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bplustree.py
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406 lines (340 loc) · 13.8 KB
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import math
class Node:
"""B+ Tree Node can be either root, inner node or leaf"""
def __init__(self, is_leaf=False):
"""
- is_leaf : boolean
Check if this node is a leaf.
- keys : list
Node keys with which all the sorting magic works.
- pointers : list
If node is leaf then the pointers are the value parameter
of the insert and delete methods but the last one which
is a pointer to the next Node.
If node is non-leaf then the pointers are pointers to this
node's children Nodes.
"""
self.is_leaf = is_leaf
self.keys = []
self.pointers = []
def getDict(self):
if self.is_leaf:
return {'keys': self.keys, 'children': [], 'is_leaf': True}
return {'keys': self.keys, 'children': [n.getDict() for n in self.pointers], 'is_leaf': False}
def __repr__(self):
return f"Node({self.keys})"
class BPlusTree:
"""B+ Tree class"""
def __init__(self, order):
self.order = order
self.root = None
def search(self, key):
if key == None or self.root == None:
return None
current_node = self.__find_leaf(key)
for i, k in enumerate(current_node.keys):
if k == key:
return (current_node, i)
return None
def test_find(self, key):
return self.__find_leaf(key)
def __find_leaf(self, key):
current_node = self.root
while not current_node.is_leaf:
i = 0
while i < len(current_node.keys) and key >= current_node.keys[i]:
i+=1
current_node = current_node.pointers[i]
return current_node
def insert(self, key, pointer):
if key == None or pointer == None:
print('Inserting None?')
return
leaf = None
if self.root == None:
self.root = Node(is_leaf=True)
leaf = self.root
else:
leaf = self.__find_leaf(key)
if len(leaf.keys) < self.order-1:
self.__insert_in_leaf(leaf, key, pointer)
else:
leaf_t = Node(is_leaf=True)
temp = self.__get_copy_temp(leaf)
#print(f"before temp: {temp}:{temp.pointers}")
self.__insert_in_leaf(temp, key, pointer)
#print(f"after temp: {temp}:{temp.pointers}")
if(leaf.pointers[-1] is Node):
leaf_t.pointers.append(leaf.pointers[-1])
leaf.pointers = [leaf_t]
leaf.keys.clear()
border = int(math.ceil(self.order/2))
leaf.keys = temp.keys[:border]
leaf.pointers = temp.pointers[:border] + leaf.pointers
leaf_t.keys = temp.keys[border:]
leaf_t.pointers += temp.pointers[border:] # changed this from book
#leaf_t.pointers = temp.pointers[border:]+leaf_t.pointers # reversed pointers!!!
k_t = leaf_t.keys[0]
#print(f"leaf={leaf}:{leaf.pointers}, leaf_t={leaf_t}:{leaf_t.pointers}")
self.__insert_in_parent(leaf, k_t, leaf_t)
def __get_copy_temp(self, node, full=False):
temp = Node(is_leaf= node.is_leaf)
c = 0 if full else 1
if self.__is_right_edge(node):
c = 0
temp.keys = node.keys[:]
temp.pointers = node.pointers[:len(node.pointers)-c]
return temp
def __insert_in_leaf(self, leaf, key, pointer):
if leaf == self.root and len(leaf.keys) == 0:
leaf.keys = [key]
leaf.pointers = [pointer]
return
if key < leaf.keys[0]:
leaf.keys.insert(0, key)
leaf.pointers.insert(0, pointer)
else:
self.__add_key_pointer(leaf, key, pointer)
def __insert_in_parent(self, node, k_t, node_t):
if node == self.root:
node_r = Node()
node_r.keys = [k_t]
node_r.pointers = [node, node_t]
self.root = node_r
return
node_p = self.parent(node)
if len(node_p.pointers) < self.order:
index = node_p.pointers.index(node)
node_p.pointers.insert(index+1, node_t)
node_p.keys.insert(index, k_t)
