Created
December 4, 2019 20:28
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Implementacja kd-drzewa.
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import Data.List | |
data Tree a = EmptyNode | |
| Node { value:: a, low :: Tree a, high :: Tree a } deriving (Show) | |
type Point = [Int] | |
cmpAlong :: Int -> Point -> Point -> Ordering | |
cmpAlong ax p1 p2 | |
| p1 !! ax > p2 !! ax = GT | |
| p1 !! ax < p2 !! ax = LT | |
| otherwise = EQ | |
partitionAlong :: Int -> [Point] -> ([Point], Point, [Point]) | |
partitionAlong ax points = (low, median, high) where | |
sorted = sortBy (cmpAlong ax) points | |
median = sorted !! (length points `div` 2) | |
mAx = median !! ax | |
(low, (_ : high)) = partition (\x -> x !! ax < mAx) sorted | |
inRange value range = x_min <= x && x <= x_max && y_min <= y && y <= y_max where | |
[x, y] = value | |
([x_min, y_min], [x_max, y_max]) = range | |
buildKdTree :: Int -> [Point] -> Tree Point | |
buildKdTree k points = build 0 points where | |
build _ [ ] = EmptyNode | |
build depth points = Node { | |
value = median, | |
low = build (depth + 1) low, | |
high = build (depth + 1) high | |
} where | |
ax = depth `mod` k | |
(low, median, high) = partitionAlong ax points | |
query :: Int -> Tree Point -> (Point, Point) -> [Point] | |
query k root range = query 0 root where | |
(min, max) = range | |
query _ EmptyNode = [] | |
query depth Node { value = p, low = low, high = high } | |
| p !! ax < min !! ax = query (depth + 1) high | |
| p !! ax > max !! ax = query (depth + 1) low | |
| p `inRange` range = p : query (depth + 1) low ++ query (depth + 1) high | |
| otherwise = query (depth + 1) low ++ query (depth + 1) high | |
where | |
ax = depth `mod` k |
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