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synced 2024-12-25 13:36:31 +08:00
Add figures to replace_linear_by_hashing.md
This commit is contained in:
parent
53ca2144e2
commit
fe69f7240d
23 changed files with 85 additions and 80 deletions
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@ -1 +1 @@
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add_executable(leetcode_two_sum leetcode_two_sum.c)
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add_executable(two_sum two_sum.c)
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@ -1,5 +1,5 @@
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/**
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/**
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* File: leetcode_two_sum.c
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* File: two_sum.c
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* Created Time: 2023-01-19
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* Created Time: 2023-01-19
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* Author: Reanon (793584285@qq.com)
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* Author: Reanon (793584285@qq.com)
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*/
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*/
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@ -71,7 +71,7 @@ int *twoSumHashTable(int *nums, int numsSize, int target, int *returnSize) {
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int main() {
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int main() {
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// ======= Test Case =======
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// ======= Test Case =======
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int nums[] = {2, 7, 11, 15};
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int nums[] = {2, 7, 11, 15};
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int target = 9;
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int target = 13;
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// ====== Driver Code ======
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// ====== Driver Code ======
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int returnSize;
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int returnSize;
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int *res = twoSumBruteForce(nums, sizeof(nums) / sizeof(int), target, &returnSize);
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int *res = twoSumBruteForce(nums, sizeof(nums) / sizeof(int), target, &returnSize);
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@ -1,3 +1,3 @@
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add_executable(hashing_search hashing_search.cpp)
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add_executable(hashing_search hashing_search.cpp)
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add_executable(leetcode_two_sum leetcode_two_sum.cpp)
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add_executable(two_sum two_sum.cpp)
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add_executable(linear_search linear_search.cpp)
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add_executable(linear_search linear_search.cpp)
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@ -1,5 +1,5 @@
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/**
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/**
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* File: leetcode_two_sum.cpp
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* File: two_sum.cpp
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* Created Time: 2022-11-25
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* Created Time: 2022-11-25
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* Author: Krahets (krahets@163.com)
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* Author: Krahets (krahets@163.com)
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*/
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*/
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@ -38,7 +38,7 @@ vector<int> twoSumHashTable(vector<int> &nums, int target) {
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int main() {
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int main() {
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// ======= Test Case =======
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// ======= Test Case =======
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vector<int> nums = {2, 7, 11, 15};
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vector<int> nums = {2, 7, 11, 15};
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int target = 9;
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int target = 13;
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// ====== Driver Code ======
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// ====== Driver Code ======
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// 方法一
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// 方法一
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@ -1,12 +1,12 @@
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/**
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/**
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* File: leetcode_two_sum.cs
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* File: two_sum.cs
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* Created Time: 2022-12-23
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* Created Time: 2022-12-23
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* Author: haptear (haptear@hotmail.com)
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* Author: haptear (haptear@hotmail.com)
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*/
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*/
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namespace hello_algo.chapter_searching;
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namespace hello_algo.chapter_searching;
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public class leetcode_two_sum {
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public class two_sum {
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/* 方法一:暴力枚举 */
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/* 方法一:暴力枚举 */
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public static int[] twoSumBruteForce(int[] nums, int target) {