else:
temp = self.__get_copy_temp(node_p, full=True)
index = temp.pointers.index(node)
temp.pointers.insert(index+1, node_t) # test if +1 is needed
temp.keys.insert(index, k_t)
node_p.keys.clear()
node_p.pointers.clear()
node_p_t = Node()
border = int(math.ceil((self.order+1)/2))
node_p.keys = temp.keys[:border-1]
node_p.pointers = temp.pointers[:border]
k_tt = temp.keys[border-1]
node_p_t.keys = temp.keys[border:]
node_p_t.pointers = temp.pointers[border:]
self.__insert_in_parent(node_p, k_tt, node_p_t)
def parent(self, node):
if self.root == node:
return None
return self.__find_parent(self.root, node)
def __find_parent(self, current_node, child_node):
if current_node.is_leaf:
return None
for child in current_node.pointers:
if child == child_node:
return current_node
parent = self.__find_parent(child, child_node)
if parent:
return parent
return None
def delete(self, key, pointer):
leaf = self.__find_leaf(key)
self.__delete_entry(leaf, key, pointer)
def __add_last_merge_pointer(self, node_t, pointer):
# node_t is not leaf => pointers are Nodes
elem = pointer.keys[-1]
pos = 0
for node in node_t.pointers:
comp = node.keys[0]
if elem < comp:
break
pos += 1
node_t.pointers.insert(pos, pointer)
def __merge(self, node_t, node, k_t):
#print(f"before merge{node.is_leaf}: n_t={node_t}:{node_t.pointers}, n={node}:{node.pointers}")
if not(node.is_leaf):
self.__add_only_key(node_t, k_t)
for i in range(0, len(node.keys)):
self.__add_key_pointer(node_t, node.keys[i], node.pointers[i])
self.__add_last_merge_pointer(node_t, node.pointers[-1])
else:
if len(node.keys) > 0:
self.__merge_leaf_nodes(node_t, node)
node_t.pointers[-1] = node.pointers[-1]
# for right edge because there is no pointer, not even None we have to fix this
if self.__is_right_edge(node):
node_t.pointers.pop()
def __is_right_edge(self, node):
cur = self.root
while not(cur.is_leaf):
cur = cur.pointers[-1]
return cur == node
def __merge_leaf_nodes(self, node_t, node):
index = 0
while index < len(node_t.keys):
#print(f"testing merge leaf: {node}:{node.pointers}")
if node_t.keys[index] > node.keys[0]:
break
index+=1
for i in range(0, len(node.keys)):
node_t.keys.insert(index+i, node.keys[i])
node_t.pointers.insert(index+i, node.pointers[i])
def __add_only_key(self, node, key):
i = 0
while i < len(node.keys):
if node.keys[i] > key:
node.keys.insert(i, key)
return
i += 1
node.keys.append(key)
def __add_key_pointer(self, node, key, pointer):
i = 0
while i < len(node.keys):
if node.keys[i] > key:
node.keys.insert(i, key)
node.pointers.insert(i, pointer)
return i
i+=1
node.keys.append(key)
#if node.is_leaf and not(self.__is_right_edge(node)):
# node.pointers.insert(len(node.pointers)-1, pointer)
#else:
node.pointers.append(pointer)
return i
def __delete_entry(self, node, key, pointer):
node.keys.remove(key)
node.pointers.remove(pointer)
# Extra case if root is a leaf
if self.root == node and self.root.is_leaf:
if len(self.root.keys) == 0:
del node
self.root = None
return
elif_cond = len(node.pointers) < int(math.ceil(self.order/2))
if node.is_leaf:
elif_cond = len(node.keys) < int(math.ceil((self.order-1)/2))
if node == self.root and len(node.pointers) == 1:
self.root = node.pointers[0]
del node
elif elif_cond:
node_t = self.__get_sibling(node)
parent = self.parent(node)
index = parent.pointers.index(node_t)
index2 = parent.pointers.index(node)
k_t = parent.keys[index] if index < index2 else parent.keys[index2] # questionable!!!
