From a7c2439e8f0a70f5d2e197ced5269ad01d1feca9 Mon Sep 17 00:00:00 2001 From: Jansen Date: Thu, 19 Sep 2019 16:39:54 -0700 Subject: [PATCH 1/7] Add 'add' and 'heap_up' methods --- lib/min_heap.rb | 31 +++++++++++++++++++++++-------- 1 file changed, 23 insertions(+), 8 deletions(-) diff --git a/lib/min_heap.rb b/lib/min_heap.rb index 6eaa630..4bc5f9e 100644 --- a/lib/min_heap.rb +++ b/lib/min_heap.rb @@ -8,7 +8,6 @@ def initialize(key, value) end class MinHeap - def initialize @store = [] end @@ -17,7 +16,11 @@ def initialize # Time Complexity: ? # Space Complexity: ? def add(key, value = key) - raise NotImplementedError, "Method not implemented yet..." + # raise NotImplementedError, "Method not implemented yet..." + new_node = HeapNode.new(key, value) + @store << new_node + + heap_up(@store.length - 1) end # This method removes and returns an element from the heap @@ -28,7 +31,6 @@ def remove() raise NotImplementedError, "Method not implemented yet..." end - # Used for Testing def to_s return "[]" if @store.empty? @@ -39,7 +41,7 @@ def to_s end output += @store.last.value + "]" - + return output end @@ -55,13 +57,26 @@ 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: ? + # Time complexit`y: ? # Space complexity: ? def heap_up(index) - + parent_index = (index - 1) / 2 # get parent index based on child's position + + # return the array if there's no parent, or parent is less than or equal to child + return @store if parent_index < 0 || @store[index].key >= @store[parent_index].key + + # temporarily storing parent + parent_temp = @store[parent_index] + # child is now in parent's index + @store[parent_index] = @store[index] + # parent is now in child's former position + @store[index] = parent_temp + + # call recursively on child's new position + heap_up(parent_index) end - # This helper method takes an index and + # This helper method takes an index and # moves it up the heap if it's smaller # than it's parent node. def heap_down(index) @@ -74,4 +89,4 @@ def swap(index_1, index_2) @store[index_1] = @store[index_2] @store[index_2] = temp end -end \ No newline at end of file +end From b16591adce9c56c8ab6566bd9fe3d419b1891b36 Mon Sep 17 00:00:00 2001 From: Jansen Date: Sun, 22 Sep 2019 14:25:16 -0700 Subject: [PATCH 2/7] Add 'remove' and 'heap-down' methods --- lib/min_heap.rb | 39 ++++++++++++++++++++++++++++++++++++--- 1 file changed, 36 insertions(+), 3 deletions(-) diff --git a/lib/min_heap.rb b/lib/min_heap.rb index 4bc5f9e..4db571c 100644 --- a/lib/min_heap.rb +++ b/lib/min_heap.rb @@ -16,7 +16,6 @@ def initialize # Time Complexity: ? # Space Complexity: ? def add(key, value = key) - # raise NotImplementedError, "Method not implemented yet..." new_node = HeapNode.new(key, value) @store << new_node @@ -28,7 +27,16 @@ def add(key, value = key) # Time Complexity: ? # Space Complexity: ? def remove() - raise NotImplementedError, "Method not implemented yet..." + root = @store[0] + new_root = @store[@store.length - 1] + + @store[0] = new_root + @store[@store.length - 1] = root + + removed = @store.pop + + heap_down(0) + return removed.value end # Used for Testing @@ -80,7 +88,32 @@ def heap_up(index) # moves it up the heap if it's smaller # than it's parent node. def heap_down(index) - raise NotImplementedError, "Method not implemented yet..." + left_child = 2 * index + 1 + right_child = 2 * index + 2 + min_child = nil + + # Return if there's no left child + return if left_child > @store.length - 1 + + # If there's no RIGHT child AND parent is greater than LEFT child... + # swap parent with left child + if @store[right_child].nil? && @store[index].key > @store[left_child].key + swap(index, left_child) + heap_down(index) + end + + # Otherwise, which child is min? + if @store[right_child].key <= @store[left_child].key + min_child = @store.index(@store[right_child]) + else + min_child = @store.index(@store[left_child]) + end + + # If parent is greater than minimum child, swap them + if @store[index].key > @store[min_child].key + swap(index, min_child) + heap_down(index) + end end # If you want a swap method... you're welcome From f205f081762f2ff1887e45b367185c62b702e303 Mon Sep 17 00:00:00 2001 From: Jansen Date: Sun, 22 Sep 2019 14:32:52 -0700 Subject: [PATCH 3/7] Add 'empty?' method --- lib/min_heap.rb | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/lib/min_heap.rb b/lib/min_heap.rb index 4db571c..6681902 100644 --- a/lib/min_heap.rb +++ b/lib/min_heap.rb @@ -30,8 +30,8 @@ def remove() root = @store[0] new_root = @store[@store.length - 1] - @store[0] = new_root @store[@store.length - 1] = root + @store[0] = new_root removed = @store.pop @@ -57,7 +57,9 @@ def to_s # Time complexity: ? # Space complexity: ? def empty? - raise NotImplementedError, "Method