|
1
|
|
|
<?php |
|
2
|
|
|
|
|
3
|
|
|
declare(strict_types=1); |
|
4
|
|
|
|
|
5
|
|
|
namespace Yoanm\CommonDSA\Algorithm\NAryTree; |
|
6
|
|
|
|
|
7
|
|
|
use Generator; |
|
8
|
|
|
use SplQueue; |
|
9
|
|
|
use SplStack; |
|
10
|
|
|
use Yoanm\CommonDSA\DataStructure\NAryTree\NodeInterface as Node; |
|
11
|
|
|
|
|
12
|
|
|
/** |
|
13
|
|
|
* N-ary tree traversal leveraging iterative functions. |
|
14
|
|
|
* |
|
15
|
|
|
* |
|
16
|
|
|
* @see \Yoanm\CommonDSA\Algorithm\NAryTree\RecursiveTraversal for recursive implementations. |
|
17
|
|
|
*/ |
|
18
|
|
|
class Traversal |
|
19
|
|
|
{ |
|
20
|
|
|
/** |
|
21
|
|
|
* @see \Yoanm\CommonDSA\Algorithm\NAryTree\Traversal::preOrderGenerator() |
|
22
|
|
|
* |
|
23
|
|
|
* |
|
24
|
|
|
* @return array<Node> |
|
25
|
|
|
* @phpstan-return list<Node> |
|
26
|
|
|
*/ |
|
27
|
2 |
|
public static function preOrder(Node $node): array |
|
28
|
|
|
{ |
|
29
|
|
|
// ⚠ Do not preserve keys in order to always return a list ! |
|
30
|
2 |
|
return iterator_to_array(self::preOrderGenerator($node), false); |
|
31
|
|
|
} |
|
32
|
|
|
|
|
33
|
|
|
/** |
|
34
|
|
|
* @see \Yoanm\CommonDSA\Algorithm\NAryTree\Traversal::postOrderGenerator() |
|
35
|
|
|
* |
|
36
|
|
|
* |
|
37
|
|
|
* @return array<Node> |
|
38
|
|
|
* @phpstan-return list<Node> |
|
39
|
|
|
*/ |
|
40
|
2 |
|
public static function postOrder(Node $node): array |
|
41
|
|
|
{ |
|
42
|
|
|
// ⚠ Do not preserve keys in order to always return a list ! |
|
43
|
2 |
|
return iterator_to_array(self::postOrderGenerator($node), false); |
|
44
|
|
|
} |
|
45
|
|
|
|
|
46
|
|
|
/** |
|
47
|
|
|
* @see \Yoanm\CommonDSA\Algorithm\NAryTree\Traversal::levelOrderGenerator() |
|
48
|
|
|
* |
|
49
|
|
|
* |
|
50
|
|
|
* @return array<int, array<Node>> key is the level, value is the list of nodes for that level |
|
51
|
|
|
* @phpstan-return list<list<Node>> |
|
52
|
|
|
*/ |
|
53
|
2 |
|
public static function levelOrder(Node $node): array |
|
54
|
|
|
{ |
|
55
|
|
|
// ⚠ Do not preserve keys in order to always return a list ! |
|
56
|
2 |
|
return iterator_to_array(self::levelOrderGenerator($node), false); |
|
57
|
|
|
} |
|
58
|
|
|
|
|
59
|
|
|
/** |
|
60
|
|
|
* @see \Yoanm\CommonDSA\Algorithm\NAryTree\Traversal::BFSGenerator() |
|
61
|
|
|
* @see \Yoanm\CommonDSA\Algorithm\NAryTree\Traversal::levelOrder() if node level must be known ! |
|
62
|
|
|
* |
|
63
|
|
|
* |
|
64
|
|
|
* @return array<Node> |
|
65
|
|
|
* @phpstan-return list<Node> |
|
66
|
|
|
*/ |
|
67
|
2 |
|
public static function BFS(Node $node): array |
|
68
|
|
|
{ |
|
69
|
|
|
// ⚠ Do not preserve keys in order to always return a list ! |
|
70
|
2 |
|
return iterator_to_array(self::BFSGenerator($node), false); |
|
71
|
|
|
} |
|
72
|
|
|
|
|
73
|
|
|
/** |
|
74
|
|
|
* Pre-order: N->Children => Node, then its children (from left to right) |
