Algorithm for iterating over an outward spiral on a discrete 2D grid from the origin
For example, here is the shape of intended spiral (and each step of the iteration)
y
|
|
16 15 14 13 12
17 4 3 2 11
-- 18 5 0 1 10 --- x
19 6 7 8 9
20 21 22 23 24
|
|
Where the lines are the x and y axes.
Here would be the actual values the algorithm would "return" with each iteration (the coordinates of the points):
[0,0],
[1,0], [1,1], [0,1], [-1,1], [-1,0], [-1,-1], [0,-1], [1,-1],
[2,-1], [2,0], [2,1], [2,2], [1,2], [0,2], [-1,2], [-2,2], [-2,1], [-2,0]..
etc.
I've tried searching, but I'm not exactly sure what to search for exactly, and what searches I've tried have come up with dead ends.
I'm not even sure where to start, other than something messy and inelegant and ad-hoc, like creating/c开发者_运维问答oding a new spiral for each layer.
Can anyone help me get started?
Also, is there a way that can easily switch between clockwise and counter-clockwise (the orientation), and which direction to "start" the spiral from? (the rotation)
Also, is there a way to do this recursively?
My application
I have a sparse grid filled with data points, and I want to add a new data point to the grid, and have it be "as close as possible" to a given other point.
To do that, I'll call grid.find_closest_available_point_to(point)
, which will iterate over the spiral given above and return the first position that is empty and available.
So first, it'll check point+[0,0]
(just for completeness's sake). Then it'll check point+[1,0]
. Then it'll check point+[1,1]
. Then point+[0,1]
, etc. And return the first one for which the position in the grid is empty (or not occupied already by a data point).
There is no upper bound to grid size.
There's nothing wrong with direct, "ad-hoc" solution. It can be clean enough too.
Just notice that spiral is built from segments. And you can get next segment from current one rotating it by 90 degrees. And each two rotations, length of segment grows by 1.
edit Illustration, those segments numbered
... 11 10
7 7 7 7 6 10
8 3 3 2 6 10
8 4 . 1 6 10
8 4 5 5 5 10
8 9 9 9 9 9
// (di, dj) is a vector - direction in which we move right now
int di = 1;
int dj = 0;
// length of current segment
int segment_length = 1;
// current position (i, j) and how much of current segment we passed
int i = 0;
int j = 0;
int segment_passed = 0;
for (int k = 0; k < NUMBER_OF_POINTS; ++k) {
// make a step, add 'direction' vector (di, dj) to current position (i, j)
i += di;
j += dj;
++segment_passed;
System.out.println(i + " " + j);
if (segment_passed == segment_length) {
// done with current segment
segment_passed = 0;
// 'rotate' directions
int buffer = di;
di = -dj;
dj = buffer;
// increase segment length if necessary
if (dj == 0) {
++segment_length;
}
}
}
To change original direction, look at original values of di
and dj
. To switch rotation to clockwise, see how those values are modified.
Here's a stab at it in C++, a stateful iterator.
class SpiralOut{
protected:
unsigned layer;
unsigned leg;
public:
int x, y; //read these as output from next, do not modify.
SpiralOut():layer(1),leg(0),x(0),y(0){}
void goNext(){
switch(leg){
case 0: ++x; if(x == layer) ++leg; break;
case 1: ++y; if(y == layer) ++leg; break;
case 2: --x; if(-x == layer) ++leg; break;
case 3: --y; if(-y == layer){ leg = 0; ++layer; } break;
}
}
};
Should be about as efficient as it gets.
This is the javascript solution based on the answer at Looping in a spiral
var x = 0,
y = 0,
delta = [0, -1],
// spiral width
width = 6,
// spiral height
height = 6;
for (i = Math.pow(Math.max(width, height), 2); i>0; i--) {
if ((-width/2 < x && x <= width/2)
&& (-height/2 < y && y <= height/2)) {
console.debug('POINT', x, y);
}
if (x === y
|| (x < 0 && x === -y)
|| (x > 0 && x === 1-y)){
// change direction
delta = [-delta[1], delta[0]]
}
x += delta[0];
y += delta[1];
}
fiddle: http://jsfiddle.net/N9gEC/18/
This problem is best understood by analyzing how changes coordinates of spiral corners. Consider this table of first 8 spiral corners (excluding origin):
x,y | dx,dy | k-th corner | N | Sign | ___________________________________________ 1,0 | 1,0 | 1 | 1 | + 1,1 | 0,1 | 2 | 1 | + -1,1 | -2,0 | 3 | 2 | - -1,-1 | 0,-2 | 4 | 2 | - 2,-1 | 3,0 | 5 | 3 | + 2,2 | 0,3 | 6 | 3 | + -2,2 | -4,0 | 7 | 4 | - -2,-2 | 0,-4 | 8 | 4 | -
By looking at this table we can calculate X,Y of k-th corner given X,Y of (k-1) corner:
N = INT((1+k)/2) Sign = | +1 when N is Odd | -1 when N is Even [dx,dy] = | [N*Sign,0] when k is Odd | [0,N*Sign] when k is Even [X(k),Y(k)] = [X(k-1)+dx,Y(k-1)+dy]
Now when you know coordinates of k and k+1 spiral corner you can get all data points in between k and k+1 by simply adding 1 or -1 to x or y of last point. Thats it.
good luck.
