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[经验分享] 关于B+tree (附python 模拟代码)

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发表于 2018-8-4 06:10:13 | 显示全部楼层 |阅读模式
#!/usr/bin/env python  
from random import randint,choice
  
from bisect import bisect_right,bisect_left
  
from collections import deque
  
class InitError(Exception):
  
pass
  
class ParaError(Exception):
  
pass
  
class KeyValue(object):
  
__slots__=('key','value')
  
def __init__(self,key,value):
  
self.key=key
  
self.value=value
  
def __str__(self):
  
return str((self.key,self.value))
  
def __cmp__(self,key):
  
if self.key>key:
  
return 1
  
elif self.key==key:
  
return 0
  
else:
  
return -1
  
class Bptree_InterNode(object):
  
def __init__(self,M):
  
if not isinstance(M,int):
  
raise InitError,'M must be int'
  
if M<=3:
  
raise InitError,'M must be greater then 3'
  
else:
  
self.__M=M
  
self.clist=[]
  
self.ilist=[]
  
self.par=None
  
def isleaf(self):
  
return False
  
def isfull(self):
  
return len(self.ilist)>=self.M-1
  
def isempty(self):
  
return len(self.ilist)<=(self.M+1)/2-1
  
@property
  
def M(self):
  
return self.__M
  
class Bptree_Leaf(object):
  
def __init__(self,L):
  
if not isinstance(L,int):
  
raise InitError,'L must be int'
  
else:
  
self.__L=L
  
self.vlist=[]
  
self.bro=None
  
self.par=None
  
def isleaf(self):
  
return True
  
def isfull(self):
  
return len(self.vlist)>self.L
  
def isempty(self):
  
return len(self.vlist)<=(self.L+1)/2
  
@property
  
def L(self):
  
return self.__L
  
class Bptree(object):
  
def __init__(self,M,L):
  
if L>M:
  
raise InitError,'L must be less or equal then M'
  
else:
  
self.__M=M
  
self.__L=L
  
self.__root=Bptree_Leaf(L)
  
self.__leaf=self.__root
  
@property
  
def M(self):
  
return self.__M
  
@property
  
def L(self):
  
return self.__L
  
def insert(self,key_value):
  
node=self.__root
  
def split_node(n1):
  
mid=self.M/2
  
newnode=Bptree_InterNode(self.M)
  
newnode.ilist=n1.ilist[mid:]
  
newnode.clist=n1.clist[mid:]
  
newnode.par=n1.par
  
for c in newnode.clist:
  
c.par=newnode
  
if n1.par is None:
  
newroot=Bptree_InterNode(self.M)
  
newroot.ilist=[n1.ilist[mid-1]]
  
newroot.clist=[n1,newnode]
  
n1.par=newnode.par=newroot
  
self.__root=newroot
  
else:
  
i=n1.par.clist.index(n1)
  
n1.par.ilist.insert(i,n1.ilist[mid-1])
  
n1.par.clist.insert(i+1,newnode)
  
n1.ilist=n1.ilist[:mid-1]
  
n1.clist=n1.clist[:mid]
  
return n1.par
  
def split_leaf(n2):
  
mid=(self.L+1)/2
  
newleaf=Bptree_Leaf(self.L)
  
newleaf.vlist=n2.vlist[mid:]
  
if n2.par==None:
  
newroot=Bptree_InterNode(self.M)
  
newroot.ilist=[n2.vlist[mid].key]
  
newroot.clist=[n2,newleaf]
  
n2.par=newleaf.par=newroot
  
self.__root=newroot
  
else:
  
i=n2.par.clist.index(n2)
  
n2.par.ilist.insert(i,n2.vlist[mid].key)
  
n2.par.clist.insert(i+1,newleaf)
  
newleaf.par=n2.par
  
n2.vlist=n2.vlist[:mid]
  
n2.bro=newleaf
  
def insert_node(n):
  
if not n.isleaf():
  
if n.isfull():
  
insert_node(split_node(n))
  
else:
  
p=bisect_right(n.ilist,key_value)
  
insert_node(n.clist[p])
  
else:
  
p=bisect_right(n.vlist,key_value)
  
n.vlist.insert(p,key_value)
  
if n.isfull():
  
split_leaf(n)
  
else:
  
return
  
insert_node(node)
  
def search(self,mi=None,ma=None):
  
result=[]
  
node=self.__root
  
leaf=self.__leaf
  
if mi is None and ma is None:
  
raise ParaError,'you need to setup searching range'
  
elif mi is not None and ma is not None and mi>ma:
  
raise ParaError,'upper bound must be greater or equal than lower bound'
  
def search_key(n,k):
  
if n.isleaf():
  
p=bisect_left(n.vlist,k)
  
return (p,n)
  
else:
  
p=bisect_right(n.ilist,k)
  
return search_key(n.clist[p],k)
  
if mi is None:
  
while True:
  
for kv in leaf.vlist:
  
if kv<=ma:
  
result.append(kv)
  
else:
  
return result
  
if leaf.bro==None:
  
return result
  
else:
  
leaf=leaf.bro
  
elif ma is None:
  
index,leaf=search_key(node,mi)
  