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public static int[] twoSumBruteForce(int[] nums, int target) {
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int size = nums.Length;
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int size = nums.Length;
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@ -39,7 +39,7 @@ public class leetcode_two_sum {
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public void Test() {
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public void Test() {
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// ======= Test Case =======
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// ======= Test Case =======
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int[] nums = { 2, 7, 11, 15 };
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int[] nums = { 2, 7, 11, 15 };
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int target = 9;
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int target = 13;
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// ====== Driver Code ======
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// ====== Driver Code ======
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// 方法一
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// 方法一
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@ -1,5 +1,5 @@
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/**
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/**
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* File: leetcode_two_sum.dart
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* File: two_sum.dart
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* Created Time: 2023-2-11
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* Created Time: 2023-2-11
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* Author: Jefferson (JeffersonHuang77@gmail.com)
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* Author: Jefferson (JeffersonHuang77@gmail.com)
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*/
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*/
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@ -34,7 +34,7 @@ List<int> twoSumHashTable(List<int> nums, int target) {
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int main() {
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int main() {
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// ======= Test Case =======
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// ======= Test Case =======
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List<int> nums = [2, 7, 11, 15];
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List<int> nums = [2, 7, 11, 15];
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int target = 9;
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int target = 13;
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// ====== Driver Code ======
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// ====== Driver Code ======
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// 方法一
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// 方法一
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@ -1,4 +1,4 @@
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// File: leetcode_two_sum.go
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// File: two_sum.go
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// Created Time: 2022-11-25
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// Created Time: 2022-11-25
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// Author: reanon (793584285@qq.com)
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// Author: reanon (793584285@qq.com)
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@ -1,4 +1,4 @@
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// File: leetcode_two_sum_test.go
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// File: two_sum_test.go
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// Created Time: 2022-11-25
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// Created Time: 2022-11-25
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// Author: reanon (793584285@qq.com)
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// Author: reanon (793584285@qq.com)
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@ -12,7 +12,7 @@ import (
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func TestTwoSum(t *testing.T) {
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func TestTwoSum(t *testing.T) {
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// ======= Test Case =======
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// ======= Test Case =======
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nums := []int{2, 7, 11, 15}
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nums := []int{2, 7, 11, 15}
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target := 9
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target := 13
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// ====== Driver Code ======
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// ====== Driver Code ======
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// 方法一:暴力解法
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// 方法一:暴力解法
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@ -1,5 +1,5 @@
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/**
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/**
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* File: leetcode_two_sum.java
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* File: two_sum.java
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* Created Time: 2022-11-25
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* Created Time: 2022-11-25
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* Author: Krahets (krahets@163.com)
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* Author: Krahets (krahets@163.com)
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*/
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*/
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@ -8,7 +8,7 @@ package chapter_searching;
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import java.util.*;
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import java.util.*;
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public class leetcode_two_sum {
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public class two_sum {
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/* 方法一:暴力枚举 */