I would solve it using some math. Here is Ruby code (with input and output):
(0..($*.pop.to_i)).each do |i|
j = Math.sqrt(i).round
k = (j ** 2 - i).abs - j
p = [k, -k].map {|l| (l + j ** 2 - i - (j % 2)) * 0.5 * (-1) ** j}.map(&:to_i)
puts "p => #{p[0]}, #{p[1]}"
end
E.g.
$ ruby spiral.rb 10
p => 0, 0
p => 1, 0
p => 1, 1
p => 0, 1
p => -1, 1
p => -1, 0
p => -1, -1
p => 0, -1
p => 1, -1
p => 2, -1
p => 2, 0
And golfed version:
p (0..$*.pop.to_i).map{|i|j=Math.sqrt(i).round;k=(j**2-i).abs-j;[k,-k].map{|l|(l+j**2-i-j%2)*0.5*(-1)**j}.map(&:to_i)}
Edit
First try to approach the problem functionally. What do you need to know, at each step, to get to the next step?
Focus on plane's first diagonal x = y
. k
tells you how many steps you must take before touching it: negative values mean you have to move abs(k)
steps vertically, while positive mean you have to move k
steps horizontally.
Now focus on the length of the segment you're currently in (spiral's vertices - when the inclination of segments change - are considered as part of the "next" segment). It's 0
the first time, then 1
for the next two segments (= 2 points), then 2
for the next two segments (= 4 points), etc. It changes every two segments and each time the number of points part of that segments increase. That's what j
is used for.
Accidentally, this can be used for getting another bit of information: (-1)**j
is just a shorthand to "1
if you're decreasing some coordinate to get to this step; -1
if you're increasing" (Note that only one coordinate is changed at each step). Same holds for j%2
, just replace 1
with 0
and -1
with 1
in this case. This mean they swap between two values: one for segments "heading" up or right and one for those going down or left.
This is a familiar reasoning, if you're used to functional programming: the rest is just a little bit of simple math.
It can be done in a fairly straightforward way using recursion. We just need some basic 2D vector math and tools for generating and mapping over (possibly infinite) sequences:
// 2D vectors
const add = ([x0, y0]) => ([x1, y1]) => [x0 + x1, y0 + y1];
const rotate = θ => ([x, y]) => [
Math.round(x * Math.cos(θ) - y * Math.sin(θ)),
Math.round(x * Math.sin(θ) + y * Math.cos(θ))
];
// Iterables
const fromGen = g => ({ [Symbol.iterator]: g });
const range = n => [...Array(n).keys()];
const map = f => it =>
fromGen(function*() {
for (const v of it) {
yield f(v);
}
});
And now we can express a spiral recursively by generating a flat line, plus a rotated (flat line, plus a rotated (flat line, plus a rotated ...)):
const spiralOut = i => {
const n = Math.floor(i / 2) + 1;
const leg = range(n).map(x => [x, 0]);
const transform = p => add([n, 0])(rotate(Math.PI / 2)(p));
return fromGen(function*() {
yield* leg;
yield* map(transform)(spiralOut(i + 1));
});
};
Which produces an infinite list of the coordinates you're interested in. Here's a sample of the contents:
const take = n => it =>
fromGen(function*() {
for (let v of it) {
if (--n < 0) break;
yield v;
}
});
const points = [...take(5)(spiralOut(0))];
console.log(points);
// => [[0,0],[1,0],[1,1],[0,1],[-1,1]]
You can also negate the rotation angle to go in the other direction, or play around with the transform and leg length to get more complex shapes.
