From 72756e0a00505884dfdb5f756e8dd5e5732ec6bb Mon Sep 17 00:00:00 2001 From: jonghoonpark Date: Tue, 30 Apr 2024 23:10:47 +0900 Subject: [PATCH] add post '(Leetcode) 297 - Serialize and Deserialize Binary Tree' --- _posts/2024-04-29-leetcode-212.md | 2 + _posts/2024-04-30-leetcode-297.md | 234 ++++++++++++++++++ .../2024-04-30-leetcode-297/example-tree.png | Bin 0 -> 107374 bytes .../what-i-expected.png | Bin 0 -> 214414 bytes 4 files changed, 236 insertions(+) create mode 100644 _posts/2024-04-30-leetcode-297.md create mode 100644 assets/images/2024-04-30-leetcode-297/example-tree.png create mode 100644 assets/images/2024-04-30-leetcode-297/what-i-expected.png diff --git a/_posts/2024-04-29-leetcode-212.md b/_posts/2024-04-29-leetcode-212.md index be38284..16f0614 100644 --- a/_posts/2024-04-29-leetcode-212.md +++ b/_posts/2024-04-29-leetcode-212.md @@ -26,6 +26,8 @@ toc: true --- +주간 미션을 마쳤기 때문에 시간이 남아서 뒤 한문제를 골라 풀기로 하였다. + [https://leetcode.com/problems/word-search-ii/](https://leetcode.com/problems/word-search-ii/) 이 문제는 hard 문제이다. 쉽게 보고 도전했다가 역시 하드는 하드구나 느꼈다. diff --git a/_posts/2024-04-30-leetcode-297.md b/_posts/2024-04-30-leetcode-297.md new file mode 100644 index 0000000..964e153 --- /dev/null +++ b/_posts/2024-04-30-leetcode-297.md @@ -0,0 +1,234 @@ +--- +layout: post +title: (Leetcode) 297 - Serialize and Deserialize Binary Tree +categories: [스터디-알고리즘] +tags: + [ + 자바, + java, + string, + 리트코드, + Leetcode, + 알고리즘, + algorithm, + neetcode, + serialize, + deserialize, + tree, + 직렬화, + 역직렬화, + 트리, + Deque, + ] +date: 2024-04-30 23:00:00 +0900 +toc: true +--- + +기회가 되어 [달레님의 스터디](https://github.com/DaleStudy/leetcode-study)에 참여하여 시간이 될 때마다 한문제씩 풀어보고 있다. + +[https://neetcode.io/practice](https://neetcode.io/practice) + +--- + +주간 미션을 마쳤기 때문에 시간이 남아서 뒤 한문제를 골라 풀기로 하였다. + +[https://leetcode.com/problems/serialize-and-deserialize-binary-tree/description/](https://leetcode.com/problems/serialize-and-deserialize-binary-tree/description/) + +하드 문제임에도 풀긴 하였으나, 거의 아슬아슬하게 풀었다. + +먼저 직접 작성한 풀이에 대해 정리해보고 다른 사람이 작성한 풀이도 정리해본다. + +## 내가 작성한 풀이 + +문제에서 다음과 같은 TreeNode를 쓰도록 제공하고 있다. + +```java +class TreeNode { + int val; + TreeNode left; + TreeNode right; + + TreeNode(int x) { + val = x; + } +} +``` + +Codec 부분의 코드는 다음과 같다. + +```java +public class Codec { + + // Encodes a tree to a single string. + public String serialize(TreeNode root) { + Queue queue = new LinkedList<>(); + List output = new ArrayList<>(); + if (root != null) { + queue.offer(root); + } + + while (!queue.isEmpty()) { + TreeNode node = queue.poll(); + + if (node != null) { + output.add(node.val); + queue.add(node.left); + queue.add(node.right); + } else { + output.add(null); + } + } + + return Arrays.toString(output.toArray()); + } + + + // Decodes your encoded data to tree. + public TreeNode deserialize(String data) { + String removeBraket = data.substring(1, data.length() - 1); + String[] nodeVals = removeBraket.replaceAll(" ", "").split(","); + + if (removeBraket.isEmpty()) { + return null; + } + + List nodeList = new ArrayList<>(); + for (int i = 0; i < nodeVals.length; i++) { + String nodeValString = nodeVals[i]; + nodeList.add(nodeValString.equals("null") ? null : new TreeNode(Integer.parseInt(nodeValString))); + } + + int pointer = 0; + for (int i = 0; i < nodeVals.length; i++) { + if (pointer == i) { + continue; + } + + while (nodeList.get(pointer) == null) { + pointer++; + } + + TreeNode newNode = nodeList.get(i); + if (newNode == null) { + TreeNode nextNode = nodeList.get(i + 1); + if (nodeList.get(pointer).left == null) { + nodeList.get(pointer).left = newNode; + nodeList.get(pointer).right = nextNode; + pointer++; + i++; + } else if (nodeList.get(pointer).right == null) { + nodeList.get(pointer).right = newNode; + pointer++; + } + } else { + if (nodeList.get(pointer).left == null) { + nodeList.get(pointer).left = newNode; + } else if (nodeList.get(pointer).right == null) { + nodeList.get(pointer).right = newNode; + pointer++; + } + } + } + + return nodeList.getFirst(); + } +} +``` + +### 당황스러웠던 부분 + +#### serialize format + +```java +[1,2,3,null,null,4,5,6,7] +``` + +위의 배열을 처음 봤을 때 이상하다는 생각이 들었다. 