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Scissors - Maria M. #31
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Original file line number | Diff line number | Diff line change |
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@@ -1,8 +1,16 @@ | ||
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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(n log n) | ||
Space Complexity: O(n) | ||
""" | ||
pass | ||
heap = MinHeap() | ||
sorted_list = [] | ||
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for value in list: | ||
heap.add(value) | ||
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while heap.store: | ||
sorted_list.append(heap.remove()) | ||
return sorted_list |
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@@ -1,5 +1,5 @@ | ||
class HeapNode: | ||
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def __init__(self, key, value): | ||
self.key = key | ||
self.value = value | ||
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@@ -10,31 +10,57 @@ def __str__(self): | |
def __repr__(self): | ||
return str(self.value) | ||
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class MinHeap: | ||
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def __init__(self): | ||
self.store = [] | ||
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def get_parent(self, index): | ||
return ((index - 1) // 2) | ||
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def get_left_child(self, index): | ||
return ((index * 2) + 1) | ||
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def get_right_child(self, index): | ||
return ((index * 2) + 2) | ||
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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. Great helper functions |
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def get_smallest_child(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. 👍 This is a particularly good helper |
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left_child = self.get_left_child(index) | ||
right_child = self.get_right_child(index) | ||
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if left_child < len(self.store): | ||
if right_child >= len(self.store) or (self.store[left_child].key < self.store[right_child].key): | ||
smallest_child = left_child | ||
else: | ||
smallest_child = right_child | ||
return smallest_child | ||
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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(1) | ||
""" | ||
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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 (value == None): | ||
value = key | ||
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node = HeapNode(key, value) | ||
self.store.append(node) | ||
self.heap_up(len(self.store) - 1) | ||
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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. 👍 The space complexity is O(log n) due to the recursive call stack. |
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pass | ||
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if len(self.store) == 0: | ||
return None | ||
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self.swap(0, len(self.store) - 1) | ||
min = self.store.pop() | ||
self.heap_down(0) | ||
return min.value | ||
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def __str__(self): | ||
""" This method lets you print the heap, when you're testing your app. | ||
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@@ -46,10 +72,10 @@ def __str__(self): | |
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def empty(self): | ||
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 method returns true if the heap is empty | ||
Time complexity: ? | ||
Space complexity: ? | ||
Time complexity: O(1) | ||
Space complexity: O(1) | ||
""" | ||
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 +85,30 @@ 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(1) | ||
""" | ||
pass | ||
while index != 0: | ||
node = self.store[index] | ||
parent_node = self.get_parent(index) | ||
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if self.store[parent_node].key > node.key: | ||
self.swap(index, parent_node) | ||
index = 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 | ||
if (index >= len(self.store) - 1): | ||
return | ||
smallest_child = self.get_smallest_child(index) | ||
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if smallest_child and self.store[index].key > self.store[smallest_child].key: | ||
self.swap(index, smallest_child) | ||
self.heap_down(smallest_child) | ||
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def swap(self, index_1, index_2): | ||
""" Swaps two elements in self.store | ||
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👍 Nice work