From 5c0493ee29bcebe2c9291b4fc3d2f958ecbe477a Mon Sep 17 00:00:00 2001 From: Yolotzin Dunbar Date: Wed, 30 Sep 2020 22:12:24 -0700 Subject: [PATCH] Added functions --- lib/heap_sort.rb | 25 +++++++++++++--- lib/min_heap.rb | 69 ++++++++++++++++++++++++++++++++++--------- test/heapsort_test.rb | 8 ++--- 3 files changed, 80 insertions(+), 22 deletions(-) diff --git a/lib/heap_sort.rb b/lib/heap_sort.rb index c8a32a4..911ca42 100644 --- a/lib/heap_sort.rb +++ b/lib/heap_sort.rb @@ -1,8 +1,25 @@ # This method uses a heap to sort an array. -# Time Complexity: ? -# Space Complexity: ? +# Time Complexity: O(n log n) +# Space Complexity: O(n) def heap_sort(list) - raise NotImplementedError, "Method not implemented yet..." -end \ No newline at end of file + if list.size < 2 + return list + end + heap = MinHeap.new + list.each do |element| + heap.add(element) + end + result = [] + list.size.times do + result << heap.remove + end + return result +end + +# Since you do n additions and adding 1 item to a heap is O(log n), filling up the heap is O(n log n). +# Then removing all n item is O(n log n) because removing one item from a heap is O(log n). +# So the total Time Complexity is O(n log n + n log n) = O(n log n) + +# you can do HeapSort with O(1) space complexity (using the original array for the heap). \ No newline at end of file diff --git a/lib/min_heap.rb b/lib/min_heap.rb index 6eaa630..e623e22 100644 --- a/lib/min_heap.rb +++ b/lib/min_heap.rb @@ -7,25 +7,33 @@ def initialize(key, value) end end -class MinHeap +class MinHeap # every node is smaller than or equal to it's children def initialize @store = [] end # This method adds a HeapNode instance to the heap - # Time Complexity: ? - # Space Complexity: ? + # Time Complexity: O(log n) + # Space Complexity: O(n) def add(key, value = key) - raise NotImplementedError, "Method not implemented yet..." + @store << HeapNode.new(key, value) + heap_up(@store.length - 1) end # 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(n) def remove() - raise NotImplementedError, "Method not implemented yet..." + return nil if @store.empty? + # swap the root node and last leaf + swap(0, @store.length - 1) + # delete the last leaf + result = @store.pop + # start heap_down with the new root + heap_down(0) unless @store.empty? + return result.value end @@ -44,10 +52,10 @@ def to_s end # This method returns true if the heap is empty - # Time complexity: ? - # Space complexity: ? + # Time complexity: O(1) + # Space complexity: O(1) def empty? - raise NotImplementedError, "Method not implemented yet..." + return @store.size == 0 end private @@ -55,17 +63,50 @@ def empty? # 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) + # Space complexity: O(n) def heap_up(index) + # base case: if we hit root + return if index == 0 + # compare new node with it's parent + # if they are out of order swap and heap-up using the parent's index number + parent = (index - 1) / 2 + if @store[index].key < @store[parent].key # if current < parent, swap + swap(index, parent) + # recursion base case: if we hit root or if parent value < current node value + heap_up(parent) + end end # This helper method takes an index and - # moves it up the heap if it's smaller + # moves it down the heap if it's larger # than it's parent node. def heap_down(index) - raise NotImplementedError, "Method not implemented yet..." + # base case: until current doesn't have children || max child < array[current] + left_child = 2 * index + 1 + right_child = 2 * index + 2 + max_child = @store.size + return if index == (max_child) + if @store[left_child] && @store[right_child] # if both children + min_child = [@store[left_child].key, @store[right_child].key].min + if min_child == @store[left_child].key # if left to right order, swap left and heap down left + swap(left_child, index) + heap_down(left_child) + else + swap(right_child, index) + heap_down(right_child) + end + elsif @store[left_child] # there must be a left child + if @store[left_child].key < @store[index].key + swap(left_child, index) + heap_down(left_child) + else + swap(right_child, index) + heap_down(right_child) + end + end + return end # If you want a swap method... you're welcome diff --git a/test/heapsort_test.rb b/test/heapsort_test.rb index 34402ac..76e3fdc 100644 --- a/test/heapsort_test.rb +++ b/test/heapsort_test.rb @@ -1,12 +1,12 @@ require_relative "test_helper" -xdescribe "heapsort" do +describe "heap_sort" do it "sorts an empty array" do # Arrange list = [] # Act - result = heapsort(list) + result = heap_sort(list) # Assert expect(result).must_equal [] @@ -17,7 +17,7 @@ list = [5] # Act - result = heapsort(list) + result = heap_sort(list) # Assert expect(result).must_equal [5] @@ -28,7 +28,7 @@ list = [5, 27, 3, 16, -50] # Act - result = heapsort(list) + result = heap_sort(list) # Assert expect(result).must_equal [-50, 3, 5, 16, 27]