내가 예상하지 못한 갯수가 들어왔기 때문이다. + +내가 위 input을 보고 예상한 트리모양은 다음과 같았다. 딱봐도 트리 구조가 이상한 걸 알 수 있다. + +![what i expected](/assets/images/2024-04-30-leetcode-297/what-i-expected.png) + +하지만 leetcode 에서 제공되는 tree visualizer tool 을 통해 트리 모양을 확인해보면 다음과 같다. + +![example-tree](/assets/images/2024-04-30-leetcode-297/example-tree.png) + +비어있는 공간이 노드와 직접 연결되는 곳이 아니라면 null로 따로 표기하지 않는다는 것을 알게 되었고, 이에 따라 index를 통해 left 인지 right 인지 파악하는 로직을 제거하고 다른 방법을 고민해봐야 했다. + +#### 엣지케이스 + +```java +[1,null,2,null,3,null,4,null,5,null,6,null,7,null,8,null,9,null,10,null,11,null,12,null,13,null,14,null,15,null,16,null,17,null,18,null,19,null,20,null,21,null,22,null,23,null,24,null,25,null,26,null,27,null,28,null,29,null,30,null,31,null,32,null,33,null,34,null,35,null,36,null,37,null,38,null,39,null,40,null,41,null,42,null,43,null,44,null,45,null,46,null,47,null,48,null,49,null,50,null,51,null,52,null,53,null,54,null,55,null,56,null,57,null,58,null,59,null,60,null,61,null,62,null,63,null,64,null,65,null,66,null,67,null,68,null,69,null,70,null,71,null,72,null,73,null,74,null,75,null,76,null,77,null,78,null,79,null,80,null,81,null,82,null,83,null,84,null,85,null,86,null,87... +``` + +이런식으로 구성이 되면 한쪽으로 연결된 linked list와 같은 형태가 나온다. + +### TC, SC + +serialized와 deserialized 모두 시간 복잡도는 O(n)이고, 공간 복잡도는 O(n)이다. + +## 다른 사람의 풀이 + +```java +public class Codec { + private static final String split = ","; + private static final String N = "X"; + + // Encodes a tree to a single string. + public String serialize(TreeNode root) { + StringBuilder sb = new StringBuilder(); + helper(root, sb); + return sb.toString(); + } + + void helper(TreeNode node, StringBuilder sb) { + if (node == null) { + sb.append(N).append(split); + return; + } + sb.append(node.val).append(split); + helper(node.left, sb); + helper(node.right, sb); + } + + // Decodes your encoded data to tree. + public TreeNode deserialize(String data) { + Deque node = new LinkedList<>(); + node.addAll(Arrays.asList(data.split(split))); + return helper2(node); + } + + public TreeNode helper2(Deque nodes) { + String val = nodes.remove(); + if (val.equals(N)) { + return null; + } + TreeNode node = new TreeNode(Integer.valueOf(val)); + node.left = helper2(nodes); + node.right = helper2(nodes); + return node; + } +} +``` + +이 코드는 실제와는 다른 구조로 serialize 하고 그에 따라 deserialize를 한다. + +예를들어 `[1,2,3,null,null,4,5,6,7]` 이라는 입력이 들어오면 `1,2,X,X,3,4,6,X,X,7,X,X,5,X,X,` 형태로 serialize가 된다. + +중간 형태를 체크하지 않기 때문에 가능한 풀이이라고 생각된다. + +### Deque 자료구조 + +java 에서는 Deque 라는 자료구조도 제공한다. 이 자료구조는 선형 자료구조이며, 사용자의 선택에 따라 Queue 처럼 사용할 수 있고, Stack 처럼 사용할 수도 있다. `덱` 또는 `데크` 라고 불리는 것으로 보인다. (디큐 가 아니다.) + +- [Deque - oracle docs](https://docs.oracle.com/javase/8/docs/api/java/util/Deque.html) + +### TC, SC + +serialized와 deserialized 모두 시간 복잡도는 O(n)이고, 공간 복잡도는 O(n)이다. + +## 참고 + +- [how LeetCode serializes a binary tree](https://support.leetcode.com/hc/en-us/articles/360011883654-What-does-1-null-2-3-mean-in-binary-tree-representation) +- [tree visualizer tool](https://leetcode.com/problems/recover-binary-search-tree/solutions/32539/Tree-Deserializer-and-Visualizer-for-Python/) + - 위 링크의 example에 값을 넣으면 어떤 모양으로 트리가 생성되는지 확인할 수 있다. diff --git a/assets/images/2024-04-30-leetcode-297/example-tree.png b/assets/images/2024-04-30-leetcode-297/example-tree.png new file mode 100644 index 0000000000000000000000000000000000000000..3dd0e40b0b4b4ec42174b0bb376ddc083eadb2d8 GIT binary patch literal 107374 zcmeFZhd-C$+dhscG$@sX?3ERjy)v>XWUq|uy-P+Zq3l&wR%T>muOvIO$foQqWb-|5 zS$&@8^ZfpSU$0lj+xx!W*L_{*IL_lduG{O5jOc0X%h)I=D5u56gym3B&^1v|j;&)J 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