Lecture 2 Red-Black Trees. 8/3/2007 UMBC CSMC 341 Red-Black-Trees-1 2 Red-Black Trees Definition: A...
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Transcript of Lecture 2 Red-Black Trees. 8/3/2007 UMBC CSMC 341 Red-Black-Trees-1 2 Red-Black Trees Definition: A...
Lecture 2
Red-Black Trees
8/3/2007UMBC CSMC 341 Red-Black-
Trees-1 2
Red-Black Trees Definition: A red-black tree is a binary
search tree in which: Every node is colored either Red or Black. Each NULL pointer is considered to be a Black “node”. If a node is Red, then both of its children are Black. Every path from a node to a NULL contains the same
number of Black nodes. By convention, the root is Black
Definition: The black-height of a node, X, in a red-black tree is the number of Black nodes on any path to a NULL, not counting X.
8/3/2007UMBC CSMC 341 Red-Black-
Trees-1 3
A Red-Black Tree with NULLs shown
Black-Height of the tree (the root) = 3Black-Height of node “X” = 2
X
8/3/2007UMBC CSMC 341 Red-Black-
Trees-1 4
A Red-Black Tree with
Black-Height = 3
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Trees-1 5
Black Height of the tree?
Black Height of X?
X
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Theorem :– In a red-black tree, at least half the nodes on any path from the root to a NULL must be Black.
Proof – If there is a Red node on the path, there must be a corresponding Black node.
Algebraically this theorem means
bh( x ) ≥ h/2
Claim
7
Claim (cont’d) example
26
17 41
30 47
38 50
NIL NIL
NIL
NIL NIL NIL NIL
NIL
h = 4bh = 2
h = 3bh = 2
h = 2bh = 1
h = 1bh = 1
h = 1bh = 1
h = 2bh = 1 h = 1
bh = 1
8
Rotations Operations for re-structuring the tree after insert
and delete operations on red-black trees
Rotations take a red-black-tree and a node within
the tree and: Together with some node re-coloring they help restore the
red-black-tree property
Change some of the pointer structure
Do not change the binary-search tree property
Two types of rotations: Left & right rotations
9
Left Rotations Assumptions for a left rotation on a node x:
The right child of x (y) is not NIL
Idea: Pivots around the link from x to y Makes y the new root of the subtree x becomes y’s left child y’s left child becomes x’s right child
10
Example: LEFT-ROTATE
11
LEFT-ROTATE(T, x)1. y ← right[x] ►Set y
2. right[x] ← left[y] ► y’s left subtree becomes x’s right subtree
3. if left[y] NIL4. then p[left[y]] ← x ► Set the parent relation from left[y] to x
5. p[y] ← p[x] ► The parent of x becomes the parent of y
6. if p[x] = NIL7. then root[T] ← y8. else if x = left[p[x]]9. then left[p[x]] ← y10. else right[p[x]] ← y11. left[y] ← x ► Put x on y’s left
12. p[x] ← y ► y becomes x’s parent
12
Right Rotations Assumptions for a right rotation on a node x:
The left child of y (x) is not NIL
Idea: Pivots around the link from y to x Makes x the new root of the subtree y becomes x’s right child x’s right child becomes y’s left child
13
Example: RIGHT-ROTATE
14
Insertion
Goal:
Insert a new node z into a red-black-tree
Idea:
Insert node z into the tree as for an ordinary
binary search tree
Color the node red
Restore the red-black-tree properties
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Trees-1 15
Insertion
What Red-Black property may be violated? Every node is Red or Black? NULLs are Black? If node is Red, both children must be Black? Every path from node to descendant NULL must
contain the same number of Blacks?
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Insertion
Insert node; Color it Red; X is pointer to it Cases
0: X is the root -- color it Black1: Both parent and uncle are Red -- color parent and uncle
Black, color grandparent Red. Point X to grandparent and check new situation.
