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C15-Paper-Weishan #35
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Original file line number | Diff line number | Diff line change |
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@@ -1,8 +1,19 @@ | ||
from heaps.min_heap import MinHeap | ||
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def heap_sort(list): | ||
""" This method uses a heap to sort an array. | ||
Time Complexity: ? | ||
Space Complexity: ? | ||
Time Complexity: O(nlogn) | ||
Space Complexity: O(n) | ||
""" | ||
pass | ||
heap = MinHeap() | ||
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for item in list: | ||
heap.add(item) | ||
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i = 0 | ||
while not heap.empty(): | ||
list[i] = heap.remove() | ||
i += 1 | ||
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return list |
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@@ -21,18 +21,32 @@ def __init__(self): | |
def add(self, key, value = None): | ||
""" This method adds a HeapNode instance to the heap | ||
If value == None the new node's value should be set to key | ||
Time Complexity: ? | ||
Space Complexity: ? | ||
Time Complexity: O(log n) | ||
Space Complexity: O(log n) | ||
Comment on lines
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 👍 |
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""" | ||
pass | ||
if not value: | ||
new_heapnode = HeapNode(key, key) | ||
else: | ||
new_heapnode = HeapNode(key, value) | ||
self.store.append(new_heapnode) | ||
index = len(self.store) - 1 | ||
self.heap_up(index) | ||
return None | ||
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def remove(self): | ||
""" This method removes and returns an element from the heap | ||
maintaining the heap structure | ||
Time Complexity: ? | ||
Space Complexity: ? | ||
Time Complexity: O(log n) | ||
Space Complexity: O(1) | ||
Comment on lines
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 👍 However the space complexity is O(log n) due to the recursive |
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""" | ||
pass | ||
if self.empty(): | ||
return None | ||
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last_index = len(self.store) - 1 | ||
self.swap(0, last_index) | ||
node_to_remove = self.store.pop(last_index) | ||
self.heap_down(0) | ||
return node_to_remove.value | ||
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@@ -49,7 +63,7 @@ def empty(self): | |
Time complexity: ? | ||
Space complexity: ? | ||
""" | ||
pass | ||
return len(self.store) == 0 | ||
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def heap_up(self, index): | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 👍 |
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@@ -59,19 +73,40 @@ def heap_up(self, index): | |
property is reestablished. | ||
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This could be **very** helpful for the add method. | ||
Time complexity: ? | ||
Space complexity: ? | ||
Time complexity: O(log n) | ||
Space complexity: O(n) | ||
""" | ||
pass | ||
if index == 0: | ||
return index | ||
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parent_node = (index - 1) // 2 | ||
current_nodes = self.store | ||
if current_nodes[parent_node].key > current_nodes[index].key: | ||
self.swap(parent_node, index) | ||
self.heap_up(parent_node) | ||
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def heap_down(self, index): | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 👍 |
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""" This helper method takes an index and | ||
moves the corresponding element down the heap if it's | ||
larger than either of its children and continues until | ||
the heap property is reestablished. | ||
""" | ||
pass | ||
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current_nodes = self.store | ||
left_child_index = index * 2 + 1 | ||
right_child_index = index * 2 + 2 | ||
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if left_child_index < len(self.store): | ||
if right_child_index < len(current_nodes): | ||
if current_nodes[left_child_index].key < current_nodes[right_child_index].key: | ||
node = left_child_index | ||
else: | ||
node = right_child_index | ||
else: | ||
node = left_child_index | ||
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if current_nodes[index].key > current_nodes[node].key: | ||
self.swap(index, node) | ||
self.heap_down(node) | ||
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def swap(self, index_1, index_2): | ||
""" Swaps two elements in self.store | ||
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👍