|
| 1 | +import copy |
| 2 | + |
| 3 | +from DataStructure.Tree.tree import Tree |
| 4 | + |
| 5 | + |
| 6 | +# 二叉查找树 |
| 7 | +class BST(Tree): |
| 8 | + root = None |
| 9 | + |
| 10 | + def __init__(self, key, data): |
| 11 | + """ |
| 12 | + 初始化树 |
| 13 | + :param data: 节点值 |
| 14 | + """ |
| 15 | + self.key = key |
| 16 | + self.data = data |
| 17 | + self._l_child = None |
| 18 | + self._r_child = None |
| 19 | + super().__init__(key, [self.l_child, self._r_child]) |
| 20 | + |
| 21 | + def __str__(self): |
| 22 | + return str({ |
| 23 | + 'key': str(self.key), |
| 24 | + 'data': str(self.data) |
| 25 | + }) |
| 26 | + |
| 27 | + @property |
| 28 | + def l_child(self): |
| 29 | + return self._l_child |
| 30 | + |
| 31 | + @l_child.setter |
| 32 | + def l_child(self, l_child): |
| 33 | + if not isinstance(l_child, BST): return |
| 34 | + self._l_child = l_child |
| 35 | + self.children = [self.l_child, self.r_child] |
| 36 | + |
| 37 | + @property |
| 38 | + def r_child(self): |
| 39 | + return self._r_child |
| 40 | + |
| 41 | + @r_child.setter |
| 42 | + def r_child(self, r_child): |
| 43 | + if not isinstance(r_child, BST): return |
| 44 | + self._r_child = r_child |
| 45 | + self.children = [self.l_child, self.r_child] |
| 46 | + |
| 47 | + # 再书中找到一个值 |
| 48 | + def get(self, key): |
| 49 | + """ |
| 50 | +
|
| 51 | + :param key: 需要找到的值 |
| 52 | + :return: 节点 |
| 53 | + """ |
| 54 | + |
| 55 | + def inner_func(node, _key): |
| 56 | + """ |
| 57 | +
|
| 58 | + :param node: 节点 |
| 59 | + :param _key: 值 |
| 60 | + :return: 找到值时返回节点,未找到时,递归或者返回None |
| 61 | + """ |
| 62 | + if node is None: |
| 63 | + return None |
| 64 | + if _key > node.key: |
| 65 | + return inner_func(node.r_child, _key) |
| 66 | + elif _key < node.key: |
| 67 | + return inner_func(node.l_child, _key) |
| 68 | + else: |
| 69 | + return node |
| 70 | + |
| 71 | + return inner_func(self.root, key) |
| 72 | + |
| 73 | + def put(self, key, value): |
| 74 | + """ |
| 75 | + 如果 key存在就更新 value,如果 key 不存在就插入新节点 |
| 76 | + 如果根节点不存在就创建一个 BST 实例 |
| 77 | + :param key: |
| 78 | + :param value: |
| 79 | + :return: |
| 80 | + """ |
| 81 | + if self.root is None: |
| 82 | + return BST(key, value) |
| 83 | + |
| 84 | + def inner_func(node, _key, _value): |
| 85 | + if node is None: |
| 86 | + return BST(_key, _value) |
| 87 | + if _key > node.key: |
| 88 | + node.r_child = inner_func(node.r_child, _key, _value) |
| 89 | + elif _key < node.key: |
| 90 | + node.l_child = inner_func(node.l_child, _key, _value) |
| 91 | + else: |
| 92 | + node.data = _value |
| 93 | + return node |
| 94 | + |
| 95 | + return inner_func(self.root, key, value) |
| 96 | + |
| 97 | + def select(self, num): |
| 98 | + """ |
| 99 | + 选出第num小的元素 |
| 100 | + :param num: |
| 101 | + :return: 节点 |
| 102 | + """ |
| 103 | + |
| 104 | + def inner_select(node, _num): |
| 105 | + if node is None: |
| 106 | + return |
| 107 | + t = node.l_child.size() |
| 108 | + if _num < t: |
| 109 | + return inner_select(node.l_child, _num) |
| 110 | + elif _num > t: |
| 111 | + return inner_select(node.r_child, _num - t - 1) |
| 112 | + else: |
| 113 | + return node |
| 114 | + |
