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btree.py
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531 lines (467 loc) · 17.1 KB
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"""
$URL: svn+ssh://svn.mems-exchange.org/repos/trunk/durus/btree.py $
$Id: btree.py 31357 2008-11-25 16:38:19Z dbinger $
"""
from durus.persistent import PersistentObject
class BNode (PersistentObject):
"""
Instance attributes:
items: list
nodes: [BNode]
"""
__slots__ = ['items', 'nodes']
minimum_degree = 2 # a.k.a. t
def __init__(self):
self.items = []
self.nodes = None
def is_leaf(self):
return self.nodes is None
def __iter__(self):
if self.is_leaf():
for item in self.items:
yield item
else:
for position, item in enumerate(self.items):
for it in self.nodes[position]:
yield it
yield item
for it in self.nodes[-1]:
yield it
def __reversed__(self):
if self.is_leaf():
for item in reversed(self.items):
yield item
else:
for item in reversed(self.nodes[-1]):
yield item
for position in range(len(self.items) - 1, -1, -1):
yield self.items[position]
for item in reversed(self.nodes[position]):
yield item
def iter_from(self, key):
position = self.get_position(key)
if self.is_leaf():
for item in self.items[position:]:
yield item
else:
for item in self.nodes[position].iter_from(key):
yield item
for p in range(position, len(self.items)):
yield self.items[p]
for item in self.nodes[p + 1]:
yield item
def iter_backward_from(self, key):
position = self.get_position(key)
if self.is_leaf():
for item in reversed(self.items[:position]):
yield item
else:
for item in self.nodes[position].iter_backward_from(key):
yield item
for p in range(position - 1, -1, -1):
yield self.items[p]
for item in reversed(self.nodes[p]):
yield item
def is_full(self):
return len(self.items) == 2 * self.minimum_degree - 1
def get_position(self, key):
for position, item in enumerate(self.items):
if item[0] >= key:
return position
return len(self.items)
def search(self, key):
"""(key:anything) -> None | (key:anything, value:anything)
Return the matching pair, or None.
"""
position = self.get_position(key)
if position < len(self.items) and self.items[position][0] == key:
return self.items[position]
elif self.is_leaf():
return None
else:
return self.nodes[position].search(key)
def insert_item(self, item):
"""(item:(key:anything, value:anything))
"""
assert not self.is_full()
key = item[0]
position = self.get_position(key)
if position < len(self.items) and self.items[position][0] == key:
self.items[position] = item
self._p_note_change()
elif self.is_leaf():
self.items.insert(position, item)
self._p_note_change()
else:
child = self.nodes[position]
if child.is_full():
self.split_child(position, child)
if key == self.items[position][0]:
self.items[position] = item
self._p_note_change()
else:
if key > self.items[position][0]:
position += 1
self.nodes[position].insert_item(item)
else:
self.nodes[position].insert_item(item)
def split_child(self, position, child):
"""(position:int, child:BNode)
"""
assert not self.is_full()
assert not self.is_leaf()
assert self.nodes[position] is child
assert child.is_full()
bigger = self.__class__()
middle = self.minimum_degree - 1
splitting_key = child.items[middle]
bigger.items = child.items[middle + 1:]
child.items = child.items[:middle]
assert len(bigger.items) == len(child.items)
if not child.is_leaf():
bigger.nodes = child.nodes[middle + 1:]
child.nodes = child.nodes[:middle + 1]
assert len(bigger.nodes) == len(child.nodes)
self.items.insert(position, splitting_key)
self.nodes.insert(position + 1, bigger)
self._p_note_change()
def get_min_item(self):
"""() -> (key:anything, value:anything)
Return the item with the minimal key.
"""
if self.is_leaf():
return self.items[0]
else:
return self.nodes[0].get_min_item()
def get_max_item(self):
"""() -> (key:anything, value:anything)
Return the item with the maximal key.
"""
if self.is_leaf():
return self.items[-1]
else:
return self.nodes[-1].get_max_item()
def delete(self, key):
"""(key:anything)
Delete the item with this key.
This is intended to follow the description in 19.3 of
'Introduction to Algorithms' by Cormen, Lieserson, and Rivest.
