python B-Tree实现
时间: 2023-05-20 18:03:55 浏览: 183
使用Python实现B树
可以使用 Python 实现 B 树,以下是一个简单的示例代码:
```python
class BTreeNode:
def __init__(self, leaf=False):
self.leaf = leaf
self.keys = []
self.child = []
class BTree:
def __init__(self, t):
self.root = BTreeNode(True)
self.t = t
def search(self, k, x=None):
if isinstance(x, BTreeNode):
i = 0
while i < len(x.keys) and k > x.keys[i]:
i += 1
if i < len(x.keys) and k == x.keys[i]:
return (x, i)
elif x.leaf:
return None
else:
return self.search(k, x.child[i])
else:
return self.search(k, self.root)
def insert(self, k):
r = self.root
if len(r.keys) == (2 * self.t) - 1:
s = BTreeNode()
self.root = s
s.child.insert(0, r)
self.split_child(s, 0)
self.insert_non_full(s, k)
else:
self.insert_non_full(r, k)
def insert_non_full(self, x, k):
i = len(x.keys) - 1
if x.leaf:
x.keys.append(0)
while i >= 0 and k < x.keys[i]:
x.keys[i + 1] = x.keys[i]
i -= 1
x.keys[i + 1] = k
else:
while i >= 0 and k < x.keys[i]:
i -= 1
i += 1
if len(x.child[i].keys) == (2 * self.t) - 1:
self.split_child(x, i)
if k > x.keys[i]:
i += 1
self.insert_non_full(x.child[i], k)
def split_child(self, x, i):
t = self.t
y = x.child[i]
z = BTreeNode(y.leaf)
x.child.insert(i + 1, z)
x.keys.insert(i, y.keys[t - 1])
z.keys = y.keys[t:(2 * t - 1)]
y.keys = y.keys[0:(t - 1)]
if not y.leaf:
z.child = y.child[t:(2 * t)]
y.child = y.child[0:(t - 1)]
def __str__(self):
r = self.root
return self.traverse(r)
def traverse(self, x):
# 递归遍历树
result = []
for i in range(len(x.keys)):
if not x.leaf:
result.extend(self.traverse(x.child[i]))
result.append(x.keys[i])
if not x.leaf:
result.extend(self.traverse(x.child[len(x.keys)]))
return result
```
这个实现使用了 BTreeNode 类来表示 B 树的节点,BTree 类则是对 B 树的操作进行封装。其中,search 方法用于查找指定的键值,insert 方法用于插入新的键值,traverse 方法用于遍历整棵树。
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