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/* 方法一:暴力枚举 */
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static int[] twoSumBruteForce(int[] nums, int target) {
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static int[] twoSumBruteForce(int[] nums, int target) {
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int size = nums.length;
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int size = nums.length;
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@ -40,7 +40,7 @@ public class leetcode_two_sum {
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public static void main(String[] args) {
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public static void main(String[] args) {
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// ======= Test Case =======
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// ======= Test Case =======
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int[] nums = { 2, 7, 11, 15 };
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int[] nums = { 2, 7, 11, 15 };
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int target = 9;
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int target = 13;
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// ====== Driver Code ======
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// ====== Driver Code ======
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// 方法一
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// 方法一
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/**
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/**
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* File: leetcode_two_sum.js
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* File: two_sum.js
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* Created Time: 2022-12-15
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* Created Time: 2022-12-15
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* Author: gyt95 (gytkwan@gmail.com)
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* Author: gyt95 (gytkwan@gmail.com)
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*/
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*/
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/* Driver Code */
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/* Driver Code */
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// 方法一
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// 方法一
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const nums = [2, 7, 11, 15],
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const nums = [2, 7, 11, 15],
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target = 9;
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target = 13;
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let res = twoSumBruteForce(nums, target);
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let res = twoSumBruteForce(nums, target);
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console.log('方法一 res = ', res);
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console.log('方法一 res = ', res);
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"""
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"""
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File: leetcode_two_sum.py
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File: two_sum.py
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Created Time: 2022-11-25
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Created Time: 2022-11-25
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Author: Krahets (krahets@163.com)
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Author: Krahets (krahets@163.com)
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"""
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"""
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@ -31,7 +31,7 @@ def two_sum_hash_table(nums: list[int], target: int) -> list[int]:
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if __name__ == "__main__":
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if __name__ == "__main__":
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# ======= Test Case =======
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# ======= Test Case =======
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nums = [2, 7, 11, 15]
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nums = [2, 7, 11, 15]
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target = 9
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target = 13
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# ====== Driver Code ======
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# ====== Driver Code ======
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# 方法一
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# 方法一
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name = "space_complexity"
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name = "space_complexity"
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path = "chapter_computational_complexity/space_complexity.rs"
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path = "chapter_computational_complexity/space_complexity.rs"
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# Run Command: cargo run --bin leetcode_two_sum
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# Run Command: cargo run --bin two_sum
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[[bin]]
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[[bin]]
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name = "leetcode_two_sum"
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name = "two_sum"
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path = "chapter_computational_complexity/leetcode_two_sum.rs"
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path = "chapter_computational_complexity/two_sum.rs"
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# Run Command: cargo run --bin array
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# Run Command: cargo run --bin array
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[[bin]]
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[[bin]]
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/*
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/*
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* File: leetcode_two_sum.rs
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* File: two_sum.rs
