2023-07-23:给你 n 个任务和 m 个工人 每个任务需要一定的力量值才能完成 需要的力量
2023-07-23:给你 n 个任务和 m 个工人
每个任务需要一定的力量值才能完成
需要的力量值保存在下标从 0 开始的整数数组 tasks 中
第 i 个任务需要 tasks[i] 的力量才能完成
每个工人的力量值保存在下标从 0 开始的整数数组 workers 中
第 j 个工人的力量值为 workers[j]
每个工人只能完成 一个 任务
且力量值需要 大于等于 该任务的力量要求值, 即 workers[j] >= tasks[i]
除此以外,你还有 pills 个神奇药丸
可以给 一个工人的力量值 增加 strength
你可以决定给哪些工人使用药丸
但每个工人 最多 只能使用 一片 药丸。
给你下标从 0 开始的整数数组tasks 和 workers 以及
两个整数 pills 和 strength ,请你返回 最多 有多少个任务可以被完成。
来自华为。
输入:tasks = [3,2,1], workers = [0,3,3], pills = 1, strength = 1。
输出:3。
答案2023-07-23:
maxTaskAssign1:
1.对任务数组 tasks 和工人数组 workers 进行升序排序。
2.使用二分查找在任务数组 tasks 中找到一个索引 m,使得从 tasks[0] 到 tasks[m-1] 的任务可以被 workers[len(workers)-m] 到 workers[len(workers)-1] 完成。
3.判断使用药丸后,从 tasks[m] 到 tasks[len(tasks)-1] 的剩余任务是否能够被剩余的工人完成。
4.如果可以完成,则继续在右半部分寻找更大的 m 值;如果无法完成,则在左半部分寻找更小的 m 值。
5.返回最终的 m 值,即最多可以完成的任务数。
maxTaskAssign2:
1.对任务数组 tasks 和工人数组 workers 进行升序排序。
2.使用二分查找在任务数组 tasks 中找到一个索引 m,使得从 tasks[0] 到 tasks[m-1] 的任务可以被 workers[len(workers)-m] 到 workers[len(workers)-1] 完成。
3.使用辅助数组 help 存储满足条件的任务索引。
4.从 workers[wl] 到 workers[wr] 遍历每个工人,依次分配任务。
5.在任务数组 tasks 中,使用双指针 l 和 r,将满足 workers[wi] <= tasks[help[l]] <= workers[wi]+strength 的任务指针存入 help 数组。
6.如果 l < r,则说明有任务可以被工人完成,将任务数加一,并将 r 减一。
7.如果 l >= r,则说明无法完成任务,返回一个很大的值。
8.返回最终的任务数。
算法maxTaskAssign1的时间复杂度为O(n log n + m log m),空间复杂度为O(n + m)。
算法maxTaskAssign2的时间复杂度为O((n + m) log n),空间复杂度为O(n)。
go完整代码如下:
package main
import (
"fmt"
"sort"
)
func maxTaskAssign1(tasks []int, workers []int, pills int, strength int) int {
l := 0
r := len(tasks)
var m, ans int
sort.Ints(tasks)
sort.Ints(workers)
for l <= r {
m = (l + r) / 2
if yeah1(tasks, 0, m-1, workers, len(workers)-m, len(workers)-1, strength) <= pills {
ans = m
l = m + 1
} else {
r = m - 1
}
}
return ans
}
func yeah1(tasks []int, tl int, tr int, workers []int, wl int, wr int, strength int) int {
if wl < 0 {
return int(^uint(0) >> 1)
}
taskMap := make(map[int]int)
for i := tl; i <= tr; i++ {
taskMap[tasks[i]]++
}
var ans int
for i := wl; i <= wr; i++ {
job := floorKey(taskMap, workers[i])
if job != nil {
times := taskMap[*job]
if times == 1 {
delete(taskMap, *job)
} else {
taskMap[*job]--
}
} else {
job = floorKey(taskMap, workers[i]+strength)
if job == nil {
return int(^uint(0) >> 1)
}
ans++
times := taskMap[*job]
if times == 1 {
delete(taskMap, *job)
} else {
taskMap[*job]--
}
}
}
return ans
}
func floorKey(taskMap map[int]int, key int) *int {
floorKey := -1
for k := range taskMap {
if k > floorKey && k <= key {
floorKey = k
}
}
if floorKey == -1 {
return nil
}
return &floorKey
}
func maxTaskAssign2(tasks []int, workers []int, pills int, strength int) int {
help := make([]int, len(tasks))
l := 0
r := len(tasks)
var m, ans int
sort.Ints(tasks)
sort.Ints(workers)
for l <= r {
m = (l + r) / 2
if yeah2(tasks, 0, m-1, workers, len(workers)-m, len(workers)-1, strength, help) <= pills {
ans = m
l = m + 1
} else {
r = m - 1
}
}
return ans
}
func yeah2(tasks []int, tl int, tr int, workers []int, wl int, wr int, strength int, help []int) int {
if wl < 0 {
return int(^uint(0) >> 1)
