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pairing_smooth.py
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pairing_smooth.py
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#!/usr/bin/python3
from node import Node
import math
from pairing_heap_interface import PairingHeapInterface
class PairingSmoothHeap(PairingHeapInterface):
"""lazy implementation of smooth heap without buffer"""
forest = [] # list storing roots of all top-level trees
minNode = None
updates = 0
def __init__(self, root=None):
self.forest = []
if root != None:
root.parent = None
self.updates += 1
root.nextSibling = root
self.updates += 1
self.minNode = root
self.updates += 1
self.forest += [root]
def make_heap(self):
# this is equivalent to init
pass
def find_min(self):
return self.minNode
def listPreOrderHelper(self, root):
res = []
if root.rightChild == None:
return [root.key]
else:
current = root.rightChild
res += [root.key, self.listPreOrderHelper(current)]
while current.nextSibling != root.rightChild:
current = current.nextSibling
res += [self.listPreOrderHelper(current)]
return [res]
def listPreOrder(self):
res = []
buf = []
for item in self.forest:
res += self.listPreOrderHelper(item)
print(res)
def stable_link_left(self, left, right):
"""left node becomes parent of right node"""
if left.rightChild != None:
right.nextSibling = left.rightChild.nextSibling
self.updates += 1
left.rightChild.nextSibling = right
self.updates += 1
else:
right.nextSibling = right
self.updates += 1
left.rightChild = right
self.updates += 1
right.parent = left
self.updates += 1
def stable_link_right(self, left, right):
"""right node becomes parent of left node"""
if right.rightChild is None:
right.rightChild = left
self.updates += 1
left.nextSibling = left
self.updates += 1
else:
left.nextSibling = right.rightChild.nextSibling
self.updates += 1
right.rightChild.nextSibling = left
self.updates += 1
left.parent = right
self.updates += 1
def insert(self, node):
"""concatenates node to list of trees in pool"""
if node is None:
return (0, 0) # no comparisons, no links
node.nextSibling = node
self.updates += 1
node.parent = None
self.updates += 1
self.forest += [node]
return (0, 0) # 1 comparison, no links
def merge(self, heap2):
"""concatenates root lists of heaps"""
if heap2 is None:
return (0, 0)
compCount = 0
linkCount = 0
if len(self.forest) > len(heap2.forest):
# first heap larger than second
self.forest += heap2.forest
else:
self.forest = heap2.forest + self.forest
return (compCount, linkCount)
def pairing(self):
"""performs consolidation left-to-right pairing pass, linking pairs of neighbours,
and returns current minimum and number of linking operations"""
fs = len(self.forest)
compCount = 0
if fs < 2:
currentMin = self.forest[0]
return 0, 0
else:
# right-to-left-pairing pass
pairedForest = []
currentMin = self.forest[0]
links = 0
# print("before pairing")
# print(self.listPreOrder())
# print(len(self.forest))
for i in range(0, fs, 2):
# print(self.forest[i])
if i == fs - 1: # last tree if length of forest is odd-numbered
if self.forest[i].key < currentMin.key:
currentMin = self.forest[i]
compCount += 1
pairedForest += [self.forest[i]] # concatenate to new forest (no linking required)
else: # link neighbouring roots
if self.forest[i].key <= self.forest[i + 1].key:
self.stable_link_left(self.forest[i], self.forest[i + 1])
pairedForest += [self.forest[i]]
else:
self.stable_link_left(self.forest[i + 1], self.forest[i])
pairedForest += [self.forest[i + 1]]
compCount += 1
self.forest = pairedForest
# print(self.listInorder())
# self.minNode = currentMin
self.updates += 1
# self.minNodeIndex = self.forest.index(self.minNode)
# print("index is ", self.minNodeIndex)
# print("forest length is ", len(self.forest))
# print("after pairing pass")
# print(len(self.forest))
# self.listPreOrder()
return (compCount, fs / 2) # number of comparisons and links needed to consolidate n roots
def delete_min(self):
"""consolidates into single tree; extracts min node,
placing its orphaned children in root list.
