59 lines
1.6 KiB
Python
59 lines
1.6 KiB
Python
"""
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File: coin_change_ii.py
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Created Time: 2023-07-10
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Author: krahets (krahets@163.com)
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"""
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def coin_change_ii_dp(coins: list[int], amt: int) -> int:
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"""零錢兌換 II：動態規劃"""
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n = len(coins)
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# 初始化 dp 表
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dp = [[0] * (amt + 1) for _ in range(n + 1)]
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# 初始化首列
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for i in range(n + 1):
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dp[i][0] = 1
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# 狀態轉移
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for i in range(1, n + 1):
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for a in range(1, amt + 1):
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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 這兩種方案之和
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dp[i][a] = dp[i - 1][a] + dp[i][a - coins[i - 1]]
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return dp[n][amt]
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def coin_change_ii_dp_comp(coins: list[int], amt: int) -> int:
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"""零錢兌換 II：空間最佳化後的動態規劃"""
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n = len(coins)
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# 初始化 dp 表
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dp = [0] * (amt + 1)
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dp[0] = 1
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# 狀態轉移
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for i in range(1, n + 1):
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# 正序走訪
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for a in range(1, amt + 1):
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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 這兩種方案之和
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dp[a] = dp[a] + dp[a - coins[i - 1]]
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return dp[amt]
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"""Driver Code"""
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if __name__ == "__main__":
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coins = [1, 2, 5]
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amt = 5
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# 動態規劃
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res = coin_change_ii_dp(coins, amt)
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print(f"湊出目標金額的硬幣組合數量為 {res}")
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# 空間最佳化後的動態規劃
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res = coin_change_ii_dp_comp(coins, amt)
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print(f"湊出目標金額的硬幣組合數量為 {res}")
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