|
1
|
|
|
<?php |
|
2
|
|
|
|
|
3
|
|
|
declare(strict_types=1); |
|
4
|
|
|
|
|
5
|
|
|
namespace Yoanm\CommonDSA\Algorithm\NAryTree; |
|
6
|
|
|
|
|
7
|
|
|
use Generator; |
|
8
|
|
|
use Yoanm\CommonDSA\DataStructure\NAryTree\NodeInterface as Node; |
|
9
|
|
|
|
|
10
|
|
|
/** |
|
11
|
|
|
* N-ary tree traversal relying on recursive functions.<br> |
|
12
|
|
|
* ⚠ Recursive function implies a growing stack trace, which has a limited size!<br> |
|
13
|
|
|
* See {@see \Yoanm\CommonDSA\Algorithm\NAryTree\Traversal} for iterative implementations. |
|
14
|
|
|
* |
|
15
|
|
|
* |
|
16
|
|
|
* @see \Yoanm\CommonDSA\Algorithm\NAryTree\Traversal for iterative implementations. |
|
17
|
|
|
*/ |
|
18
|
|
|
class RecursiveTraversal |
|
19
|
|
|
{ |
|
20
|
|
|
/** |
|
21
|
|
|
* @see \Yoanm\CommonDSA\Algorithm\NAryTree\RecursiveTraversal::preOrderGenerator() |
|
22
|
|
|
* |
|
23
|
|
|
* |
|
24
|
|
|
* @return array<Node> |
|
25
|
|
|
* @phpstan-return list<Node> |
|
26
|
|
|
*/ |
|
27
|
2 |
|
public static function preOrder(Node $node): array |
|
28
|
|
|
{ |
|
29
|
|
|
// ⚠ Do not preserve keys otherwise there is conflicting keys in case "yield from" is used ! |
|
30
|
|
|
// ⚠ Do not preserve keys in order to always return a list ! |
|
31
|
2 |
|
return iterator_to_array(self::preOrderGenerator($node), false); |
|
32
|
|
|
} |
|
33
|
|
|
|
|
34
|
|
|
/** |
|
35
|
|
|
* @see \Yoanm\CommonDSA\Algorithm\NAryTree\RecursiveTraversal::postOrderGenerator() |
|
36
|
|
|
* |
|
37
|
|
|
* |
|
38
|
|
|
* @return array<Node> |
|
39
|
|
|
* @phpstan-return list<Node> |
|
40
|
|
|
*/ |
|
41
|
2 |
|
public static function postOrder(Node $node): array |
|
42
|
|
|
{ |
|
43
|
|
|
// ⚠ Do not preserve keys otherwise there is conflicting keys in case "yield from" is used ! |
|
44
|
|
|
// ⚠ Do not preserve keys in order to always return a list ! |
|
45
|
2 |
|
return iterator_to_array(self::postOrderGenerator($node), false); |
|
46
|
|
|
} |
|
47
|
|
|
|
|
48
|
|
|
/** |
|
49
|
|
|
* Level order (=BFS): Traverse tree level by level, from Left to Right |
|
50
|
|
|
* |
|
51
|
|
|
* |
|
52
|
|
|
* <br> |
|
53
|
|
|
* ### Time/Space complexity |
|
54
|
|
|
* With: |
|
55
|
|
|
* - 𝑛 the number of node in the tree |
|
56
|
|
|
* |
|
57
|
|
|
* TC: 𝑂⟮𝑛⟯ - Each node will be visited only one time |
|
58
|
|
|
* |
|
59
|
|
|
* SC: 𝑂⟮𝑛⟯ - Due to the list storing every node for every level (see levelOrderHelper() function). |
|
60
|
|
|
* |
|
61
|
|
|
* |
|
62
|
|
|
* @return array<int, array<Node>> key is the level, value is the list of nodes for that level |
|
63
|
|
|
* @phpstan-return list<list<Node>> |
|
64
|
|
|
*/ |
|
65
|
2 |
|
public static function levelOrder(Node $node): array |
|
66
|
|
|
{ |
|
67
|
2 |
|
$res = []; |
|
68
|
|
|
|
|
69
|
2 |
|
self::levelOrderHelper($node, $res); |
|
70
|
|
|
|
|
71
|
|
|
/** |
|
72
|
|
|
* No easy way to tell PHPStan that $res is a list in case level is not provided :/ |
|
73
|
|
|
* @phpstan-var list<list<Node>> $res |
|
74
|
|
|
*/ |
|
75
|
2 |
|
return $res; |
|
76
|
|
|
} |
|
77
|
|
|
|
|
78
|
|
|
/** |
|
79
|
|
|
* Pre-order: N->Children => Node, then its children (from left to right) |
|
80
|
|
|
* |
|
81
|
|
|
* |