Returns min node, number comparisons, number links"""
if len(self.forest) == 0:
return (None, 0, 0)
(c1, l1) = self.pairing()
(cc, lc) = self.treapify()
assert len(self.forest) == 1
minKeyNode = self.minNode
minNodeChildren = []
if self.minNode.rightChild is not None:
minNodeChildren += [self.minNode.rightChild]
self.minNode.rightChild.parent = None
self.updates += 1
current = self.minNode.rightChild.nextSibling
self.minNode.rightChild.nextSibling = self.minNode.rightChild
self.updates += 1
while current != self.minNode.rightChild:
minNodeChildren += [current]
tempNode = current
current = current.nextSibling
tempNode.nextSibling = tempNode
self.updates += 1
tempNode.parent = None
self.updates += 1
self.forest = minNodeChildren
return (minKeyNode, cc + c1, lc + l1)
def treapify(self):
"""links roots in pool (forest) into treap and returns number of links/comparisons
this uses the pseudocode of delete-min from https://arxiv.org/abs/1802.05471
returns number comparisons, number link operations performed"""
linkCount = 0 # counts only number of links
compCount = 0 # counts only number of comparisons
fs = len(self.forest)
if len(self.forest) == 0: # pool is empty
self.minNode = None
self.updates += 1
return (compCount, linkCount)
elif len(self.forest) == 1:
self.minNode = self.forest[0]
self.updates += 1
return (compCount, linkCount)
else:
i = 0
curr_forest = self.forest
while i < len(curr_forest) - 1:
compCount += 1 # first if-else comparison
if curr_forest[i].key < curr_forest[i + 1].key:
i = i + 1
else:
skip = False
while i > 0:
compCount += 1
linkCount += 1
if curr_forest[i - 1].key > curr_forest[i + 1].key:
# stable-link predecessor as parent of current node
self.stable_link_left(curr_forest[i - 1], curr_forest[i])
# remove node at index i from top-list
curr_forest = curr_forest[:i] + curr_forest[i + 1:]
i = i - 1
else:
# stable-link successor as parent of current node
self.stable_link_right(curr_forest[i], curr_forest[i + 1])
# remove node at index i from top-list
curr_forest = curr_forest[:i] + curr_forest[i + 1:]
# i=i+1
skip = True
break
if not skip: # i==0
# stable-link current as leftmost child of successor
self.stable_link_right(curr_forest[i], curr_forest[i + 1])
# remove node from top-list
curr_forest = curr_forest[i + 1:]
linkCount += 1
while i > 0:
# stable-link predecessor as parent of current node
self.stable_link_left(curr_forest[i - 1], curr_forest[i])
curr_forest = curr_forest[:i]
linkCount += 1
i = i - 1
self.forest = curr_forest
assert len(self.forest) == 1
self.minNode = self.forest[0]
self.updates += 1
assert (fs - 1 == linkCount)
return (compCount, linkCount)
def decrease_key(self, node, diff):
"""removes node with subtree from current position;
decreases key; places node in root list."""
assert node is not None
node.key = node.key - diff
self.updates += 1
# concatenates node to list of trees in pool
if node.parent is None: # node is a root and has children
if node in self.forest:
pass # leave in-place
else:
self.listPreOrder()
raise Exception("node with key {} is not in heap".format(node.key))
else: # node is not a root
if node.nextSibling == node: # node has no siblings
node.parent.rightChild = None
self.updates += 1
else: # node has siblings
current = node.nextSibling
while current.nextSibling != node: # find predecessor of node
current = current.nextSibling
current.nextSibling = node.nextSibling
self.updates += 1
if node.parent.rightChild == node:
node.parent.rightChild = current
self.updates += 1
node.parent = None
self.updates += 1
node.nextSibling = node
self.updates += 1
self.forest += [node]
return (0, 0)
def pointer_updates(self):
return self.updates
if __name__ == "__main__":
tree = PairingSmoothHeap()
tree.insert(Node(1))
tree.insert(Node(10))
tree.insert(Node(7))
tree.insert(Node(3))
node = Node(5)
tree.insert(node)
tree.listPreOrder()
tree.delete_min()
tree.listPreOrder()
# tree.decrease_key(node, 1)
# tree.delete_min()
# tree.listPreOrder()