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* Created Time: 2023-01-14
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* Created Time: 2023-01-14
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* Author: xBLACICEx (xBLACKICEx@outlook.com), sjinzh (sjinzh@gmail.com)
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* Author: xBLACICEx (xBLACKICEx@outlook.com), sjinzh (sjinzh@gmail.com)
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*/
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*/
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fn main() {
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fn main() {
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// ======= Test Case =======
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// ======= Test Case =======
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let nums = vec![ 2, 7, 11, 15 ];
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let nums = vec![ 2, 7, 11, 15 ];
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let target = 9;
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let target = 13;
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// ====== Driver Code ======
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// ====== Driver Code ======
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// 方法一
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// 方法一
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.executable(name: "graph_bfs", targets: ["graph_bfs"]),
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.executable(name: "graph_bfs", targets: ["graph_bfs"]),
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.executable(name: "graph_dfs", targets: ["graph_dfs"]),
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.executable(name: "graph_dfs", targets: ["graph_dfs"]),
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// chapter_searching
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// chapter_searching
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.executable(name: "leetcode_two_sum", targets: ["leetcode_two_sum"]),
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.executable(name: "two_sum", targets: ["two_sum"]),
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.executable(name: "linear_search", targets: ["linear_search"]),
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.executable(name: "linear_search", targets: ["linear_search"]),
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.executable(name: "hashing_search", targets: ["hashing_search"]),
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.executable(name: "hashing_search", targets: ["hashing_search"]),
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// chapter_sorting
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// chapter_sorting
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.executableTarget(name: "graph_bfs", dependencies: ["utils", "graph_adjacency_list_target"], path: "chapter_graph", sources: ["graph_bfs.swift"]),
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.executableTarget(name: "graph_bfs", dependencies: ["utils", "graph_adjacency_list_target"], path: "chapter_graph", sources: ["graph_bfs.swift"]),
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.executableTarget(name: "graph_dfs", dependencies: ["utils", "graph_adjacency_list_target"], path: "chapter_graph", sources: ["graph_dfs.swift"]),
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.executableTarget(name: "graph_dfs", dependencies: ["utils", "graph_adjacency_list_target"], path: "chapter_graph", sources: ["graph_dfs.swift"]),
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// chapter_searching
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// chapter_searching
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.executableTarget(name: "leetcode_two_sum", path: "chapter_searching", sources: ["leetcode_two_sum.swift"]),
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.executableTarget(name: "two_sum", path: "chapter_searching", sources: ["two_sum.swift"]),
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.executableTarget(name: "linear_search", dependencies: ["utils"], path: "chapter_searching", sources: ["linear_search.swift"]),
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.executableTarget(name: "linear_search", dependencies: ["utils"], path: "chapter_searching", sources: ["linear_search.swift"]),
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.executableTarget(name: "hashing_search", dependencies: ["utils"], path: "chapter_searching", sources: ["hashing_search.swift"]),
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.executableTarget(name: "hashing_search", dependencies: ["utils"], path: "chapter_searching", sources: ["hashing_search.swift"]),
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// chapter_sorting
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// chapter_sorting
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/**
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/**
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* File: leetcode_two_sum.swift
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* File: two_sum.swift
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* Created Time: 2023-01-03
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* Created Time: 2023-01-03
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* Author: nuomi1 (nuomi1@qq.com)
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* Author: nuomi1 (nuomi1@qq.com)
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*/
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*/
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static func main() {
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static func main() {
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// ======= Test Case =======
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// ======= Test Case =======
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let nums = [2, 7, 11, 15]
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let nums = [2, 7, 11, 15]
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let target = 9
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let target = 13
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// ====== Driver Code ======
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// ====== Driver Code ======