|
75
|
|
|
* |
|
76
|
|
|
* |
|
77
|
|
|
* <br> |
|
78
|
|
|
* ### Time/Space complexity |
|
79
|
|
|
* With: |
|
80
|
|
|
* - 𝑛 the number of node in the tree |
|
81
|
|
|
* |
|
82
|
|
|
* TC: 𝑂⟮𝑛⟯ - Each node will be visited only one time |
|
83
|
|
|
* |
|
84
|
|
|
* SC: 𝑂⟮𝑛⟯ - Due to the stack storing parent nodes |
|
85
|
|
|
* + worse scenario like when every level first node has a lot of children.<br> |
|
86
|
|
|
* 𝑂⟮𝟷⟯ for best scenario where each node has only one child (skewed tree)! |
|
87
|
|
|
* |
|
88
|
|
|
* => Worse case example: Tree with 3 levels |
|
89
|
|
|
* - level 1 has 1 node (root node) with 4 children |
|
90
|
|
|
* - level 2 first node has 10 children |
|
91
|
|
|
* |
|
92
|
|
|
* ==> 𝑛 = 15 (1 + 4 + 10) |
|
93
|
|
|
* |
|
94
|
|
|
* 1. before 1st iteration => stack size = 1 (the root node) |
|
95
|
|
|
* 2. 1st iteration, first node of level 1 (root node) is removed, |
|
96
|
|
|
* its 4 children added => stack size = (1 - 1) + 4 = 4 |
|
97
|
|
|
* 3. 2nd iteration, first node of level 2 is removed, its 10 children added |
|
98
|
|
|
* => stack size = (4 - 1) + 10 = 13 |
|
99
|
|
|
* |
|
100
|
|
|
* ==> stack size = 13 at the beginning of 3rd iteration. |
|
101
|
|
|
* 13 is not exactly 𝑛 but Complexity calculation doesn't take into account nodes already removed |
|
102
|
|
|
* which leads to almost 𝑛 |
|
103
|
|
|
* |
|
104
|
|
|
* |
|
105
|
|
|
* @return Generator<Node> |
|
106
|
|
|
*/ |
|
107
|
4 |
|
public static function preOrderGenerator(Node $node): Generator |
|
108
|
|
|
{ |
|
109
|
|
|
/** @var SplStack<Node> $stack */ |
|
110
|
4 |
|
$stack = new SplStack(); |
|
111
|
4 |
|
$stack->push($node); |
|
112
|
|
|
|
|
113
|
4 |
|
while (!$stack->isEmpty()) { |
|
114
|
4 |
|
$currentNode = $stack->pop(); |
|
115
|
|
|
|
|
116
|
4 |
|
yield $currentNode; |
|
117
|
|
|
|
|
118
|
|
|
// Start from the end of the list as we use a Stack (Last In First Out) !! |
|
119
|
4 |
|
$childNode = end($currentNode->children); |
|
120
|
4 |
|
while (false !== $childNode) { |
|
121
|
4 |
|
$stack->push($childNode); |
|
122
|
4 |
|
$childNode = prev($currentNode->children); |
|
123
|
|
|
} |
|
124
|
|
|
} |
|
125
|
|
|
} |
|
126
|
|
|
|
|
127
|
|
|
/** |
|
128
|
|
|
* Post-order: Children->N => Node **children** (from left to right), then Node |
|
129
|
|
|
* |
|
130
|
|
|
* |
|
131
|
|
|
* <br> |
|
132
|
|
|
* ### Time/Space complexity |
|
133
|
|
|
* With: |
|
134
|
|
|
* - 𝑛 the number of node in the tree |
|
135
|
|
|
* |
|
136
|
|
|
* TC: 𝑂⟮𝑛⟯ - Each node will be visited only one time |
|
137
|
|
|
* |
|
138
|
|
|
* SC: 𝑂⟮𝑛⟯ - Due to the stack storing parent nodes |
|
139
|
|
|
* + worse scenario like when every level first node has a lot of children.<br> |
|
140
|
|
|
* 𝑂⟮㏒ 𝑛⟯ for best scenario where each node has only one child (skewed tree) ! |