"""
def is_big(node):
# Precondition for recursively calling node.delete(key).
return node and len(node.items) >= node.minimum_degree
p = self.get_position(key)
matches = p < len(self.items) and self.items[p][0] == key
if self.is_leaf():
if matches:
# Case 1.
del self.items[p]
self._p_note_change()
else:
raise KeyError(key)
else:
node = self.nodes[p]
lower_sibling = p > 0 and self.nodes[p - 1]
upper_sibling = p < len(self.nodes) - 1 and self.nodes[p + 1]
if matches:
# Case 2.
if is_big(node):
# Case 2a.
extreme = node.get_max_item()
node.delete(extreme[0])
self.items[p] = extreme
elif is_big(upper_sibling):
# Case 2b.
extreme = upper_sibling.get_min_item()
upper_sibling.delete(extreme[0])
self.items[p] = extreme
else:
# Case 2c.
extreme = upper_sibling.get_min_item()
upper_sibling.delete(extreme[0])
node.items = node.items + [extreme] + upper_sibling.items
if not node.is_leaf():
node.nodes = node.nodes + upper_sibling.nodes
del self.items[p]
del self.nodes[p + 1]
self._p_note_change()
else:
if not is_big(node):
if is_big(lower_sibling):
# Case 3a1: Shift an item from lower_sibling.
node.items.insert(0, self.items[p - 1])
self.items[p - 1] = lower_sibling.items[-1]
del lower_sibling.items[-1]
if not node.is_leaf():
node.nodes.insert(0, lower_sibling.nodes[-1])
del lower_sibling.nodes[-1]
lower_sibling._p_note_change()
elif is_big(upper_sibling):
# Case 3a2: Shift an item from upper_sibling.
node.items.append(self.items[p])
self.items[p] = upper_sibling.items[0]
del upper_sibling.items[0]
if not node.is_leaf():
node.nodes.append(upper_sibling.nodes[0])
del upper_sibling.nodes[0]
upper_sibling._p_note_change()
elif lower_sibling:
# Case 3b1: Merge with lower_sibling
node.items = (lower_sibling.items + [self.items[p-1]] +
node.items)
if not node.is_leaf():
node.nodes = lower_sibling.nodes + node.nodes
del self.items[p-1]
del self.nodes[p-1]
else:
# Case 3b2: Merge with upper_sibling
node.items = (node.items + [self.items[p]] +
upper_sibling.items)
if not node.is_leaf():
node.nodes = node.nodes + upper_sibling.nodes
del self.items[p]
del self.nodes[p+1]
self._p_note_change()
node._p_note_change()
assert is_big(node)
node.delete(key)
if not self.items:
# This can happen when self is the root node.
self.items = self.nodes[0].items
self.nodes = self.nodes[0].nodes
def get_count(self):
"""() -> int
How many items are stored in this node and descendants?
"""
result = len(self.items)
for node in self.nodes or []:
result += node.get_count()
return result
def get_node_count(self):
"""() -> int
How many nodes are here, including descendants?
"""
result = 1
for node in self.nodes or []:
result += node.get_node_count()
return result
def get_level(self):
"""() -> int
How many levels of nodes are there between this node
and descendant leaf nodes?
"""
if self.is_leaf():
return 0
else:
return 1 + self.nodes[0].get_level()
class BNode4 (BNode):
__slots__ = []
minimum_degree = 4
class BNode8 (BNode):
__slots__ = []
minimum_degree = 8
class BNode16 (BNode):
__slots__ = []
minimum_degree = 16
class BNode32 (BNode):
__slots__ = []
minimum_degree = 32
class BNode64 (BNode):
__slots__ = []
minimum_degree = 64
class BNode128 (BNode):
__slots__ = []
minimum_degree = 128
class BNode256 (BNode):
__slots__ = []
minimum_degree = 256
class BNode512 (BNode):