}
l := 0
r := 0
ti := tl
var ans int
for wi := wl; wi <= wr; wi++ {
for ; ti <= tr && tasks[ti] <= workers[wi]; ti++ {
help[r] = ti
r++
}
if l < r && tasks[help[l]] <= workers[wi] {
l++
} else {
for ; ti <= tr && tasks[ti] <= workers[wi]+strength; ti++ {
help[r] = ti
r++
}
if l < r {
ans++
r--
} else {
return int(^uint(0) >> 1)
}
}
}
return ans
}
func main() {
tasks := []int{3, 2, 1}
workers := []int{0, 3, 3}
pills := 1
strength := 1
fmt.Println("maxTaskAssign1:", maxTaskAssign1(tasks, workers, pills, strength))
fmt.Println("maxTaskAssign2:", maxTaskAssign2(tasks, workers, pills, strength))
}
rust完整代码如下:
use std::collections::BTreeMap;
fn max_task_assign1(tasks: Vec<i32>, workers: Vec<i32>, pills: i32, strength: i32) -> i32 {
let mut l = 0;
let mut r = tasks.len();
let mut ans = 0;
let mut sorted_tasks = tasks.clone();
sorted_tasks.sort();
let mut sorted_workers = workers.clone();
sorted_workers.sort();
while l <= r {
let m = (l + r) / 2;
if yeah1(
&sorted_tasks,
0,
m - 1,
&sorted_workers,
workers.len() - m,
workers.len() - 1,
strength,
) <= pills
{
ans = m as i32;
l = m + 1;
} else {
r = m - 1;
}
}
ans
}
fn yeah1(
tasks: &[i32],
tl: usize,
tr: usize,
workers: &[i32],
wl: usize,
wr: usize,
strength: i32,
) -> i32 {
if wl >= workers.len() {
return i32::max_value();
}
let mut task_map = BTreeMap::new();
for i in tl..=tr {
*task_map.entry(tasks[i]).or_insert(0) += 1;
}
let mut ans = 0;
for i in wl..=wr {
let job = match task_map.range(..=workers[i]).rev().next() {
Some((key, _)) => *key,
None => {
let job = match task_map.range(..=(workers[i] + strength)).rev().next() {
Some((key, _)) => *key,
None => return i32::max_value(),
};
ans += 1;
job
}
};
let times = task_map.get(&job).cloned().unwrap();
if times == 1 {
task_map.remove(&job);
} else {
task_map.insert(job, times - 1);
}
}
ans
}
fn max_task_assign2(tasks: Vec<i32>, workers: Vec<i32>, pills: i32, strength: i32) -> i32 {
let mut help = vec![0; tasks.len()];
let mut l = 0;
let mut r = tasks.len();
let mut ans = 0;
let mut sorted_tasks = tasks.clone();
sorted_tasks.sort();
let mut sorted_workers = workers.clone();
sorted_workers.sort();
while l <= r {
let m = (l + r) / 2;
if yeah2(
&sorted_tasks,
0,
m - 1,
&sorted_workers,
workers.len() - m,
workers.len() - 1,
strength,
&mut help,
) <= pills
{
ans = m as i32;
l = m + 1;
} else {
r = m - 1;
}
}
ans
}
fn yeah2(
tasks: &[i32],
tl: usize,
tr: usize,
workers: &[i32],
wl: usize,
wr: usize,
strength: i32,
help: &mut [i32],
) -> i32 {
if wl >= workers.len() {
return i32::max_value();
}
let mut l = 0;
let mut r = 0;
let mut ti = tl;
let mut ans = 0;
for wi in wl..=wr {
while ti <= tr && tasks[ti] <= workers[wi] {
help[r] = ti as i32;
r += 1;
ti += 1;
}
if l < r && tasks[help[l as usize] as usize] <= workers[wi] {
l += 1;
} else {
while ti <= tr && tasks[ti] <= workers[wi] + strength {
help[r] = ti as i32;
r += 1;
ti += 1;
}
if l < r {
ans += 1;
r -= 1;
} else {
return i32::max_value();
}
}
}
ans
}
fn main() {
let tasks = vec![3, 2, 1];
let workers = vec![0, 3, 3];