|
82
|
|
|
* <br> |
|
83
|
|
|
* ### Time/Space complexity |
|
84
|
|
|
* With: |
|
85
|
|
|
* - 𝑛 the number of node in the tree |
|
86
|
|
|
* - 𝘩 the tree height, usually ㏒(𝑛) (=balanced tree).<br> |
|
87
|
|
|
* ⚠ 𝘩 = 𝑛 if every node has only one child (skewed tree) |
|
88
|
|
|
* |
|
89
|
|
|
* TC: 𝑂⟮𝑛⟯ - Each node will be visited only one time |
|
90
|
|
|
* |
|
91
|
|
|
* SC: 𝑂⟮𝘩⟯ - Due to the stack trace (recursive calls) + extra space for inner Generator class instances ! |
|
92
|
|
|
* |
|
93
|
|
|
* |
|
94
|
|
|
* @return Generator<Node> |
|
95
|
|
|
*/ |
|
96
|
4 |
|
public static function preOrderGenerator(Node $node): Generator |
|
97
|
|
|
{ |
|
98
|
4 |
|
yield $node; |
|
99
|
|
|
|
|
100
|
4 |
|
foreach ($node->children as $childNode) { |
|
101
|
4 |
|
yield from self::preOrderGenerator($childNode); |
|
102
|
|
|
} |
|
103
|
|
|
} |
|
104
|
|
|
|
|
105
|
|
|
/** |
|
106
|
|
|
* Post-order: Children->N => Node **children** (from left to right), then Node |
|
107
|
|
|
* |
|
108
|
|
|
* |
|
109
|
|
|
* <br> |
|
110
|
|
|
* ### Time/Space complexity |
|
111
|
|
|
* With: |
|
112
|
|
|
* - 𝑛 the number of node in the tree |
|
113
|
|
|
* - 𝘩 the tree height, usually ㏒(𝑛) (=balanced tree).<br> |
|
114
|
|
|
* ⚠ 𝘩 = 𝑛 if every node has only one child (skewed tree) |
|
115
|
|
|
* |
|
116
|
|
|
* TC: 𝑂⟮𝑛⟯ - Each node will be visited only one time |
|
117
|
|
|
* |
|
118
|
|
|
* SC: 𝑂⟮𝘩⟯ - Due to the stack trace (recursive calls) + extra space for inner Generator class instances ! |
|
119
|
|
|
* |
|
120
|
|
|
* |
|
121
|
|
|
* @return Generator<Node> |
|
122
|
|
|
*/ |
|
123
|
4 |
|
public static function postOrderGenerator(Node $node): Generator |
|
124
|
|
|
{ |
|
125
|
4 |
|
foreach ($node->children as $childNode) { |
|
126
|
4 |
|
yield from self::postOrderGenerator($childNode); |
|
127
|
|
|
} |
|
128
|
|
|
|
|
129
|
4 |
|
yield $node; |
|
130
|
|
|
} |
|
131
|
|
|
|
|
132
|
|
|
/** |
|
133
|
|
|
* Recursive BFS requires to perform a full traversal while keeping the level in memory ! |
|
134
|
|
|
* |
|
135
|
|
|
* |
|
136
|
|
|
* <br> |
|
137
|
|
|
* ### Time/Space complexity |
|
138
|
|
|
* With: |
|
139
|
|
|
* - 𝑛 the number of node in the tree |
|
140
|
|
|
* - 𝘩 the tree height, usually ㏒(𝑛) (=balanced tree).<br> |
|
141
|
|
|
* ⚠ 𝘩 = 𝑛 if every node has only a left child (skewed tree) |
|
142
|
|
|
* |
|
143
|
|
|
* TC: 𝑂⟮𝑛⟯ - Each node will be visited only one time |
|
144
|
|
|
* |
|
145
|
|
|
* SC: 𝑂⟮𝘩⟯ - Due to the stack trace (recursive calls) |
|
146
|
|
|
* |
|
147
|
|
|
* |
|
148
|
|
|
* @param array<int, array<Node>> $res key is the level, value is the list of nodes for that level |
|
149
|
|
|
* @phpstan-param array<int, list<Node>> $res |
|
150
|
|
|
*/ |
|
151
|
4 |
|
public static function levelOrderHelper(Node $node, array &$res, int $level = 0): void |
|
152
|
|
|
{ |
|
153
|
4 |
|
$res[$level] ??= []; // In case current level hasn't been seen/managed yet |
|
154
|
|
|
|
|
155
|
4 |
|
$res[$level][] = $node; |
|
156
|
4 |
|
foreach ($node->children as $childNode) { |
|
157
|
4 |
|
self::levelOrderHelper($childNode, $res, $level + 1); |
|
158
|
|
|
} |
|
159
|
|
|
} |
|
160
|
|
|
} |
|
161
|
|
|
|