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// 方法一
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// 方法一
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var res = twoSumBruteForce(nums: nums, target: target)
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var res = twoSumBruteForce(nums: nums, target: target)
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/**
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/**
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* File: leetcode_two_sum.ts
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* File: two_sum.ts
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* Created Time: 2022-12-15
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* Created Time: 2022-12-15
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* Author: gyt95 (gytkwan@gmail.com)
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* Author: gyt95 (gytkwan@gmail.com)
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*/
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*/
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/* Driver Code */
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/* Driver Code */
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// 方法一
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// 方法一
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const nums = [2, 7, 11, 15],
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const nums = [2, 7, 11, 15],
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target = 9;
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target = 13;
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let res = twoSumBruteForce(nums, target);
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let res = twoSumBruteForce(nums, target);
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console.log('方法一 res = ', res);
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console.log('方法一 res = ', res);
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run_step_space_complexity.dependOn(&run_cmd_space_complexity.step);
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run_step_space_complexity.dependOn(&run_cmd_space_complexity.step);
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// Section: "Space Time Tradeoff"
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// Section: "Space Time Tradeoff"
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// Source File: "chapter_computational_complexity/leetcode_two_sum.zig"
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// Source File: "chapter_computational_complexity/two_sum.zig"
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// Run Command: zig build run_leetcode_two_sum
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// Run Command: zig build run_two_sum
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const exe_leetcode_two_sum = b.addExecutable("leetcode_two_sum", "chapter_computational_complexity/leetcode_two_sum.zig");
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const exe_two_sum = b.addExecutable("two_sum", "chapter_computational_complexity/two_sum.zig");
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exe_leetcode_two_sum.addPackagePath("include", "include/include.zig");
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exe_two_sum.addPackagePath("include", "include/include.zig");
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exe_leetcode_two_sum.setTarget(target);
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exe_two_sum.setTarget(target);
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exe_leetcode_two_sum.setBuildMode(mode);
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exe_two_sum.setBuildMode(mode);
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exe_leetcode_two_sum.install();
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exe_two_sum.install();
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const run_cmd_leetcode_two_sum = exe_leetcode_two_sum.run();
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const run_cmd_two_sum = exe_two_sum.run();
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run_cmd_leetcode_two_sum.step.dependOn(b.getInstallStep());
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run_cmd_two_sum.step.dependOn(b.getInstallStep());
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if (b.args) |args| run_cmd_leetcode_two_sum.addArgs(args);
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if (b.args) |args| run_cmd_two_sum.addArgs(args);
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const run_step_leetcode_two_sum = b.step("run_leetcode_two_sum", "Run leetcode_two_sum");
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const run_step_two_sum = b.step("run_two_sum", "Run two_sum");
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run_step_leetcode_two_sum.dependOn(&run_cmd_leetcode_two_sum.step);
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run_step_two_sum.dependOn(&run_cmd_two_sum.step);
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// Section: "Array"
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// Section: "Array"
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// Source File: "chapter_array_and_linkedlist/array.zig"
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// Source File: "chapter_array_and_linkedlist/array.zig"
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// File: leetcode_two_sum.zig
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// File: two_sum.zig
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// Created Time: 2023-01-07
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// Created Time: 2023-01-07
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// Author: sjinzh (sjinzh@gmail.com)
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// Author: sjinzh (sjinzh@gmail.com)
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# 哈希优化策略
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# 哈希优化策略
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在算法题中,**我们时常通过将线性查找替换为哈希查找来降低算法的时间复杂度**。以 LeetCode 全站第一题 [两数之和](https://leetcode.cn/problems/two-sum/) 为例。
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在算法题中,**我们常通过将线性查找替换为哈希查找来降低算法的时间复杂度**。我们借助一个算法题来加深理解。
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!!! question "两数之和"
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!!! question "两数之和"
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|