let pills = 1;
let strength = 1;
let result1 = max_task_assign1(tasks.clone(), workers.clone(), pills, strength);
let result2 = max_task_assign2(tasks, workers, pills, strength);
println!("max_task_assign1 result: {}", result1);
println!("max_task_assign2 result: {}", result2);
}
c++代码如下:
#include <iostream>
#include <vector>
#include <algorithm>
#include <map>
using namespace std;
int yeah1(vector<int>& tasks, int tl, int tr, vector<int>& workers, int wl, int wr, int strength) {
if (wl < 0) {
return INT_MAX;
}
map<int, int> taskMap;
for (int i = tl; i <= tr; i++) {
taskMap[tasks[i]]++;
}
int ans = 0;
for (int i = wl; i <= wr; i++) {
auto job = taskMap.lower_bound(workers[i]);
if (job != taskMap.end()) {
int times = job->second;
if (times == 1) {
taskMap.erase(job);
}
else {
job->second--;
}
}
else {
job = taskMap.lower_bound(workers[i] + strength);
if (job == taskMap.end()) {
return INT_MAX;
}
ans++;
int times = job->second;
if (times == 1) {
taskMap.erase(job);
}
else {
job->second--;
}
}
}
return ans;
}
int maxTaskAssign1(vector<int>& tasks, vector<int>& workers, int pills, int strength) {
int l = 0;
int r = tasks.size();
int m, ans = 0;
sort(tasks.begin(), tasks.end());
sort(workers.begin(), workers.end());
while (l <= r) {
m = (l + r) / 2;
if (yeah1(tasks, 0, m - 1, workers, workers.size() - m, workers.size() - 1, strength) <= pills) {
ans = m;
l = m + 1;
}
else {
r = m - 1;
}
}
return ans;
}
int yeah2(vector<int>& tasks, int tl, int tr, vector<int>& workers, int wl, int wr, int strength, vector<int>& help) {
if (wl < 0) {
return INT_MAX;
}
int l = 0;
int r = 0;
int ti = tl;
int ans = 0;
for (int wi = wl; wi <= wr; wi++) {
for (; ti <= tr && tasks[ti] <= workers[wi]; ti++) {
help[r++] = ti;
}
if (l < r && tasks[help[l]] <= workers[wi]) {
l++;
}
else {
for (; ti <= tr && tasks[ti] <= workers[wi] + strength; ti++) {
help[r++] = ti;
}
if (l < r) {
ans++;
r--;
}
else {
return INT_MAX;
}
}
}
return ans;
}
int maxTaskAssign2(vector<int>& tasks, vector<int>& workers, int pills, int strength) {
vector<int> help(tasks.size());
int l = 0;
int r = tasks.size();
int m, ans = 0;
sort(tasks.begin(), tasks.end());
sort(workers.begin(), workers.end());
while (l <= r) {
m = (l + r) / 2;
if (yeah2(tasks, 0, m - 1, workers, workers.size() - m, workers.size() - 1, strength, help) <= pills) {
ans = m;
l = m + 1;
}
else {
r = m - 1;
}
}
return ans;
}
int main() {
vector<int> tasks = { 3, 2, 1 };
vector<int> workers = { 0, 3, 3 };
int pills = 1;
int strength = 1;
//int result1 = maxTaskAssign1(tasks, workers, pills, strength);
int result2 = maxTaskAssign2(tasks, workers, pills, strength);
//cout << "Result from maxTaskAssign1: " << result1 << endl;
cout << "Result from maxTaskAssign2: " << result2 << endl;
return 0;
}
c完整代码如下:
#include <stdio.h>
#include <stdlib.h>
int yeah1(int* tasks, int tl, int tr, int* workers, int wl, int wr, int strength) {
if (wl < 0) {
return INT_MAX;
}
int taskMap[1001] = { 0 };
for (int i = tl; i <= tr; i++) {
taskMap[tasks[i]]++;
}
int ans = 0;