| 115 | + return inner_select(self.root, num) |
| 116 | + |
| 117 | + def min(self): |
| 118 | + def inner_min(node): |
| 119 | + if node.l_child is None: |
| 120 | + return node |
| 121 | + else: |
| 122 | + return inner_min(node.l_child) |
| 123 | + |
| 124 | + return inner_min(self) |
| 125 | + |
| 126 | + def rank(self, key): |
| 127 | + """ |
| 128 | + 获得给定键的排名 |
| 129 | + :param key: |
| 130 | + :return: |
| 131 | + """ |
| 132 | + |
| 133 | + def inner_rank(node, _key): |
| 134 | + if node is None: |
| 135 | + return |
| 136 | + if _key > node.key: |
| 137 | + return inner_rank(node.r_child, _key) |
| 138 | + elif _key < node.key: |
| 139 | + return 1 + node.l_child.size() + inner_rank(node.l_child, _key) |
| 140 | + else: |
| 141 | + if node.l_child is None: |
| 142 | + return 0 |
| 143 | + else: |
| 144 | + return node.l_child.size() |
| 145 | + |
| 146 | + return inner_rank(self.root, key) |
| 147 | + |
| 148 | + def delete(self, key): |
| 149 | + """ |
| 150 | + 删除指定 key 的键 |
| 151 | + :param key: |
| 152 | + :return: |
| 153 | + """ |
| 154 | + |
| 155 | + def delete_min_node(node): |
| 156 | + if node.l_child is None: |
| 157 | + return node.r_child |
| 158 | + node.l_child = delete_min_node(node.l_child) |
| 159 | + return node |
| 160 | + |
| 161 | + def inner_delete(node, _key): |
| 162 | + if node is None: |
| 163 | + return |
| 164 | + if _key > node.key: |
| 165 | + node.r_child = inner_delete(node.r_child, _key) |
| 166 | + elif _key < node.key: |
| 167 | + node.l_child = inner_delete(node.l_child, _key) |
| 168 | + else: |
| 169 | + if node.r_child is None: |
| 170 | + return node.l_child |
| 171 | + elif node.l_child is None: |
| 172 | + return node.r_child |
| 173 | + temp = copy.copy(node) |
| 174 | + node = min(temp.right) |
| 175 | + node.r_child = delete_min_node(temp.r_child) |
| 176 | + node.l_child = temp.l_chlid |
| 177 | + return node |
| 178 | + |
| 179 | + return delete_min_node(self) |
| 180 | + |
| 181 | + def find_keys(self, low, high): |
| 182 | + """ |
| 183 | + 查找范围内所有的数 |
| 184 | + :param low: |
| 185 | + :param high: |
| 186 | + :return: |
| 187 | + """ |
| 188 | + BST_list = [] |
| 189 | + |
| 190 | + def inner_find_keys(node, _low, _high): |
| 191 | + if node is None: |
| 192 | + return |
| 193 | + if _low < node.key: |
| 194 | + inner_find_keys(node.l_child, _low, _high) |
| 195 | + if _low <= node.key <= _high: |
| 196 | + BST_list.append(node) |
| 197 | + if _high > node.key: |
| 198 | + inner_find_keys(node.r_child, _low, _high) |
| 199 | + |
| 200 | + inner_find_keys(self, low, high) |
| 201 | + return BST_list |
| 202 | + |
| 203 | + |
| 204 | +if __name__ == '__main__': |
| 205 | + root = BST(50, "2") |
| 206 | + root.put(3, "5") |
| 207 | + root.put(5, "5") |
| 208 | + root.put(80, "5") |
| 209 | + root.put(60, "5") |
| 210 | + root.print_tree() |
| 211 | + print(root.get(60)) |
| 212 | + print(root.select(2)) |
| 213 | + print(root.rank(5)) |
| 214 | + root.delete(5) |
| 215 | + print(root.min()) |
| 216 | + root.print_tree() |
| 217 | + for node in root.find_keys(50, 100): |
| 218 | + print(node) |
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