For example, the same technique works for inward spirals as well. It's just a slightly different transform, and a slightly different scheme for changing the length of the leg:
const empty = [];
const append = it1 => it2 =>
fromGen(function*() {
yield* it1;
yield* it2;
});
const spiralIn = ([w, h]) => {
const leg = range(w).map(x => [x, 0]);
const transform = p => add([w - 1, 1])(rotate(Math.PI / 2)(p));
return w * h === 0
? empty
: append(leg)(
fromGen(function*() {
yield* map(transform)(spiralIn([h - 1, w]));
})
);
};
Which produces (this spiral is finite, so we don't need to take
some arbitrary number):
const points = [...spiralIn([3, 3])];
console.log(points);
// => [[0,0],[1,0],[2,0],[2,1],[2,2],[1,2],[0,2],[0,1],[1,1]]
Here's the whole thing together as a live snippet if you want play around with it:
// 2D vectors
const add = ([x0, y0]) => ([x1, y1]) => [x0 + x1, y0 + y1];
const rotate = θ => ([x, y]) => [
Math.round(x * Math.cos(θ) - y * Math.sin(θ)),
Math.round(x * Math.sin(θ) + y * Math.cos(θ))
];
// Iterables
const fromGen = g => ({ [Symbol.iterator]: g });
const range = n => [...Array(n).keys()];
const map = f => it =>
fromGen(function*() {
for (const v of it) {
yield f(v);
}
});
const take = n => it =>
fromGen(function*() {
for (let v of it) {
if (--n < 0) break;
yield v;
}
});
const empty = [];
const append = it1 => it2 =>
fromGen(function*() {
yield* it1;
yield* it2;
});
// Outward spiral
const spiralOut = i => {
const n = Math.floor(i / 2) + 1;
const leg = range(n).map(x => [x, 0]);
const transform = p => add([n, 0])(rotate(Math.PI / 2)(p));
return fromGen(function*() {
yield* leg;
yield* map(transform)(spiralOut(i + 1));
});
};
// Test
{
const points = [...take(5)(spiralOut(0))];
console.log(JSON.stringify(points));
}
// Inward spiral
const spiralIn = ([w, h]) => {
const leg = range(w).map(x => [x, 0]);
const transform = p => add([w - 1, 1])(rotate(Math.PI / 2)(p));
return w * h === 0
? empty
: append(leg)(
fromGen(function*() {
yield* map(transform)(spiralIn([h - 1, w]));
})
);
};
// Test
{
const points = [...spiralIn([3, 3])];
console.log(JSON.stringify(points));
}
Here is a Python implementation based on the answer by @mako.
def spiral_iterator(iteration_limit=999):
x = 0
y = 0
layer = 1
leg = 0
iteration = 0
yield 0, 0
while iteration < iteration_limit:
iteration += 1
if leg == 0:
x += 1
if (x == layer):
leg += 1
elif leg == 1:
y += 1
if (y == layer):
leg += 1
elif leg == 2:
x -= 1
if -x == layer:
leg += 1
elif leg == 3:
y -= 1
if -y == layer:
leg = 0
layer += 1
yield x, y
Running this code:
for x, y in spiral_iterator(10):
print(x, y)
Yields:
0 0
1 0
1 1
0 1
-1 1
-1 0
-1 -1
0 -1
1 -1
2 -1
2 0
Try searching for either parametric or polar equations. Both are suitable to plotting spirally things. Here's a page that has plenty of examples, with pictures (and equations). It should give you some more ideas of what to look for.
I've done pretty much the same thin as a training exercise, with some differences in the output and the spiral orientation, and with an extra requirement, that the functions spatial complexity has to be O(1).
After think for a while I came to the idea that by knowing where does the spiral start and the position I was calculating the value for, I could simplify the problem by subtracting all the complete "circles" of the spiral, and then just calculate a simpler value.
Here is my implementation of that algorithm in ruby:
def print_spiral(n)
(0...n).each do |y|
(0...n).each do |x|
printf("%02d ", get_value(x, y, n))
end
print "\n"
end
end
def distance_to_border(x, y, n)
[x, y, n - 1 - x, n - 1 - y].min
end
def get_value(x, y, n)
dist = distance_to_border(x, y, n)
initial = n * n - 1
(0...dist).each do |i|
initial -= 2 * (n - 2 * i) + 2 * (n - 2 * i - 2)
end
x -= dist
y -= dist
n -= dist * 2
if y == 0 then
initial - x # If we are in the upper row
elsif y == n - 1 then
initial - n - (n - 2) - ((n - 1) - x) # If we are in the lower row
elsif x == n - 1 then
initial - n - y + 1# If we are in the right column
else
initial - 2 * n - (n - 2) - ((n - 1) - y - 1) # If we are in the left column
end
end
print_spiral 5
This is not exactly the thing you asked for, but I believe it'll help you to think your problem
I had a similar problem, but I didn't want to loop over the entire spiral each time to find the next new coordinate. The requirement is that you know your last coordinate.