|
141
|
|
|
* |
|
142
|
|
|
* => Worse case example: Tree with 3 levels |
|
143
|
|
|
* - level 1 has 1 node (root node) with 4 children |
|
144
|
|
|
* - level 2 first node has 10 children |
|
145
|
|
|
* |
|
146
|
|
|
* ==> 𝑛 = 15 (1 + 4 + 10) |
|
147
|
|
|
* |
|
148
|
|
|
* 1. before 1st iteration => stack size = 1 (the root node) |
|
149
|
|
|
* 2. 1st iteration, children from first node of level 1 (root node) are added |
|
150
|
|
|
* -> 4 children added => stack size = 1 + 4 = 5 |
|
151
|
|
|
* 3. 2nd iteration, children from first node of level 2 are added |
|
152
|
|
|
* -> 10 children added => stack size = 5 + 10 = 15 |
|
153
|
|
|
* |
|
154
|
|
|
* ==> stack size = 15 at the beginning of 3rd iteration. |
|
155
|
|
|
* |
|
156
|
|
|
* |
|
157
|
|
|
* @return Generator<Node> |
|
158
|
|
|
*/ |
|
159
|
4 |
|
public static function postOrderGenerator(Node $node): Generator |
|
160
|
|
|
{ |
|
161
|
|
|
/** @var SplStack<Node> $stack */ |
|
162
|
4 |
|
$stack = new SplStack(); |
|
163
|
4 |
|
$stack->push($node); |
|
164
|
|
|
|
|
165
|
|
|
/** @var Node|null $lastManagedNode */ |
|
166
|
4 |
|
$lastManagedNode = null; |
|
167
|
4 |
|
while (!$stack->isEmpty()) { |
|
168
|
4 |
|
$node = $stack->top(); |
|
169
|
|
|
|
|
170
|
4 |
|
$currentNodeChildCount = count($node->children); |
|
171
|
|
|
// Process current node only in specific cases: |
|
172
|
|
|
if ( |
|
173
|
|
|
// No children to process (=nothing to process before current node) |
|
174
|
4 |
|
0 === $currentNodeChildCount |
|
175
|
|
|
// last managed node is the last child of the current node |
|
176
|
|
|
// (=nothing **more** to process before current node) |
|
177
|
4 |
|
|| $lastManagedNode === $node->children[$currentNodeChildCount - 1] |
|
178
|
|
|
) { |
|
179
|
4 |
|
yield $node; |
|
180
|
4 |
|
$stack->pop(); // Remove current node from the stack |
|
181
|
4 |
|
$lastManagedNode = $node; // Set current node as the last one managed |
|
182
|
|
|
} else { // Otherwise, push current node children and keep current node in the stack |
|
183
|
|
|
// Start from the end of the list as we use a Stack (Last In First Out) !! |
|
184
|
4 |
|
$childNode = end($node->children); |
|
185
|
4 |
|
while (false !== $childNode) { |
|
186
|
4 |
|
$stack->push($childNode); |
|
187
|
4 |
|
$childNode = prev($node->children); |
|
188
|
|
|
} |
|
189
|
|
|
} |
|
190
|
|
|
} |
|
191
|
|
|
} |
|
192
|
|
|
|
|
193
|
|
|
/** |
|
194
|
|
|
* Level order (=BFS): Traverse tree level by level, from Left to Right |
|
195
|
|
|
* |
|
196
|
|
|
* |
|
197
|
|
|
* <br> |
|
198
|
|
|
* ### Time/Space complexity |
|
199
|
|
|
* With: |
|
200
|
|
|
* - 𝑛 the number of node in the tree |
|
201
|
|
|
* - 𝑚 the number of nodes for the bigger level.<br> |
|
202
|
|
|
* ⚠ 𝑚 = (𝑛 − 1) if there is only two levels, root + children |