__slots__ = []
minimum_degree = 512
# Set narrow specifications of BNode instance attributes.
for bnode_class in [BNode] + BNode.__subclasses__():
bnode_class.items_is = [tuple]
bnode_class.nodes_is = (None, [bnode_class])
del bnode_class
class BTree (PersistentObject):
"""
Instance attributes:
root: BNode
"""
__slots__ = ['root']
root_is = BNode
def __init__(self, node_constructor=BNode16):
assert issubclass(node_constructor, BNode)
self.root = node_constructor()
def __nonzero__(self):
return bool(self.root.items)
__bool__ = __nonzero__
def iteritems(self):
for item in self.root:
yield item
def iterkeys(self):
for item in self.root:
yield item[0]
def itervalues(self):
for item in self.root:
yield item[1]
def items(self):
return list(self.iteritems())
def keys(self):
return list(self.iterkeys())
def values(self):
return list(self.itervalues())
def __iter__(self):
for key in self.iterkeys():
yield key
def __reversed__(self):
for item in reversed(self.root):
yield item[0]
def __contains__(self, key):
return self.root.search(key) is not None
def has_key(self, key):
return self.root.search(key) is not None
def __setitem__(self, key, value):
self.add(key, value)
def setdefault(self, key, value):
item = self.root.search(key)
if item is None:
self.add(key, value)
return value
return item[1]
def update(self, *args, **kwargs):
if args:
if len(args) > 1:
raise TypeError(
"update expected at most 1 argument, got %s" % len(args))
items = args[0]
if hasattr(items, 'iteritems'):
item_sequence = items.iteritems()
elif hasattr(items, 'items'):
item_sequence = items.items()
else:
item_sequence = items
for key, value in item_sequence:
self[key] = value
for key, value in kwargs.items():
self[key] = value
def __getitem__(self, key):
item = self.root.search(key)
if item is None:
raise KeyError(key)
return item[1]
def __delitem__(self, key):
self.root.delete(key)
def clear(self):
self.root = self.root.__class__()
def get(self, key, default=None):
"""(key:anything, default:anything=None) -> anything
"""
try:
return self[key]
except KeyError:
return default
def add(self, key, value=True):
"""(key:anything, value:anything=True)
Make self[key] == val.
"""
if self.root.is_full():
# replace and split.
node = self.root.__class__()
node.nodes = [self.root]
node.split_child(0, node.nodes[0])
self.root = node
self.root.insert_item((key, value))
def get_min_item(self):
"""() -> (key:anything, value:anything)
Return the item whose key is minimal."""
assert self, 'empty BTree has no min item'
return self.root.get_min_item()
def get_max_item(self):
"""() -> (key:anything, value:anything)
Return the item whose key is maximal."""
assert self, 'empty BTree has no max item'
return self.root.get_max_item()
def __len__(self):
"""() -> int
Compute and return the total number of items."""
return self.root.get_count()
def items_backward(self):
"""() -> generator
Generate all items in reverse order.
"""
for item in reversed(self.root):
yield item
def items_from(self, key, closed=True):
"""(key, closed=True) -> generator
If closed is true, generate all items with keys greater than or equal to
the given key.
If closed is false, generate all items with keys greater than the
given key.
"""
for item in self.root.iter_from(key):
if closed or item[0] != key:
yield item
def items_backward_from(self, key, closed=False):
"""(key, closed=False) -> generator
If closed is true, generate in reverse order all items with keys
less than or equal to the given key.
If closed is true, generate in reverse order all items with keys
less than the given key.
"""
if closed:
item = self.root.search(key)
if item is not None:
yield item
for item in self.root.iter_backward_from(key):
yield item
def items_range(self, start, end, closed_start=True, closed_end=False):
"""(start, end, closed_start=True, closed_end=False) -> generator
Generate items with keys in the given range, from the start to the end.
If closed_start is true, include the item with the start key,
if it is present.
If closed_end is true, include the item with the end key,
if it is present.
"""
if start <= end:
for item in self.items_from(start, closed=closed_start):
if item[0] > end:
break
if closed_end or item[0] < end:
yield item
else:
for item in self.items_backward_from(start, closed=closed_start):
if item[0] < end:
break
if closed_end or item[0] > end:
yield item
def note_change_of_bnode_containing_key(self, key):
"""()
If self[key] is a non-persistent container with changes that you want
to include in the next transaction, call this.
"""
self[key] = self[key]
def get_depth(self):
"""() -> int
How many levels of nodes are used for this BTree?
"""
return self.root.get_level() + 1
def get_node_count(self):
"""() -> int
How many nodes are used for this BTree?
"""
return self.root.get_node_count()
def set_bnode_minimum_degree(self, degree):
"""(degree: int) -> boolean
Replace all nodes of this tree, if necessary, using a BNode subclass
of the given minimum_degree, if there is such a class.
Return True if a change was made.
"""
if self.root.minimum_degree is not degree:
for bnode_class in BNode.__subclasses__():
if bnode_class.minimum_degree == degree:
new_tree = BTree(node_constructor=bnode_class)
new_tree.update(self)
self.root = new_tree.root
return True
return False