result.extend(leaf.vlist[index:])
  
while True:
  
if leaf.bro==None:
  
return result
  
else:
  
leaf=leaf.bro
  
result.extend(leaf.vlist)
  
else:
  
if mi==ma:
  
i,l=search_key(node,mi)
  
try:
  
if l.vlist==mi:
  
result.append(l.vlist)
  
return result
  
else:
  
return result
  
except IndexError:
  
return result
  
else:
  
i1,l1=search_key(node,mi)
  
i2,l2=search_key(node,ma)
  
if l1 is l2:
  
if i1==i2:
  
return result
  
else:
  
result.extend(l.vlist[i1:i2])
  
return result
  
else:
  
result.extend(l1.vlist[i1:])
  
l=l1
  
while True:
  
if l.bro==l2:
  
result.extend(l2.vlist[:i2+1])
  
return result
  
else:
  
result.extend(l.bro.vlist)
  
l=l.bro
  
def traversal(self):
  
result=[]
  
l=self.__leaf
  
while True:
  
result.extend(l.vlist)
  
if l.bro==None:
  
return result
  
else:
  
l=l.bro
  
def show(self):
  
print 'this b+tree is:\n'
  
q=deque()
  
h=0
  
q.append([self.__root,h])
  
while True:
  
try:
  
w,hei=q.popleft()
  
except IndexError:
  
return
  
else:
  
if not w.isleaf():

  
print w.ilist,'the>  
if hei==h:
  
h+=1
  
q.extend([[i,h] for i in w.clist])
  
else:
  
print [v.key for v in w.vlist],'the leaf is,',hei
  

  
def delete(self,key_value):
  
def merge(n,i):
  
if n.clist.isleaf():
  
n.clist.vlist=n.clist.vlist+n.clist[i+1].vlist
  
n.clist.bro=n.clist[i+1].bro
  
else:
  
n.clist.ilist=n.clist.ilist+[n.ilist]+n.clist[i+1].ilist
  
n.clist.clist=n.clist.clist+n.clist[i+1].clist
  
n.clist.remove(n.clist[i+1])
  
n.ilist.remove(n.ilist)
  
if n.ilist==[]:
  
n.clist[0].par=None
  
self.__root=n.clist[0]
  
del n
  
return self.__root
  
else:
  
return n
  
def tran_l2r(n,i):
  
if not n.clist.isleaf():
  
n.clist[i+1].clist.insert(0,n.clist.clist[-1])
  
n.clist.clist[-1].par=n.clist[i+1]
  
n.clist[i+1].ilist.insert(0,n.ilist)
  
n.ilist=n.clist.ilist[-1]
  
n.clist.clist.pop()
  
n.clist.ilist.pop()
  
else:
  
n.clist[i+1].vlist.insert(0,n.clist.vlist[-1])
  
n.clist.vlist.pop()
  
n.ilist=n.clist[i+1].vlist[0].key
  
def tran_r2l(n,i):
  
if not n.clist.isleaf():
  
n.clist.clist.append(n.clist[i+1].clist[0])
  
n.clist[i+1].clist[0].par=n.clist
  
n.clist.ilist.append(n.ilist)
  
n.ilist=n.clist[i+1].ilist[0]
  
n.clist[i+1].clist.remove(n.clist[i+1].clist[0])
  
n.clist[i+1].ilist.remove(n.clist[i+1].ilist[0])
  
else:
  
n.clist.vlist.append(n.clist[i+1].vlist[0])
  
n.clist[i+1].vlist.remove(n.clist[i+1].vlist[0])
  
n.ilist=n.clist[i+1].vlist[0].key
  
def del_node(n,kv):
  
if not n.isleaf():
  
p=bisect_right(n.ilist,kv)
  
if p==len(n.ilist):
  
if not n.clist[p].isempty():
  
return del_node(n.clist[p],kv)
  
elif not n.clist[p-1].isempty():
  
tran_l2r(n,p-1)
  
return del_node(n.clist[p],kv)
  
else:
  
return del_node(merge(n,p),kv)
  
else:
  
if not n.clist[p].isempty():
  
return del_node(n.clist[p],kv)
  
elif not n.clist[p+1].isempty():
  
tran_r2l(n,p)
  
return del_node(n.clist[p],kv)
  
else:
  
return del_node(merge(n,p),kv)
  
else:
  
p=bisect_left(n.vlist,kv)
  
try:
  
pp=n.vlist[p]
  
except IndexError:
  
return -1
  
else:
  
if pp!=kv:
  
return -1
  
else:
  
n.vlist.remove(kv)
  
return 0
  
del_node(self.__root,key_value)
  
def test():
  
mini=2
  
maxi=60
  
testlist=[]
  
for i in range(1,10):
  
key=i
  
value=i
  
testlist.append(KeyValue(key,value))
  
mybptree=Bptree(4,4)
  
for kv in testlist:
  
mybptree.insert(kv)
  
mybptree.delete(testlist[0])
  
mybptree.show()
  
print '\nkey of this b+tree is \n'
  
print [kv.key for kv in mybptree.traversal()]
  
#print [kv.key for kv in mybptree.search(mini,maxi)]
  
if __name__=='__main__':
  
test()

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