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# Difference Array | ||
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- The main applicable scenario is to frequently query the cumulative sum of a certain interval when the original array will not be modified | ||
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## 0) Concept | ||
- [fucking algorithm - Difference Array](https://labuladong.gitee.io/algo/2/18/22/) | ||
- [fucking algorithm - Difference Array](https://labuladong.online/algo/data-structure/diff-array/) | ||
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### 0-1) Types | ||
- LC 1109 | ||
- LC 370 | ||
- LC 1094 | ||
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### 0-2) Pattern | ||
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```java | ||
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// java | ||
// https://labuladong.online/algo/data-structure/diff-array/ | ||
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class PrefixSum { | ||
// 前缀和数组 | ||
private int[] preSum; | ||
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// 输入一个数组,构造前缀和 | ||
public PrefixSum(int[] nums) { | ||
// preSum[0] = 0,便于计算累加和 | ||
preSum = new int[nums.length + 1]; | ||
// 计算 nums 的累加和 | ||
for (int i = 1; i < preSum.length; i++) { | ||
preSum[i] = preSum[i - 1] + nums[i - 1]; | ||
} | ||
} | ||
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// 查询闭区间 [left, right] 的累加和 | ||
public int sumRange(int left, int right) { | ||
return preSum[right + 1] - preSum[left]; | ||
} | ||
} | ||
``` | ||
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## 1) General form | ||
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```java | ||
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// java | ||
// https://labuladong.online/algo/data-structure/diff-array/ | ||
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// 差分数组工具类 | ||
class Difference { | ||
// 差分数组 | ||
private int[] diff; | ||
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// 输入一个初始数组,区间操作将在这个数组上进行 | ||
public Difference(int[] nums) { | ||
assert nums.length > 0; | ||
diff = new int[nums.length]; | ||
// 根据初始数组构造差分数组 | ||
diff[0] = nums[0]; | ||
for (int i = 1; i < nums.length; i++) { | ||
diff[i] = nums[i] - nums[i - 1]; | ||
} | ||
} | ||
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// 给闭区间 [i, j] 增加 val(可以是负数) | ||
public void increment(int i, int j, int val) { | ||
diff[i] += val; | ||
if (j + 1 < diff.length) { | ||
diff[j + 1] -= val; | ||
} | ||
} | ||
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// 返回结果数组 | ||
public int[] result() { | ||
int[] res = new int[diff.length]; | ||
// 根据差分数组构造结果数组 | ||
res[0] = diff[0]; | ||
for (int i = 1; i < diff.length; i++) { | ||
res[i] = res[i - 1] + diff[i]; | ||
} | ||
return res; | ||
} | ||
} | ||
``` | ||
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### 1-1) Basic OP | ||
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## 2) LC Example | ||
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## Range Addition | ||
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```java | ||
// java | ||
// LC 370 | ||
class Solution { | ||
public int[] getModifiedArray(int length, int[][] updates) { | ||
// nums 初始化为全 0 | ||
int[] nums = new int[length]; | ||
// 构造差分解法 | ||
Difference df = new Difference(nums); | ||
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for (int[] update : updates) { | ||
int i = update[0]; | ||
int j = update[1]; | ||
int val = update[2]; | ||
df.increment(i, j, val); | ||
} | ||
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return df.result(); | ||
} | ||
} | ||
``` | ||
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### Corporate Flight Bookings | ||
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```java | ||
// java | ||
// LC 1109 | ||
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class Solution { | ||
public int[] corpFlightBookings(int[][] bookings, int n) { | ||
// nums 初始化为全 0 | ||
int[] nums = new int[n]; | ||
// 构造差分解法 | ||
Difference df = new Difference(nums); | ||
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for (int[] booking : bookings) { | ||
// 注意转成数组索引要减一哦 | ||
int i = booking[0] - 1; | ||
int j = booking[1] - 1; | ||
int val = booking[2]; | ||
// 对区间 nums[i..j] 增加 val | ||
df.increment(i, j, val); | ||
} | ||
// 返回最终的结果数组 | ||
return df.result(); | ||
} | ||
} | ||
``` | ||
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### Car Pooling | ||
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```java | ||
// java | ||
// LC 1094 | ||
// https://leetcode.com/problems/car-pooling/description/ | ||
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class Solution { | ||
public boolean carPooling(int[][] trips, int capacity) { | ||
// 最多有 1001 个车站 | ||
int[] nums = new int[1001]; | ||
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// 构造差分解法 | ||
Difference df = new Difference(nums); | ||
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for (int[] trip : trips) { | ||
// 乘客数量 | ||
int val = trip[0]; | ||
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// 第 trip[1] 站乘客上车 | ||
int i = trip[1]; | ||
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// 第 trip[2] 站乘客已经下车, | ||
// 即乘客在车上的区间是 [trip[1], trip[2] - 1] | ||
int j = trip[2] - 1; | ||
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// 进行区间操作 | ||
df.increment(i, j, val); | ||
} | ||
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int[] res = df.result(); | ||
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// 客车自始至终都不应该超载 | ||
for (int i = 0; i < res.length; i++) { | ||
if (capacity < res[i]) { | ||
return false; | ||
} | ||
} | ||
return true; | ||
} | ||
} | ||
``` |