From 73bed56fb256ce408445c87cb9b4d2bf00035c4f Mon Sep 17 00:00:00 2001 From: Li Dai Date: Thu, 29 Apr 2021 23:21:32 -0700 Subject: [PATCH 1/2] min_heap done --- lib/min_heap.rb | 59 ++++++++++++++++++++++++++++++++++++++----------- 1 file changed, 46 insertions(+), 13 deletions(-) diff --git a/lib/min_heap.rb b/lib/min_heap.rb index 6eaa630..7f713b4 100644 --- a/lib/min_heap.rb +++ b/lib/min_heap.rb @@ -14,18 +14,25 @@ def initialize end # 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) - 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): pop, swap O(1) + heap_down O(log n) + # Space Complexity: O(log n) from heap_down call stacks def remove() - raise NotImplementedError, "Method not implemented yet..." + return nil if @store.empty? + + swap(0, @store.length - 1) + removed_element = @store.pop + heap_down(0) unless @store.empty? + + return removed_element.value end @@ -44,10 +51,10 @@ 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.length == 0 end private @@ -55,17 +62,43 @@ 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): 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) - + 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 + + swap(index, parent_index) + heap_up(parent_index) + end # 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) - 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 + + swap(index, smaller_child) + heap_down(smaller_child) + + end + + 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 # If you want a swap method... you're welcome From 42c0649481f150bbc56514a7945fcc870b898b99 Mon Sep 17 00:00:00 2001 From: Li Dai Date: Fri, 30 Apr 2021 00:06:49 -0700 Subject: [PATCH 2/2] heap sort done --- lib/heap_sort.rb | 18 ++++++++++++++---- test/heapsort_test.rb | 2 +- 2 files changed, 15 insertions(+), 5 deletions(-) diff --git a/lib/heap_sort.rb b/lib/heap_sort.rb index c8a32a4..d6f1043 100644 --- a/lib/heap_sort.rb +++ b/lib/heap_sort.rb @@ -1,8 +1,18 @@ # 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 + + list.each do |element| + min_heap.add(element) + end + + list.map! do |element| + min_heap.remove + end + + return list end \ No newline at end of file diff --git a/test/heapsort_test.rb b/test/heapsort_test.rb index 34402ac..7ce79b7 100644 --- a/test/heapsort_test.rb +++ b/test/heapsort_test.rb @@ -1,6 +1,6 @@ require_relative "test_helper" -xdescribe "heapsort" do +describe "heapsort" do it "sorts an empty array" do # Arrange list = []