for (int i = wl; i <= wr; i++) {
int job = -1;
for (int j = workers[i]; j >= 0; j--) {
if (taskMap[j] > 0) {
job = j;
break;
}
}
if (job != -1) {
taskMap[job]--;
}
else {
job = -1;
for (int j = workers[i] + strength; j >= workers[i]; j--) {
if (taskMap[j] > 0) {
job = j;
break;
}
}
if (job == -1) {
return INT_MAX;
}
ans++;
taskMap[job]--;
}
}
return ans;
}
int compare(const void* a, const void* b) {
return *(int*)a - *(int*)b;
}
int maxTaskAssign1(int* tasks, int tasksSize, int* workers, int workersSize, int pills, int strength) {
int l = 0;
int r = tasksSize;
int m, ans = 0;
int* sortedTasks = (int*)malloc(tasksSize * sizeof(int));
int* sortedWorkers = (int*)malloc(workersSize * sizeof(int));
for (int i = 0; i < tasksSize; i++) {
sortedTasks[i] = tasks[i];
}
for (int i = 0; i < workersSize; i++) {
sortedWorkers[i] = workers[i];
}
qsort(sortedTasks, tasksSize, sizeof(int), compare);
qsort(sortedWorkers, workersSize, sizeof(int), compare);
while (l <= r) {
m = (l + r) / 2;
if (yeah1(sortedTasks, 0, m - 1, sortedWorkers, workersSize - m, workersSize - 1, strength) <= pills) {
ans = m;
l = m + 1;
}
else {
r = m - 1;
}
}
free(sortedTasks);
free(sortedWorkers);
return ans;
}
int yeah2(int* tasks, int tl, int tr, int* workers, int wl, int wr, int strength, int* help) {
if (wl < 0) {
return INT_MAX;
}
int l = 0;
int r = 0;
int ti = tl;
int ans = 0;
for (int wi = wl; wi <= wr; wi++) {
for (; ti <= tr && tasks[ti] <= workers[wi]; ti++) {
help[r++] = ti;
}
if (l < r && tasks[help[l]] <= workers[wi]) {
l++;
}
else {
for (; ti <= tr && tasks[ti] <= workers[wi] + strength; ti++) {
help[r++] = ti;
}
if (l < r) {
ans++;
r--;
}
else {
return INT_MAX;
}
}
}
return ans;
}
int maxTaskAssign2(int* tasks, int tasksSize, int* workers, int workersSize, int pills, int strength) {
int* help = (int*)malloc(tasksSize * sizeof(int));
int l = 0;
int r = tasksSize;
int m, ans = 0;
int* sortedTasks = (int*)malloc(tasksSize * sizeof(int));
int* sortedWorkers = (int*)malloc(workersSize * sizeof(int));
for (int i = 0; i < tasksSize; i++) {
sortedTasks[i] = tasks[i];
}
for (int i = 0; i < workersSize; i++) {
sortedWorkers[i] = workers[i];
}
qsort(sortedTasks, tasksSize, sizeof(int), compare);
qsort(sortedWorkers, workersSize, sizeof(int), compare);
while (l <= r) {
m = (l + r) / 2;
if (yeah2(sortedTasks, 0, m - 1, sortedWorkers, workersSize - m, workersSize - 1, strength, help) <= pills) {
ans = m;
l = m + 1;
}
else {
r = m - 1;
}
}
free(help);
free(sortedTasks);
free(sortedWorkers);
return ans;
}
int main() {
int tasks[] = { 3, 2, 1 };
int tasksSize = sizeof(tasks) / sizeof(tasks[0]);
int workers[] = { 0, 3, 3 };
int workersSize = sizeof(workers) / sizeof(workers[0]);
int pills = 1;
int strength = 1;
int max1 = maxTaskAssign1(tasks, tasksSize, workers, workersSize, pills, strength);
int max2 = maxTaskAssign2(tasks, tasksSize, workers, workersSize, pills, strength);
printf("maxTaskAssign1: %d\n", max1);
printf("maxTaskAssign2: %d\n", max2);
return 0;
}
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