2 (zig-zag): Parent is Red, but uncle is Black. X and its parent are opposite type children -- color grandparent Red, color X Black, rotate left(right) on parent, rotate right(left) on grandparent
3 (zig-zig): Parent is Red, but uncle is Black. X and its parent are both left (right) children -- color parent Black, color grandparent Red, rotate right(left) on grandparent
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Trees-1 17
X
P
G
U
P
G
U
Case 1 – U is Red
Just Recolor and move up
X
Both parent and uncle are Red color parent and uncle Black, color grandparent Red. Point X to grandparent and check new situation.
8/3/2007UMBC CSMC 341 Red-Black-
Trees-1 18
X
P
G
U
S X
P G
SU
Case 2 – Zig-Zag
Double Rotate X around P; X around G
Recolor G and X
(zig-zag): Parent is Red, but uncle is Black. X and its parent are opposite type children color grandparent Red, color X Black, rotate left(right) on parent, rotate right(left) on grandparent
8/3/2007UMBC CSMC 341 Red-Black-
Trees-1 19
X
P
G
U
S P
X G
S U
Case 3 – Zig-Zig
Single Rotate P around G
Recolor P and G
Parent is Red, but uncle is Black. X and its parent are both left (right) children color parent Black, color grandparent Red, rotate right(left) on grandparent
Insertion into a redblack tree
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Trees-1 20
Example: Insert x in tree. Color x red. Only red-black property 3 might be violated. Move the violation up the tree by recoloring until it can be fixed with rotations and recoloring.
Insert x =15.
Insertion into a redblack tree
8/3/2007UMBC CSMC 341 Red-Black-
Trees-1 21
Insertion into a redblack tree
8/3/2007UMBC CSMC 341 Red-Black-
Trees-1 22
Insertion into a redblack tree
8/3/2007UMBC CSMC 341 Red-Black-
Trees-1 23
Insertion into a redblack tree
8/3/2007UMBC CSMC 341 Red-Black-
Trees-1 24
8/3/2007UMBC CSMC 341 Red-Black-
Trees-1 25
11
14
15
2
1 7
5 8
Insert 4 into this R-B Tree
26
Example
11Insert 4
2 14
1 157
85
4
y
11
2 14
1 157
85
4
z
Case 1
y
z and p[z] are both redz’s uncle y is redz
z and p[z] are both redz’s uncle y is blackz is a right child
Case 2
11
2
14
1
15
7
8
5
4
z
yCase 3
z and p[z] are redz’s uncle y is blackz is a left child
112
141
15
7
85
4
z
Deletion
Recall the rules for BST deletion1. If vertex to be deleted is a leaf, just delete it.2. If vertex to be deleted has just one child,
replace it with that child3. If vertex to be deleted has two children,
replace the value of by it’s in-order predecessor’s value then delete the in-order predecessor (a recursive step)
What can go wrong?
1. If the delete node is red?
Not a problem – no RB properties violated
2. If the deleted node is black?
If the node is not the root, deleting it will change the black-height along some path
Terminology
X is the node being examined T is X’s sibling P is X’s (and T’s) parent R is T’s right child L is T’s left child
This discussion assumes X is the left child of P. As usual, there are left-right symmetric cases.
Step 1 – Examine the root
1. If both of the root’s children are Blacka. Make the root Red
b. Move X to the appropriate child of the root
c. Proceed to step 2
2. Otherwise designate the root as X and proceed to step 2B.
Step 2 – the main case
As we traverse down the tree, we continually encounter this situation until we reach the node to be deleted
X is Black, P is Red, T is Black
We are going to color X Red, then recolor other nodes and possibly do rotation(s) based on the color of X’s and T’s children
2A. X has 2 Black children2B. X has at least one Red child
P
TX
Case 2AX has two Black Children
2A1. T has 2 Black Children
2A2. T’s left child is Red
2A3. T’s right child is Red
** if both of T’s children are Red, we can do either 2A2 or 2A3
Case 2A1X and T have 2 Black Children
P
TX
P
TX
Just recolor X, P and T and move down the tree
Case 2A2
P
TX
L
X has 2 Black Children and T’s Left Child is Red
Rotate L around T, then L around PRecolor X and P then continue down the tree
L1 L2
P T
X
L
L1 L2
Case 2A3
P
TX
X has 2 Black Children and T’s Right Child is Red
Rotate T around PRecolor X, P, T and R then continue down the tree
R1 R2
P R
X
T
R2R1
R
L L
Case 2BX has at least one Red child Continue down the tree to the next level
If the new X is Red, continue down again
If the new X is Black (T is Red, P is Black)
Rotate T around P
Recolor P and T
Back to main case – step 2
Case 2B Diagram
P
X T
Move down the tree.