||||||
给定一个整数数组 `nums` 和一个整数目标值 `target` ,请你在该数组中找出“和”为目标值 `target` 的那两个整数,并返回它们的数组下标。
|
给定一个整数数组 `nums` 和一个整数目标值 `target` ,请在数组中搜索“和”为目标值 `target` 的两个整数,并返回他们在数组中的索引。注意,数组中同一个元素在答案里不能重复出现。返回任意一个解即可。
|
||||||
|
|
||||||
你可以假设每种输入只会对应一个答案。但是,数组中同一个元素在答案里不能重复出现。
|
|
||||||
|
|
||||||
你可以按任意顺序返回答案。
|
|
||||||
|
|
||||||
## 线性查找:以时间换空间
|
## 线性查找:以时间换空间
|
||||||
|
|
||||||
考虑直接遍历所有可能的组合。开启一个两层循环,在每轮中判断两个整数的和是否为 `target` ,若是,则返回它们的索引。
|
考虑直接遍历所有可能的组合。开启一个两层循环,在每轮中判断两个整数的和是否为 `target` ,若是,则返回它们的索引。
|
||||||
|
|
||||||
(图)
|
![线性查找求解两数之和](replace_linear_by_hashing.assets/two_sum_brute_force.png)
|
||||||
|
|
||||||
=== "Java"
|
=== "Java"
|
||||||
|
|
||||||
```java title="leetcode_two_sum.java"
|
```java title="two_sum.java"
|
||||||
[class]{leetcode_two_sum}-[func]{twoSumBruteForce}
|
[class]{two_sum}-[func]{twoSumBruteForce}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "C++"
|
=== "C++"
|
||||||
|
|
||||||
```cpp title="leetcode_two_sum.cpp"
|
```cpp title="two_sum.cpp"
|
||||||
[class]{}-[func]{twoSumBruteForce}
|
[class]{}-[func]{twoSumBruteForce}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "Python"
|
=== "Python"
|
||||||
|
|
||||||
```python title="leetcode_two_sum.py"
|
```python title="two_sum.py"
|
||||||
[class]{}-[func]{two_sum_brute_force}
|
[class]{}-[func]{two_sum_brute_force}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "Go"
|
=== "Go"
|
||||||
|
|
||||||
```go title="leetcode_two_sum.go"
|
```go title="two_sum.go"
|
||||||
[class]{}-[func]{twoSumBruteForce}
|
[class]{}-[func]{twoSumBruteForce}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "JavaScript"
|
=== "JavaScript"
|
||||||
|
|
||||||
```javascript title="leetcode_two_sum.js"
|
```javascript title="two_sum.js"
|
||||||
[class]{}-[func]{twoSumBruteForce}
|
[class]{}-[func]{twoSumBruteForce}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "TypeScript"
|
=== "TypeScript"
|
||||||
|
|
||||||
```typescript title="leetcode_two_sum.ts"
|
```typescript title="two_sum.ts"
|
||||||
[class]{}-[func]{twoSumBruteForce}
|
[class]{}-[func]{twoSumBruteForce}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "C"
|
=== "C"
|
||||||
|
|
||||||
```c title="leetcode_two_sum.c"
|
```c title="two_sum.c"
|
||||||
[class]{}-[func]{twoSumBruteForce}
|
[class]{}-[func]{twoSumBruteForce}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "C#"
|
=== "C#"
|
||||||
|
|
||||||
```csharp title="leetcode_two_sum.cs"
|
```csharp title="two_sum.cs"
|
||||||
[class]{leetcode_two_sum}-[func]{twoSumBruteForce}
|
[class]{two_sum}-[func]{twoSumBruteForce}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "Swift"
|
=== "Swift"
|
||||||
|
|
||||||
```swift title="leetcode_two_sum.swift"
|
```swift title="two_sum.swift"
|
||||||
[class]{}-[func]{twoSumBruteForce}
|
[class]{}-[func]{twoSumBruteForce}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "Zig"
|
=== "Zig"
|
||||||
|
|
||||||
```zig title="leetcode_two_sum.zig"
|
```zig title="two_sum.zig"
|
||||||
[class]{}-[func]{twoSumBruteForce}
|
[class]{}-[func]{twoSumBruteForce}
|
||||||
```
|
```
|
||||||
|
|
||||||
|
@ -80,52 +76,61 @@
|
||||||
|
|
||||||
## 哈希查找:以空间换时间
|
## 哈希查找:以空间换时间
|
||||||
|
|
||||||
考虑借助一个哈希表,将数组元素和元素索引构建为键值对。循环遍历数组中的每个元素 `num` 并执行:
|
考虑借助一个哈希表,键值对分别为数组元素和元素索引。循环遍历数组,每轮执行:
|
||||||
|
|
||||||
1. 判断数字 `target - num` 是否在哈希表中,若是则直接返回该两个元素的索引;
|
1. 判断数字 `target - nums[i]` 是否在哈希表中,若是则直接返回这两个元素的索引;
|
||||||
2. 将元素 `num` 和其索引添加进哈希表;
|
2. 将键值对 `num[i]` 和索引 `i` 添加进哈希表;
|
||||||
|
|
||||||
(图)
|
=== "<1>"
|
||||||
|
![two_sum_hashtable_step1](replace_linear_by_hashing.assets/two_sum_hashtable_step1.png)
|
||||||
|
|
||||||
|
=== "<2>"
|
||||||
|
![two_sum_hashtable_step2](replace_linear_by_hashing.assets/two_sum_hashtable_step2.png)
|
||||||
|
|
||||||
|
=== "<3>"
|
||||||
|
![two_sum_hashtable_step3](replace_linear_by_hashing.assets/two_sum_hashtable_step3.png)
|
||||||
|
|
||||||
|
实现代码如下所示,仅需单层循环即可。
|
||||||
|
|
||||||
=== "Java"
|
=== "Java"
|
||||||
|
|
||||||
```java title="leetcode_two_sum.java"
|
```java title="two_sum.java"
|
||||||
[class]{leetcode_two_sum}-[func]{twoSumHashTable}
|
[class]{two_sum}-[func]{twoSumHashTable}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "C++"
|
=== "C++"
|
||||||
|
|
||||||
```cpp title="leetcode_two_sum.cpp"
|
```cpp title="two_sum.cpp"
|
||||||
[class]{}-[func]{twoSumHashTable}
|
[class]{}-[func]{twoSumHashTable}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "Python"
|
=== "Python"
|
||||||
|
|
||||||
```python title="leetcode_two_sum.py"
|
```python title="two_sum.py"
|
||||||
[class]{}-[func]{two_sum_hash_table}
|
[class]{}-[func]{two_sum_hash_table}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "Go"
|
=== "Go"
|
||||||
|
|
||||||
```go title="leetcode_two_sum.go"
|
```go title="two_sum.go"
|
||||||
[class]{}-[func]{twoSumHashTable}
|
[class]{}-[func]{twoSumHashTable}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "JavaScript"
|
=== "JavaScript"
|
||||||
|
|
||||||
```javascript title="leetcode_two_sum.js"
|
```javascript title="two_sum.js"
|
||||||
[class]{}-[func]{twoSumHashTable}
|
[class]{}-[func]{twoSumHashTable}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "TypeScript"
|
=== "TypeScript"
|
||||||
|
|
||||||
```typescript title="leetcode_two_sum.ts"
|
```typescript title="two_sum.ts"
|
||||||
[class]{}-[func]{twoSumHashTable}
|
[class]{}-[func]{twoSumHashTable}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "C"
|
=== "C"
|
||||||
|
|
||||||
```c title="leetcode_two_sum.c"
|
```c title="two_sum.c"
|
||||||
[class]{hashTable}-[func]{}
|
[class]{hashTable}-[func]{}
|
||||||
|
|
||||||
[class]{}-[func]{twoSumHashTable}
|
[class]{}-[func]{twoSumHashTable}
|
||||||
|
@ -133,19 +138,19 @@
|
||||||
|
|
||||||
=== "C#"
|
=== "C#"
|
||||||
|
|
||||||
```csharp title="leetcode_two_sum.cs"
|
```csharp title="two_sum.cs"
|
||||||
[class]{leetcode_two_sum}-[func]{twoSumHashTable}
|
[class]{two_sum}-[func]{twoSumHashTable}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "Swift"
|
=== "Swift"
|
||||||
|
|
||||||
```swift title="leetcode_two_sum.swift"
|
```swift title="two_sum.swift"
|
||||||
[class]{}-[func]{twoSumHashTable}
|
[class]{}-[func]{twoSumHashTable}
|
||||||
```
|
```
|
||||||
|
|
||||||
=== "Zig"
|
=== "Zig"
|
||||||
|
|
||||||
```zig title="leetcode_two_sum.zig"
|
```zig title="two_sum.zig"
|
||||||
[class]{}-[func]{twoSumHashTable}
|
[class]{}-[func]{twoSumHashTable}
|
||||||
```
|
```
|
||||||
|
|
||||||
|
|
Loading…
Reference in a new issue