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Water - Li #12
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Water - Li #12
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@@ -1,8 +1,18 @@ | ||
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# This method uses a heap to sort an array. | ||
# Time Complexity: ? | ||
# Space Complexity: ? | ||
def heap_sort(list) | ||
raise NotImplementedError, "Method not implemented yet..." | ||
# Time Complexity: O(nlogn): add O(nlogn) + remove O(nlogn) | ||
# Space Complexity: O(n) for creating @store to store all the nodes | ||
def heapsort(list) | ||
min_heap = MinHeap.new | ||
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list.each do |element| | ||
min_heap.add(element) | ||
end | ||
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list.map! do |element| | ||
min_heap.remove | ||
end | ||
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return list | ||
end |
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@@ -14,18 +14,25 @@ def initialize | |
end | ||
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# This method adds a HeapNode instance to the heap | ||
# Time Complexity: ? | ||
# Space Complexity: ? | ||
# Time Complexity: O(log n): push O(1) + heap_up O(log n) | ||
# Space Complexity: O(log n) : heap_up O(log n) | ||
def add(key, value = key) | ||
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raise NotImplementedError, "Method not implemented yet..." | ||
@store << HeapNode.new(key, value) | ||
heap_up(@store.length - 1) | ||
end | ||
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# This method removes and returns an element from the heap | ||
# maintaining the heap structure | ||
# Time Complexity: ? | ||
# Space Complexity: ? | ||
# Time Complexity: O(log n): pop, swap O(1) + heap_down O(log n) | ||
# Space Complexity: O(log n) from heap_down call stacks | ||
def remove() | ||
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raise NotImplementedError, "Method not implemented yet..." | ||
return nil if @store.empty? | ||
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swap(0, @store.length - 1) | ||
removed_element = @store.pop | ||
heap_down(0) unless @store.empty? | ||
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return removed_element.value | ||
end | ||
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@@ -44,28 +51,54 @@ def to_s | |
end | ||
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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) | ||
def empty? | ||
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raise NotImplementedError, "Method not implemented yet..." | ||
return @store.length == 0 | ||
end | ||
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private | ||
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# This helper method takes an index and | ||
# moves it up the heap, if it is less than it's parent node. | ||
# It could be **very** helpful for the add method. | ||
# Time complexity: ? | ||
# Space complexity: ? | ||
# Time complexity: O(log n): swap - O(1), and we will do it up to O(log n) times | ||
# Space complexity: O(log n) for call stacks | ||
# min heap, the smallest node goes up to root | ||
def heap_up(index) | ||
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parent_index = (index - 1) / 2 | ||
#base cases - stop when in order(parent < child) or reach root | ||
return @store if @store[index].key > @store[parent_index].key || index == 0 | ||
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swap(index, parent_index) | ||
heap_up(parent_index) | ||
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end | ||
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# This helper method takes an index and | ||
# moves it up the heap if it's smaller | ||
# than it's parent node. | ||
# swap parent with the smaller child | ||
# Time complexity: O(log n): find_smaller_childs_index - O(1), swap - O(1), and we will do it up to O(log n) times | ||
# Space complexity: O(log n) for call stacks | ||
def heap_down(index) | ||
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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. 👍 , I like the helper method! |
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raise NotImplementedError, "Method not implemented yet..." | ||
left_child = index * 2 + 1 | ||
right_child = index * 2 + 2 | ||
smaller_child = find_smaller_childs_index(left_child, right_child) | ||
#base cases - node has no child or in order(parent < child) | ||
return @store if @store[smaller_child].nil? || @store[index].key < @store[smaller_child].key | ||
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swap(index, smaller_child) | ||
heap_down(smaller_child) | ||
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end | ||
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def find_smaller_childs_index(left_index, right_index) | ||
if @store[right_index] | ||
return @store[left_index].key > @store[right_index].key ? right_index : left_index | ||
else | ||
return left_index | ||
end | ||
end | ||
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# If you want a swap method... you're welcome | ||
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👍