Add the chapter of greedy. (#633)

Add the section of fractional knapsack.
This commit is contained in:
Yudong Jin
2023-07-20 18:26:54 +08:00
committed by GitHub
parent c54536d1a1
commit 2b7d7aa827
20 changed files with 633 additions and 4 deletions

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@@ -17,3 +17,4 @@ add_subdirectory(chapter_sorting)
add_subdirectory(chapter_divide_and_conquer)
add_subdirectory(chapter_backtracking)
add_subdirectory(chapter_dynamic_programming)
add_subdirectory(chapter_greedy)

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@@ -0,0 +1,2 @@
add_executable(coin_change_greedy coin_change_greedy.cpp)
add_executable(fractional_knapsack fractional_knapsack.cpp)

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@@ -0,0 +1,60 @@
/**
* File: coin_change_greedy.cpp
* Created Time: 2023-07-20
* Author: Krahets (krahets@163.com)
*/
#include "../utils/common.hpp"
/* 零钱兑换:贪心 */
int coinChangeGreedy(vector<int> &coins, int amt) {
// 假设 coins 列表有序
int i = coins.size() - 1;
int count = 0;
// 循环进行贪心选择,直到无剩余金额
while (amt > 0) {
// 找到小于且最接近剩余金额的硬币
while (coins[i] > amt) {
i--;
}
// 选择 coins[i]
amt -= coins[i];
count++;
}
// 若未找到可行方案,则返回 -1
return amt == 0 ? count : -1;
}
/* Driver Code */
int main() {
// 贪心:能够保证找到全局最优解
vector<int> coins = {1, 5, 10, 20, 50, 100};
int amt = 186;
int res = coinChangeGreedy(coins, amt);
cout << "\ncoins = ";
printVector(coins);
cout << "amt = " << amt << endl;
cout << "凑到 " << amt << " 所需的最少硬币数量为 " << res << endl;
// 贪心:无法保证找到全局最优解
coins = {1, 20, 50};
amt = 60;
res = coinChangeGreedy(coins, amt);
cout << "\ncoins = [";
printVector(coins);
cout << "amt = " << amt << endl;
cout << "凑到 " << amt << " 所需的最少硬币数量为 " << res << endl;
cout << "实际上需要的最少数量为 3 ,即 20 + 20 + 20" << endl;
// 贪心:无法保证找到全局最优解
coins = {1, 49, 50};
amt = 98;
res = coinChangeGreedy(coins, amt);
cout << "\ncoins = [";
printVector(coins);
cout << "amt = " << amt << endl;
cout << "凑到 " << amt << " 所需的最少硬币数量为 " << res << endl;
cout << "实际上需要的最少数量为 2 ,即 49 + 49" << endl;
return 0;
}

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@@ -0,0 +1,56 @@
/**
* File: fractional_knapsack.cpp
* Created Time: 2023-07-20
* Author: Krahets (krahets@163.com)
*/
#include "../utils/common.hpp"
/* 物品 */
class Item {
public:
int w; // 物品重量
int v; // 物品价值
Item(int w, int v) : w(w), v(v) {
}
};
/* 分数背包:贪心 */
double fractionalKnapsack(vector<int> &wgt, vector<int> &val, int cap) {
// 创建物品列表,包含两个属性:重量、价值
vector<Item> items;
for (int i = 0; i < wgt.size(); i++) {
items.push_back(Item(wgt[i], val[i]));
}
// 按照单位价值 item.v / item.w 从高到低进行排序
sort(items.begin(), items.end(), [](Item &a, Item &b) { return (double)a.v / a.w > (double)b.v / b.w; });
// 循环贪心选择
double res = 0;
for (auto &item : items) {
if (item.w <= cap) {
// 若剩余容量充足,则将当前物品整个装进背包
res += item.v;
cap -= item.w;
} else {
// 若剩余容量不足,则将当前物品的一部分装进背包
res += (double)item.v / item.w * cap;
// 已无剩余容量,因此跳出循环
break;
}
}
return res;
}
/* Driver Code */
int main() {
vector<int> wgt = {10, 20, 30, 40, 50};
vector<int> val = {50, 120, 150, 210, 240};
int cap = 50;
// 贪心算法
double res = fractionalKnapsack(wgt, val, cap);
cout << "不超过背包容量的最大物品价值为 " << res << endl;
return 0;
}

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@@ -3,4 +3,4 @@ add_executable(array_hash_map_test array_hash_map_test.cpp)
add_executable(hash_map_chaining hash_map_chaining.cpp)
add_executable(hash_map_open_addressing hash_map_open_addressing.cpp)
add_executable(simple_hash simple_hash.cpp)
add_executable(built_in_hash built_in_hash.cpp)
add_executable(built_in_hash built_in_hash.cpp)