cga/Algorithms/RangeSearch/QuadTree.hs

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module Algorithms.RangeSearch.QuadTree
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(quadTree,
quadTreeSquares,
qtFoldl,
qtFoldr,
goQuad,
findNeighbor,
lookupByPath',
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getSquareByZipper,
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rootNode,
testArr,
Orient(North,East,West,South),
Quad(NW,NE,SW,SE),
QuadTree,
Zipper)
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where
import Algebra.VectorTypes
import Algebra.Vector
import Data.Foldable (foldlM)
import Data.List (partition)
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import Data.Maybe (fromJust)
import Diagrams.TwoD.Types
-- |The quad tree structure.
data QuadTree a
-- |An empty node.
= TNil
-- |A leaf containing some value.
| TLeaf a
-- |A node with four children.
| TNode (QuadTree a) (QuadTree a) -- NW NE
(QuadTree a) (QuadTree a) -- SW SE
deriving (Show, Eq)
-- |Represents a Quadrant in the 2D plane.
data Quad = NW | NE
| SW | SE
deriving (Show)
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-- |A Crumb used for the QuadTree Zipper.
data Crumb a = NWCrumb (QuadTree a) (QuadTree a) (QuadTree a)
| NECrumb (QuadTree a) (QuadTree a) (QuadTree a)
| SWCrumb (QuadTree a) (QuadTree a) (QuadTree a)
| SECrumb (QuadTree a) (QuadTree a) (QuadTree a)
deriving (Show, Eq)
-- |A list of Crumbs.
type Breadbrumbs a = [Crumb a]
-- |Zipper for the QuadTree.
type Zipper a = (QuadTree a, Breadbrumbs a)
-- |Orientation.
data Orient = North | South | East | West
deriving (Show)
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-- |Get a sub-square of the current square, e.g. nw, ne, sw or se.
nwSq, neSq, swSq, seSq :: Square -> Square
nwSq ((xl, xu), (yl, yu)) = (,) (xl, (xl + xu) / 2) ((yl + yu) / 2, yu)
neSq ((xl, xu), (yl, yu)) = (,) ((xl + xu) / 2, xu) ((yl + yu) / 2, yu)
swSq ((xl, xu), (yl, yu)) = (,) (xl, (xl + xu) / 2) (yl, (yl + yu) / 2)
seSq ((xl, xu), (yl, yu)) = (,) ((xl + xu) / 2, xu) (yl, (yl + yu) / 2)
-- |Check whether the current Node is an nw, ne, sw or se child of it's
-- parent.
isNWchild, isNEchild, isSWchild, isSEchild :: Zipper a -> Bool
isNWchild (_, NWCrumb {}:_) = True
isNWchild _ = False
isNEchild (_, NECrumb {}:_) = True
isNEchild _ = False
isSWchild (_, SWCrumb {}:_) = True
isSWchild _ = False
isSEchild (_, SECrumb {}:_) = True
isSEchild _ = False
-- |Builds a quadtree of a list of points which recursively divides up 2D
-- space into quadrants, so that every leaf-quadrant stores either zero or one
-- point.
quadTree :: [PT] -- ^ the points to divide
-> Square -- ^ the initial square around the points
-> QuadTree PT -- ^ the quad tree
quadTree [] _ = TNil
quadTree [pt] _ = TLeaf pt
quadTree pts sq = TNode (quadTree nWPT . nwSq $ sq) (quadTree nEPT . neSq $ sq)
(quadTree sWPT . swSq $ sq) (quadTree sEPT . seSq $ sq)
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where
-- this sets the priority in case a point is between multiple quads
(sWPT, sWO) = flip partition pts . inRange . swSq $ sq
(nWPT, nWO) = flip partition sWO . inRange . nwSq $ sq
(nEPT, nEO) = flip partition nWO . inRange . neSq $ sq
sEPT = flip filter nEO . inRange . seSq $ sq
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-- |Get all squares of a quad tree.
quadTreeSquares :: Square -- ^ the initial square around the points
-> QuadTree PT -- ^ the quad tree
-> [Square] -- ^ all squares of the quad tree
quadTreeSquares sq (TNil) = [sq]
quadTreeSquares sq (TLeaf _) = [sq]
quadTreeSquares sq (TNode nw ne sw se) =
quadTreeSquares (nwSq sq) nw ++ quadTreeSquares (neSq sq) ne ++
quadTreeSquares (swSq sq) sw ++ quadTreeSquares (seSq sq) se
-- |Get the current square of the zipper, relative to the given top
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-- square.
