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69 lines
1.8 KiB
69 lines
1.8 KiB
7 months ago
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/**
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* File: coin_change.dart
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* Created Time: 2023-08-11
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* Author: liuyuxin (gvenusleo@gmail.com)
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*/
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import 'dart:math';
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/* 零錢兌換:動態規劃 */
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int coinChangeDP(List<int> coins, int amt) {
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int n = coins.length;
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int MAX = amt + 1;
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// 初始化 dp 表
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List<List<int>> dp = List.generate(n + 1, (index) => List.filled(amt + 1, 0));
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// 狀態轉移:首行首列
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for (int a = 1; a <= amt; a++) {
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dp[0][a] = MAX;
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}
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// 狀態轉移:其餘行和列
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for (int i = 1; i <= n; i++) {
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for (int a = 1; a <= amt; a++) {
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if (coins[i - 1] > a) {
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// 若超過目標金額,則不選硬幣 i
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dp[i][a] = dp[i - 1][a];
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} else {
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// 不選和選硬幣 i 這兩種方案的較小值
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dp[i][a] = min(dp[i - 1][a], dp[i][a - coins[i - 1]] + 1);
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}
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}
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}
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return dp[n][amt] != MAX ? dp[n][amt] : -1;
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}
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/* 零錢兌換:空間最佳化後的動態規劃 */
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int coinChangeDPComp(List<int> coins, int amt) {
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int n = coins.length;
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int MAX = amt + 1;
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// 初始化 dp 表
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List<int> dp = List.filled(amt + 1, MAX);
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dp[0] = 0;
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// 狀態轉移
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for (int i = 1; i <= n; i++) {
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for (int a = 1; a <= amt; a++) {
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if (coins[i - 1] > a) {
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// 若超過目標金額,則不選硬幣 i
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dp[a] = dp[a];
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} else {
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// 不選和選硬幣 i 這兩種方案的較小值
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dp[a] = min(dp[a], dp[a - coins[i - 1]] + 1);
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}
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}
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}
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return dp[amt] != MAX ? dp[amt] : -1;
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}
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/* Driver Code */
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void main() {
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List<int> coins = [1, 2, 5];
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int amt = 4;
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// 動態規劃
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int res = coinChangeDP(coins, amt);
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print("湊到目標金額所需的最少硬幣數量為 $res");
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// 空間最佳化後的動態規劃
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res = coinChangeDPComp(coins, amt);
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print("湊到目標金額所需的最少硬幣數量為 $res");
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}
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