Here is what I came up with with a lot of reading up on the other solutions:
function getNextCoord(coord) {
// required info
var x = coord.x,
y = coord.y,
level = Math.max(Math.abs(x), Math.abs(y));
delta = {x:0, y:0};
// calculate current direction (start up)
if (-x === level)
delta.y = 1; // going up
else if (y === level)
delta.x = 1; // going right
else if (x === level)
delta.y = -1; // going down
else if (-y === level)
delta.x = -1; // going left
// check if we need to turn down or left
if (x > 0 && (x === y || x === -y)) {
// change direction (clockwise)
delta = {x: delta.y,
y: -delta.x};
}
// move to next coordinate
x += delta.x;
y += delta.y;
return {x: x,
y: y};
}
coord = {x: 0, y: 0}
for (i = 0; i < 40; i++) {
console.log('['+ coord.x +', ' + coord.y + ']');
coord = getNextCoord(coord);
}
Still not sure if it is the most elegant solution. Perhaps some elegant maths could remove some of the if statements. Some limitations would be needing some modification to change spiral direction, doesn't take into account non-square spirals and can't spiral around a fixed coordinate.
I have an algorithm in java that outputs a similar output to yours, except that it prioritizes the number on the right, then the number on the left.
public static String[] rationals(int amount){
String[] numberList=new String[amount];
int currentNumberLeft=0;
int newNumberLeft=0;
int currentNumberRight=0;
int newNumberRight=0;
int state=1;
numberList[0]="("+newNumberLeft+","+newNumberRight+")";
boolean direction=false;
for(int count=1;count<amount;count++){
if(direction==true&&newNumberLeft==state){direction=false;state=(state<=0?(-state)+1:-state);}
else if(direction==false&&newNumberRight==state){direction=true;}
if(direction){newNumberLeft=currentNumberLeft+sign(state);}else{newNumberRight=currentNumberRight+sign(state);}
currentNumberLeft=newNumberLeft;
currentNumberRight=newNumberRight;
numberList[count]="("+newNumberLeft+","+newNumberRight+")";
}
return numberList;
}
Here's the algorithm. It rotates clockwise, but could easily rotate anticlockwise, with a few alterations. I made it in just under an hour.
// spiral_get_value(x,y);
sx = argument0;
sy = argument1;
a = max(sqrt(sqr(sx)),sqrt(sqr(sy)));
c = -b;
d = (b*2)+1;
us = (sy==c and sx !=c);
rs = (sx==b and sy !=c);
bs = (sy==b and sx !=b);
ls = (sx==c and sy !=b);
ra = rs*((b)*2);
ba = bs*((b)*4);
la = ls*((b)*6);
ax = (us*sx)+(bs*-sx);
ay = (rs*sy)+(ls*-sy);
add = ra+ba+la+ax+ay;
value = add+sqr(d-2)+b;
return(value);`
It will handle any x / y values (infinite).
It's written in GML (Game Maker Language), but the actual logic is sound in any programming language.
The single line algorithm only has 2 variables (sx and sy) for the x and y inputs. I basically expanded brackets, a lot. It makes it easier for you to paste it into notepad and change 'sx' for your x argument / variable name and 'sy' to your y argument / variable name.
`// spiral_get_value(x,y);
sx = argument0;
sy = argument1;
value = ((((sx==max(sqrt(sqr(sx)),sqrt(sqr(sy))) and sy !=(-1*max(sqrt(sqr(sx)),sqrt(sqr(sy))))))*((max(sqrt(sqr(sx)),sqrt(sqr(sy))))*2))+(((sy==max(sqrt(sqr(sx)),sqrt(sqr(sy))) and sx !=max(sqrt(sqr(sx)),sqrt(sqr(sy)))))*((max(sqrt(sqr(sx)),sqrt(sqr(sy))))*4))+(((sx==(-1*max(sqrt(sqr(sx)),sqrt(sqr(sy)))) and sy !=max(sqrt(sqr(sx)),sqrt(sqr(sy)))))*((max(sqrt(sqr(sx)),sqrt(sqr(sy))))*6))+((((sy==(-1*max(sqrt(sqr(sx)),sqrt(sqr(sy)))) and sx !=(-1*max(sqrt(sqr(sx)),sqrt(sqr(sy))))))*sx)+(((sy==max(sqrt(sqr(sx)),sqrt(sqr(sy))) and sx !=max(sqrt(sqr(sx)),sqrt(sqr(sy)))))*-sx))+(((sx==max(sqrt(sqr(sx)),sqrt(sqr(sy))) and sy !=(-1*max(sqrt(sqr(sx)),sqrt(sqr(sy))))))*sy)+(((sx==(-1*max(sqrt(sqr(sx)),sqrt(sqr(sy)))) and sy !=max(sqrt(sqr(sx)),sqrt(sqr(sy)))))*-sy))+sqr(((max(sqrt(sqr(sx)),sqrt(sqr(sy)))*2)+1)-2)+max(sqrt(sqr(sx)),sqrt(sqr(sy)));
return(value);`
I know the reply is awfully late :D but i hope it helps future visitors.
精彩评论