getSquareByZipper :: Square -> Zipper a -> Square
getSquareByZipper sq z = go sq (reverse . snd $ z)
where
go sq' [] = sq'
go sq' (NWCrumb {}:zs) = go (nwSq sq') zs
go sq' (NECrumb {}:zs) = go (neSq sq') zs
go sq' (SWCrumb {}:zs) = go (swSq sq') zs
go sq' (SECrumb {}:zs) = go (seSq sq') zs
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-- |Left fold over the tree leafs.
qtFoldl :: (a -> b -> a) -> a -> QuadTree b -> a
qtFoldl _ sv (TNil) = sv
qtFoldl f sv (TLeaf a) = f sv a
qtFoldl f sv (TNode nw ne sw se) = foldl (qtFoldl f) sv [nw, ne, sw, se]
-- |Right fold over the tree leafs.
qtFoldr :: (b -> a -> a) -> a -> QuadTree b -> a
qtFoldr f sv qt = qtFoldl (\g b x -> g (f b x)) id qt sv
-- |Go to nw, ne, sw or se from the current node, one level deeper.
goNW, goNE, goSW, goSE :: Zipper a -> Maybe (Zipper a)
goNW (TNode nw ne sw se, bs) = Just (nw, NWCrumb ne sw se:bs)
goNW _ = Nothing
goNE (TNode nw ne sw se, bs) = Just (ne, NECrumb nw sw se:bs)
goNE _ = Nothing
goSW (TNode nw ne sw se, bs) = Just (sw, SWCrumb nw ne se:bs)
goSW _ = Nothing
goSE (TNode nw ne sw se, bs) = Just (se, SECrumb nw ne sw:bs)
goSE _ = Nothing
-- |Go to the given Quad from the current Node, one level deeper.
goQuad :: Quad -> Zipper a -> Maybe (Zipper a)
goQuad q = case q of
NW -> goNW
NE -> goNE
SW -> goSW
SE -> goSE
-- |Go up to the parent node, if any.
goUp :: Zipper a -> Maybe (Zipper a)
goUp (qt, NWCrumb ne sw se:bs) = Just (TNode qt ne sw se, bs)
goUp (qt, NECrumb nw sw se:bs) = Just (TNode nw qt sw se, bs)
goUp (qt, SWCrumb nw ne se:bs) = Just (TNode nw ne qt se, bs)
goUp (qt, SECrumb nw ne sw:bs) = Just (TNode nw ne sw qt, bs)
goUp _ = Nothing
-- |Get the root node.
rootNode :: Zipper a -> Zipper a
rootNode (qt, []) = (qt, [])
rootNode z = rootNode . fromJust . goUp $ z
-- |Look up a node by a given path of Quads.
lookupByPath' :: [Quad] -> QuadTree a -> Maybe (Zipper a)
lookupByPath' qs qt = foldlM (flip goQuad) (qt, []) qs
-- |Find the north, south, east or west neighbor of a given node.
findNeighbor :: Orient -> Zipper a -> Maybe (Zipper a)
findNeighbor ot zr = case ot of
North -> go isSWchild isSEchild isNWchild goNW goNE goSW goSE zr
South -> go isNWchild isNEchild isSWchild goSW goSE goNW goNE zr
East -> go isNWchild isSWchild isNEchild goNE goSE goNW goSW zr
West -> go isNEchild isSEchild isNWchild goNW goSW goNE goSE zr
where
go _ _ _ _ _ _ _ (_, []) = Nothing
go is1 is2 is3 go1 go2 go3 go4 z@(_, _:_)
| is1 z = goUp z >>= go1
| is2 z = goUp z >>= go2
| otherwise = checkParent
. go is1 is2 is3 go1 go2 go3 go4
. fromJust
. goUp
$ z
where
checkParent (Just (z'@(TNode {}, _)))
| is3 z = go3 z'
| otherwise = go4 z'
checkParent (Just z') = Just z'
checkParent _ = Nothing
lookupByNeighbors :: [Orient] -> Zipper a -> Maybe (Zipper a)
lookupByNeighbors = flip (foldlM (flip findNeighbor))
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testArr :: [PT]
testArr = [p2 (200.0, 450.0),
p2 (400.0, 350.0),
p2 (100.0, 300.0),
p2 (25.0 , 350.0),
p2 (225.0, 225.0),
p2 (400.0, 150.0),
p2 (300.0, 100.0),
p2 (300.0, 300.0),
p2 (300.0, 350.0),
p2 (50.0 , 450.0),
p2 (100.0, 25.0)]