(fCos);
vec3 ray(std::sin(fAngle), std::cos(fAngle), 0);

for(int nHeight=0; nHeight < nSize; nHeight++)
{
// As the x tex coord goes from 0 to 1, the height goes from the bottom of the atmosphere to the top
float fHeight = delta + innerRadius + ((outerRadius - innerRadius) * nHeight) / mWidth;

// The position of the camera
vec3 eyepos(0, fHeight, 0);

// If the ray from vPos heading in the vRay direction intersects the inner
// radius (i.e. the planet), then this spot is not visible from the viewpoint
float B = 2.0f * dot(eyepos, ray);
float Bsq = B * B;
float Cpart = dot(eyepos, eyepos);
float C = Cpart - innerRadius*innerRadius;
float discr = Bsq - 4.0f * C;
bool bVisible = (fDet < 0 || (0.5f * (-B - std::sqrt(discr)) <= 0) && (0.5f * (-B + std::sqrt(discr)) <= 0));


What it does is pretty obvious, first it finds some cosine and sine to a particular angle, then applies the quadratic formula to solve the intersection of a ray with the planet.
If you know something about trigonometry, this will bother you a lot :

float fAngle = acosf(fCos);
vec3 ray(std::sin(fAngle), std::cos(fAngle), 0);

It does seem a little strange to call an inverse cosine only to take it's cosine again the next instruction, and of course we can replace it by fCos.
Secondly, we can eliminate the acos call entirely by using the pythagorean identity :

[image loading]
you can easily see how you can solve this to get sin(angle)

float fCos = 1 - (nAngle + nAngle) / (float)mHeight;
vec3 ray(std::sqrt(1 - fCos*fCos), fCos, 0);


secondly is the quadratic formula, to solve the intersection of the ray with the sphere. What most people forget to do is to remove all the 2, 4, 0.5 coefficients which will cancel each other anyway.
we get:

float B = dot(eyepos, ray);
float Bsq = B * B;
float Cpart = dot(eyepos, eyepos);
float C = Cpart - innerRadius*innerRadius;
float discr = Bsq - C;
bool bVisible = discr < 0 || -B - std::sqrt(discr) <= 0) && -B + std::sqrt(discr) <= 0;

Now you might look at the bVisible boolean expression and wonder if it also can't be simplified any further, and yes indeed it is possible. In particular, the factors between the && signs:
We start by letting D = sqrt(discr) and multiplying both expressions by -1 and we get:

D + B >= 0 && -D + B >= 0

suppose the case that the left hand side is false, e.g D + B <= 0, if we subtract 2D from both sides of this equation we get

-D + B <= -2D <= 0

,which means the right hand side will also be false.
since -D + B < D + B, when the right hand side IS true, the lhs will also be true.

this allows us to write the expression as :
 bVisible = discr < 0 || B >= std::sqrt(discr); 



Hope you enjoyed reading it and learned something

*****
I don't particularly like you.
-Kaiser-
Profile Blog Joined November 2011
Canada932 Posts
March 08 2014 07:28 GMT
#2
I think you're smarter than me.
3 Hatch Before Cool
TheEmulator
Profile Blog Joined July 2010
28097 Posts
March 08 2014 08:17 GMT
#3
On March 08 2014 16:28 -Kaiser- wrote:
I think you're smarter than me.

Makes two of us
Administrator
Biolunar
Profile Joined February 2012
Germany224 Posts
Last Edited: 2014-03-08 08:37:59
March 08 2014 08:37 GMT
#4
On March 08 2014 10:35 fmod wrote:
float fCos = 1 - (nAngle + nAngle) / (float)mHeight;


Make that a
static_cast<float>(mHeight)
and I am happy

Btw replacing any sine/cosine functions from the standard library is always a good idea. I’ve read that they are pretty buggy if the argument gets too high, but I haven’t checked myself.
What is best? To crush the Zerg, see them driven before you, and hear the lamentations of the Protoss.
Clazziquai10
Profile Blog Joined August 2011
Singapore1949 Posts
March 08 2014 13:07 GMT
#5
I'm a computer science major and I have no idea what's going on here *hangs head in shame*
Mr. Wiggles
Profile Blog Joined August 2010
Canada5894 Posts
March 08 2014 18:13 GMT
#6
I'd be interested in seeing how much of a difference this makes in terms of performance in addition to cleaning up the code. You save yourself several calculations here by making the code simpler.

Did you profile the code at all to compare its performance before and after improving it? It would be cool to see that by applying some more math to the problem, you're not only able to improve the code readability and clarity, but also the performance.
you gotta dance
Hryul
Profile Blog Joined March 2011
Austria2609 Posts
Last Edited: 2014-03-08 19:20:58
March 08 2014 19:17 GMT
#7
the thing that interested me most was how you managed to impelement TeX code here. Then I found out it was a pasted pic
Edit: not that the other stuff is uninteresting. math is a useful skill toi have.
Countdown to victory: 1 200!
Cyx.
Profile Joined November 2010
Canada806 Posts
March 08 2014 19:38 GMT
#8
Since you already have Bsq you could save yourself one more call to std::sqrt() by writing the last expression as

bVisible = discr < 0 || Bsq >= discr;

BirdKiller
Profile Joined January 2011
United States428 Posts
Last Edited: 2014-03-08 22:19:56
March 08 2014 22:16 GMT
#9
On March 09 2014 03:13 Mr. Wiggles wrote:
I'd be interested in seeing how much of a difference this makes in terms of performance in addition to cleaning up the code. You save yourself several calculations here by making the code simpler.

Did you profile the code at all to compare its performance before and after improving it? It would be cool to see that by applying some more math to the problem, you're not only able to improve the code readability and clarity, but also the performance.


We can estimate the theoretical relative performance decrease/increase by looking into the computational complexity of each of the operations and functions. For example, suppose the functions and operations like addition, sin, square root, etc., follow the complexity linked here:

http://en.wikipedia.org/wiki/Computational_complexity_of_mathematical_operations

In the original code, the first block that we looked into called 3 functions/operations: arccos, sin, cos. This has a combined time complexity of 3 * O(log(n)^2 * M(n)). In complexity arithmetic, we don't care about constants so the block has a complexity of O(log(n)^2 * M(n)). Don't worry about what M(n) is; we're just comparing, not computing.

In the modified code, the first block now calls several functions/operations with equivalent complexity: subtraction x2, addition, division, and square root. This has a combined time complexity of O(M(n)).

Not even knowing which multiplication algorithm the program/compiler is using, we can then argue that the modified code is faster by a factor of log(n)^2. This is quite small I would say. However, this is under A LOT of assumptions, chiefly that the compiler is so dumb such that it couldn't figure this optimization out on its own and that the algorithms used for trigonometric functions is equivalent to that used by the program/compiler.
fmod
Profile Blog Joined November 2013
Cayman Islands330 Posts
March 08 2014 23:06 GMT
#10
On March 09 2014 04:38 Cyx. wrote:
Since you already have Bsq you could save yourself one more call to std::sqrt() by writing the last expression as

bVisible = discr < 0 || Bsq >= discr;


That'll only work for positive B though. The square root is assumed to be positive always. If not the early out behaviour of || will assure it never gets there,

BirdKiller you are right that these are very 'micro' optimizations. I mostly posted this because it interested me and maybe others as well. One thing though is that by avoiding (inverse) trig functions the result will usually be more accurate, apart from being faster.
I don't particularly like you.
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