|
203
|
|
|
* |
|
204
|
|
|
* TC: 𝑂⟮𝑛⟯ - Each node will be visited only one time |
|
205
|
|
|
* |
|
206
|
|
|
* SC: 𝑂⟮𝑚⟯ - Due to the temporary list storing every node for the current level. |
|
207
|
|
|
* |
|
208
|
|
|
* |
|
209
|
|
|
* @return Generator<int, array<Node>> key is the level, value is the list of nodes for that level |
|
210
|
|
|
* @phpstan-return Generator<int, list<Node>> |
|
211
|
|
|
*/ |
|
212
|
4 |
|
public static function levelOrderGenerator(Node $node): Generator |
|
213
|
|
|
{ |
|
214
|
|
|
/** @var SplQueue<Node> $queue */ |
|
215
|
4 |
|
$queue = new SplQueue(); |
|
216
|
4 |
|
$queue->enqueue($node); |
|
217
|
|
|
|
|
218
|
4 |
|
while (!$queue->isEmpty()) { |
|
219
|
4 |
|
$nodeList = []; |
|
220
|
4 |
|
$currentLevelNodeCounter = $queue->count(); |
|
221
|
4 |
|
while ($currentLevelNodeCounter > 0) { |
|
222
|
4 |
|
$node = $queue->dequeue(); |
|
223
|
|
|
|
|
224
|
4 |
|
$nodeList[] = $node; |
|
225
|
|
|
|
|
226
|
4 |
|
foreach ($node->children as $childNode) { |
|
227
|
4 |
|
$queue->enqueue($childNode); |
|
228
|
|
|
} |
|
229
|
|
|
|
|
230
|
4 |
|
--$currentLevelNodeCounter; |
|
231
|
|
|
} |
|
232
|
|
|
|
|
233
|
4 |
|
yield $nodeList; |
|
234
|
|
|
} |
|
235
|
|
|
} |
|
236
|
|
|
|
|
237
|
|
|
/** |
|
238
|
|
|
* BFS: Traverse tree level by level, from Left to Right |
|
239
|
|
|
* |
|
240
|
|
|
* |
|
241
|
|
|
* <br> |
|
242
|
|
|
* ### Time/Space complexity |
|
243
|
|
|
* With: |
|
244
|
|
|
* - 𝑛 the number of node in the tree |
|
245
|
|
|
* - 𝑚 the number of nodes for the bigger level.<br> |
|
246
|
|
|
* ⚠ 𝑚 = (𝑛 − 1) if there is only two levels, root + children |
|
247
|
|
|
* |
|
248
|
|
|
* TC: 𝑂⟮𝑛⟯ - Each node will be visited only one time |
|
249
|
|
|
* |
|
250
|
|
|
* SC: 𝑂⟮𝑚⟯ - Due to the queue storing current level parent nodes |
|
251
|
|
|
* |
|
252
|
|
|
* |
|
253
|
|
|
* @see \Yoanm\CommonDSA\Algorithm\NAryTree\Traversal::levelOrderGenerator() if node level must be known ! |
|
254
|
|
|
* |
|
255
|
|
|
* |
|
256
|
|
|
* @return Generator<Node> |
|
257
|
|
|
*/ |
|
258
|
4 |
|
public static function BFSGenerator(Node $node): Generator |
|
259
|
|
|
{ |
|
260
|
|
|
/** @var SplQueue<Node> $queue */ |
|
261
|
4 |
|
$queue = new SplQueue(); |
|
262
|
4 |
|
$queue->enqueue($node); |
|
263
|
|
|
|
|
264
|
4 |
|
while (!$queue->isEmpty()) { |
|
265
|
4 |
|
$currentLevelNodeCounter = $queue->count(); |
|
266
|
4 |
|
while ($currentLevelNodeCounter > 0) { |
|
267
|
4 |
|
$node = $queue->dequeue(); |
|
268
|
|
|
|
|
269
|
4 |
|
yield $node; |
|
270
|
|
|
|
|
271
|
4 |
|
foreach ($node->children as $childNode) { |
|
272
|
4 |
|
$queue->enqueue($childNode); |
|
273
|
|
|
} |
|
274
|
|
|
|
|
275
|
4 |
|
--$currentLevelNodeCounter; |
|
276
|
|
|
} |
|
277
|
|
|
} |
|
278
|
|
|
} |
|
279
|
|
|
} |
|
280
|
|
|
|