P
X T
P
T X
If move to Black child (2B2)Rotate T around P; Recolor P and TBack to step 2, the main case
If move to the Red child (2B1) Move down again
Step 3
Eventually, find the node to be deleted – a leaf or a node with one non-null child that is a leaf.
Delete the appropriate node as a Red leaf
Step 4Color the Root Black
Example 1Delete 10 from this RB Tree
15
17
1620
23181310
7
12
6
3
Step 1 – Root has 2 Black children. Color Root Red
Descend the tree, moving X to 6
Example 1 (cont’d)
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17
1620
23181310
7
12
6
3
One of X’s children is Red (case 2B). Descend down the tree, arriving at 12. Since the new X (12) is also Red (2B1), continue down the tree, arriving at 10.
X
Example 1 (cont’d)
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17
1620
23181310
7
12
6
3
Step 3 -Since 10 is the node to be deleted, replace it’s value with the value of it’s only child (7) and delete 7’s red node
X
Example 1 (cont’d)
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17
1620
2318137
12
6
3
The final tree after 7 has replaced 10 and 7’s red node deleted and (step 4) the root has been colored Black.
Example 2Delete 10 from this RB Tree
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1620
1310
12
6
3
42
Step 1 – the root does not have 2 Black children.
Color the root red, Set X = root and proceed to step 2
Example 2 (cont’d)
15
17
1620
1310
12
6
3
42
X
X has at least one Red child (case 2B). Proceed down the tree, arriving at 6. Since 6 is also Red (case 2B1), continue down the tree, arriving at 12.
Example 2 (cont’d)
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17
1620
1310
12
6
3
42
X
X has 2 Black children. X’s sibling (3) also has 2 black children.Case 2A1– recolor X, P, and T and continue down the tree, arriving at 10.
P
T
Example 2 (cont’d)
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1620
1310
12
6
3
42
P
X T
X is now the leaf to be deleted, but it’s Black, so back to step 2.X has 2 Black children and T has 2 Black children – case 2A1
Recolor X, P and T. Step 3 -- Now delete 10 as a red leaf.Step 4 -- Recolor the root black
Example 2 Solution
15
17
1620
13
12
6
3
42
Example 3Delete 11 from this RB Tree
15
1311
12
10
5
73
6
9
2
4
Valid and unaffected Right subtree
Step 1 – root has 2 Black children. Color Root red.
Set X to appropriate child of root (10)
Example 3 (cont’d)
15
1311
12
10
5 73
6
9
2
4
X
X has one Red child (case 2B)
Traverse down the tree, arriving at 12.
Example 3 (cont’d)
15
1311
12
10
5
7
3
6
9
4
X
Since we arrived at a black node (case 2B2) assuring T is red and P is black), rotate T around P, recolor T and P
Back to step 2
P
T
2
Example 3 (cont’d)
15
1311
12
10 5
73
6
9
4
X
P
T
2
Now X is Black with Red parent and Black sibling.X and T both have 2 Black children (case 2A1)Just recolor X, P and T and continue traversal
Example 3 (cont’d)
15
1311
12
10
5
7
3
6
9
4
X
P
T 2
Having traversed down the tree, we arrive at 11, the leaf to be deleted, but it’s Black, so back to step 2.X and T both have two Black children. Recolor X, P and T.Step 3 -- delete 11 as a red leaf. Step 4 -- Recolor the root black
Example 3 Solution
13
12
10
5
7
3
6
9
4
2
15