LeetCode 36. 有效的数独(中)

首先,让我们来讨论下面两个关键问题,想清楚以下两个问题,这道题就很好理解并解决了:
1、如何枚举子数独?
可以使用 box_index = (row / 3) * 3 + columns / 3 ,其中 / 是整数除法。 2、如何确保行 / 列 / 子数独中没有重复项?
可以利用 value -> count 哈希映射来跟踪所有已经遇到的值。

题目

判断一个 9x9 的数独是否有效。只需要根据以下规则,验证已经填入的数字是否有效即可。
数字 1-9 在每一行只能出现一次。
数字 1-9 在每一列只能出现一次。
数字 1-9 在每一个以粗实线分隔的 3x3 宫内只能出现一次。

250px-Sudoku-by-L2G-20050714.svg.png

上图是一个部分填充的有效的数独。
数独部分空格内已填入了数字,空白格用 '.' 表示。

示例

示例 1:

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输入:
[
["5","3",".",".","7",".",".",".","."],
["6",".",".","1","9","5",".",".","."],
[".","9","8",".",".",".",".","6","."],
["8",".",".",".","6",".",".",".","3"],
["4",".",".","8",".","3",".",".","1"],
["7",".",".",".","2",".",".",".","6"],
[".","6",".",".",".",".","2","8","."],
[".",".",".","4","1","9",".",".","5"],
[".",".",".",".","8",".",".","7","9"]
]
输出: true
示例 2:
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输入:
[
["8","3",".",".","7",".",".",".","."],
["6",".",".","1","9","5",".",".","."],
[".","9","8",".",".",".",".","6","."],
["8",".",".",".","6",".",".",".","3"],
["4",".",".","8",".","3",".",".","1"],
["7",".",".",".","2",".",".",".","6"],
[".","6",".",".",".",".","2","8","."],
[".",".",".","4","1","9",".",".","5"],
[".",".",".",".","8",".",".","7","9"]
]
输出: false
解释: 除了第一行的第一个数字从 5 改为 8 以外,空格内其他数字均与 示例1 相同。但由于位于左上角的 3x3 宫内有两个 8 存在, 因此这个数独是无效的。

考察知识点

哈希表

哪些情况下,可以用hash map?需要记录的情况很多、很复杂的时候,可以考虑使用hash map解决问题。

核心思想

方法一、一次迭代

首先,让我们来讨论下面两个关键问题,想清楚以下两个问题,这道题就很好理解并解决了:
1、如何枚举子数独?
可以使用 box_index = (row / 3) * 3 + columns / 3 ,其中 / 是整数除法。
5.png

2、如何确保行 / 列 / 子数独中没有重复项?
可以利用 value -> count 哈希映射来跟踪所有已经遇到的值。
36_slide_16.png

现在,我们完成了这个算法的所有准备工作:
- 遍历数独。 - 检查看到每个单元格值是否已经在当前的行 / 列 / 子数独中出现过: - 如果出现重复,返回 false。 - 如果没有,则保留此值以进行进一步跟踪。 - 返回 true。

代码步骤:

1、利用range迭代器初始化hash map:row、column、boxes,判断一个数独是否合法,要从这三个方面判断。数字 1-9 在每一个以粗实线分隔的 3x3 宫内、每一行、每一列只能出现一次。保存情况如下:row是一个list类型数据,rows[0]代表第一行情况,rows[0]是一个dict类型数据,rows[0] = {5: 1}代表5在第一行出现了1次。row、boxes同理。
2、遍历数独中的每一格,i是行号,j是列号。获取当前格子所在的 3x3 宫。
2.1、添加记录到row、column、boxes中
2.2、检查在行、列、3x3 小格子内,任何一种情况下出现次数超过1,就不是有效数独,返回False。
3、完成遍历没有问题则返回True。

LeetCode题解

Python版本

方法一实现

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from typing import List
class Solution:
def isValidSudoku(self, board: List[List[str]]) -> bool:
"""
:type board: List[List[str]]
:rtype: bool
"""
# init data 利用range迭代器初始化hashmap:row、column、boxes,判断一个数独是否合法,要从这三个方面判断。数字 1-9 在每一个以粗实线分隔的 3x3 宫内、每一行、每一列只能出现一次。保存情况如下:row是一个list类型数据,rows[0]代表第一行情况,rows[0]是一个dict类型数据,rows[0] = {5: 1}代表5在第一行出现了1次。row、boxes同理。
rows = [{} for i in range(9)]
columns = [{} for i in range(9)]
boxes = [{} for i in range(9)]

# validate a board 遍历数独中的每一格
for i in range(9): # i是行号 j是列号
for j in range(9):
num = board[i][j]
if num != '.':
num = int(num)
box_index = (i // 3 ) * 3 + j // 3 # 获取当前格子所在的 3x3 宫

# keep the current cell value
rows[i][num] = rows[i].get(num, 0) + 1 # 行出现次数加一
columns[j][num] = columns[j].get(num, 0) + 1 # 列出现次数加一
boxes[box_index][num] = boxes[box_index].get(num, 0) + 1 # 3x3 宫内出现次数加一

# check if this value has been already seen before
if rows[i][num] > 1 or columns[j][num] > 1 or boxes[box_index][num] > 1: # 如果在行、列、3x3 小格子内,任何一种情况下出现次数超过1,就不是有效数独,返回False
return False
return True # 完成遍历没有问题 返回True


print("leet code accept!!!")
Input = [
[
["5","3",".",".","7",".",".",".","."],
["6",".",".","1","9","5",".",".","."],
[".","9","8",".",".",".",".","6","."],
["8",".",".",".","6",".",".",".","3"],
["4",".",".","8",".","3",".",".","1"],
["7",".",".",".","2",".",".",".","6"],
[".","6",".",".",".",".","2","8","."],
[".",".",".","4","1","9",".",".","5"],
[".",".",".",".","8",".",".","7","9"]
],
[
["8","3",".",".","7",".",".",".","."],
["6",".",".","1","9","5",".",".","."],
[".","9","8",".",".",".",".","6","."],
["8",".",".",".","6",".",".",".","3"],
["4",".",".","8",".","3",".",".","1"],
["7",".",".",".","2",".",".",".","6"],
[".","6",".",".",".",".","2","8","."],
[".",".",".","4","1","9",".",".","5"],
[".",".",".",".","8",".",".","7","9"]
]
]
Answer = [True, False]

if __name__ == "__main__":
solution = Solution()
for i in range(len(Input)):
print("-"*50)
result = solution.isValidSudoku(Input[i])
print(result==Answer[i])

时间复杂度:由于只对81个单元格进行遍历,所以时间复杂度为\(O(1)\)
空间复杂度: \(O(1)\)
执行用时 :44 ms, 在所有 Python3 提交中击败了98.28%的用户。
内存消耗 :13.4 MB, 在所有 Python3 提交中击败了34.03%的用户。