if len(node.keys)+len(node_t.keys) <= self.order-1:
# merging
if self.is_pred(node, node_t):
#print(f"swapping: {node},{node.pointers} <-> {node_t},{node_t.pointers}")
node, node_t = node_t, node
#print(f"before __merge: node_t({index}), node({index2}), k_t={k_t}")
self.__merge(node_t, node, k_t)
self.__delete_entry(self.parent(node), k_t, node)
del node
else:
# borrowing
if self.is_pred(node_t, node): # borrow from left
#print(f"borrowing from right: n={node}:{node.pointers}, n_t={node_t}:{node_t.pointers}")
if not(node.is_leaf) and not(node == self.root):
m_key = node_t.keys.pop()
m = node_t.pointers.pop()
node.keys.insert(0, k_t)
node.pointers.insert(0, m)
parent.keys[parent.keys.index(k_t)] = m_key #node_t.keys[-1]
else:
m_key = node_t.keys.pop()
m_pointer = node_t.pointers.pop()
node.keys.insert(0, m_key)
node.pointers.insert(0, m_pointer)
parent.keys[parent.keys.index(k_t)] = m_key
else: # borrow from right
#print(f"borrowing from left: n={node}:{node.pointers}, n_t={node_t}:{node_t.pointers}")
if not(node.is_leaf) and not(node == self.root):
node_t.keys.pop(0)
m = node_t.pointers.pop(0)
node.keys.append(k_t)
node.pointers.append(m)
parent.keys[parent.keys.index(k_t)] = node_t.keys[0]
else:
m_key = node_t.keys.pop(0)
m_pointer = node_t.pointers.pop(0)
node.keys.append(m_key)
node.pointers.append(m_pointer)
parent.keys[parent.keys.index(k_t)] = node_t.keys[0]
def is_pred(self, node, node_t):
"""Returns True if node is the predecessor of node_t."""
# Find the immediate left sibling of the subtree rooted at node_t
cur = self.root
while cur is not node_t:
idx = self.__find_key(cur, node_t.keys[0])
if idx > 0 and cur.pointers[idx - 1] is node:
return True
cur = cur.pointers[idx]
return False
def __find_key(self, x, k):
idx = 0
while idx < len(x.keys) and x.keys[idx] <= k:
idx += 1
return idx
def __get_sibling(self, node):
parent = self.parent(node) # we are sure the node is not the root
index = parent.pointers.index(node)
if index > 0:
return parent.pointers[index-1]
else:
return parent.pointers[index+1]
def print_tree(self, debugLeaves = False, showPointers = False):
if self.root == None:
print("Empty Tree")
return
nodes = [(0, self.root)]
leaves = []
print("=====[Tree]=====")
last_level = 0
while len(nodes) != 0:
(level, node) = nodes.pop(0)
if last_level != level:
print()
if not(showPointers):
print(node.keys,end=' ')
else:
print(node, node.pointers, end=' ')
if not(node.is_leaf):
nodes += [(level+1, node.pointers[i]) for i in range(len(node.pointers))]
else:
leaves += node.pointers
last_level = level
print()
if debugLeaves:
print(leaves)
# for testing purposes
def __str__(self):
if self.root == None:
return "Empty Tree"
result = ""
nodes = [(0, self.root)]
last_level = 0
while len(nodes) != 0:
(level, node) = nodes.pop(0)
if last_level != level:
result += "\n"
result += f"{node.keys} "
if not(node.is_leaf):
nodes += [(level+1, node.pointers[i]) for i in range(len(node.pointers))]
last_level = level
return result
# ----- Methods for frontend -----
def getDictTree(self):
if self.root == None:
return {'root': {}}
return {'root': self.root.getDict()}
def getLevelSizes(self):
levels = {0:1}
nodes = [(0,self.root)]
while len(nodes) != 0:
(level, cur) = nodes.pop()
if not(level+1 in levels.keys()):
levels[level+1] = 0
levels[level+1] += len(cur.pointers)
if not(cur.is_leaf):
nodes+=[(level+1, p) for p in cur.pointers]
return [levels[key] for key in levels.keys()][:-1]