not implemented yet..." + # raise NotImplementedError, "Method not implemented yet..." + return true if @store == [] + return false end private From 3a4927f9952b6e85d0c99f68c1aa6622d50ac8fe Mon Sep 17 00:00:00 2001 From: Jansen Date: Sun, 22 Sep 2019 14:47:33 -0700 Subject: [PATCH 4/7] Add 'swap' helper method to 'heap_up' method --- lib/min_heap.rb | 8 +------- 1 file changed, 1 insertion(+), 7 deletions(-) diff --git a/lib/min_heap.rb b/lib/min_heap.rb index 6681902..c10bb15 100644 --- a/lib/min_heap.rb +++ b/lib/min_heap.rb @@ -57,7 +57,6 @@ def to_s # Time complexity: ? # Space complexity: ? def empty? - # raise NotImplementedError, "Method not implemented yet..." return true if @store == [] return false end @@ -75,12 +74,7 @@ def heap_up(index) # return the array if there's no parent, or parent is less than or equal to child return @store if parent_index < 0 || @store[index].key >= @store[parent_index].key - # temporarily storing parent - parent_temp = @store[parent_index] - # child is now in parent's index - @store[parent_index] = @store[index] - # parent is now in child's former position - @store[index] = parent_temp + swap(parent_index, index) # call recursively on child's new position heap_up(parent_index) From adfa7918f0ee5dcd6a777206915cdc4948538460 Mon Sep 17 00:00:00 2001 From: Jansen Date: Sun, 22 Sep 2019 15:16:32 -0700 Subject: [PATCH 5/7] Add time/space complexity --- lib/min_heap.rb | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/lib/min_heap.rb b/lib/min_heap.rb index c10bb15..f6c2c44 100644 --- a/lib/min_heap.rb +++ b/lib/min_heap.rb @@ -13,8 +13,8 @@ def initialize end # This method adds a HeapNode instance to the heap - # Time Complexity: ? - # Space Complexity: ? + # Time Complexity: O(log n), where n is the number of levels in the heap + # Space Complexity: O(1), because there are no extra variables that change with input size def add(key, value = key) new_node = HeapNode.new(key, value) @store << new_node @@ -24,8 +24,8 @@ def add(key, value = key) # This method removes and returns an element from the heap # maintaining the heap structure - # Time Complexity: ? - # Space Complexity: ? + # Time Complexity: O(log n), where n is the number of levels in the heap + # Space Complexity: O(1), because there are no extra variables that change with input size def remove() root = @store[0] new_root = @store[@store.length - 1] @@ -54,8 +54,8 @@ def to_s end # This method returns true if the heap is empty - # Time complexity: ? - # Space complexity: ? + # Time complexity: O(1), because we're making a straight comparison + # Space complexity: O(1), because there are no extra variables that change with input size def empty? return true if @store == [] return false @@ -66,8 +66,8 @@ 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 complexit`y: ? - # Space complexity: ? + # Time complexity: O(log n), where n is the number of levels inside the heap + # Space complexity: O(1), because there are no extra variables that hinge on input size def heap_up(index) parent_index = (index - 1) / 2 # get parent index based on child's position From 29793e5dfb12f14292756fbf3449d972fb640072 Mon Sep 17 00:00:00 2001 From: Jansen Date: Sat, 5 Oct 2019 13:20:18 -0700 Subject: [PATCH 6/7] Add heapsort. Correct conditional block bug inside heap_down method. All tests passing --- lib/heap_sort.rb | 28 ++++++++++++++++++++++++---- lib/min_heap.rb | 24 ++++++++++++------------ test/heapsort_test.rb | 14 +++++++------- 3 files changed, 43 insertions(+), 23 deletions(-) diff --git a/lib/heap_sort.rb b/lib/heap_sort.rb index c8a32a4..e4d3ae6 100644 --- a/lib/heap_sort.rb +++ b/lib/heap_sort.rb @@ -1,8 +1,28 @@ - +require_relative "min_heap" # This method uses a heap to sort an array. # Time Complexity: ? # Space Complexity: ? -def heap_sort(list) - raise NotImplementedError, "Method not implemented yet..." -end \ No newline at end of file +def heapsort(list) + return list if list == [] || list.length == 1 + + # initialize new heap + heap = MinHeap.new + + # add each element in list to heap's store + list.each do |num| + key = num + value = num + + heap.add(key, value) + end + + sorted_list = [] + # take each element out of heap's store, keep it in another array + list.length.times do + removed = heap.remove + sorted_list << removed + end + + return sorted_list +end diff --git a/lib/min_heap.rb b/lib/min_heap.rb index f6c2c44..e1162eb 100644 --- a/lib/min_heap.rb +++ b/lib/min_heap.rb @@ -14,7 +14,7 @@ def initialize # This method adds a HeapNode instance to the heap # Time Complexity: O(log n), where n is the number of levels in the heap - # Space Complexity: O(1), because there are no extra variables that change with input size + # Space Complexity: O(log n), where n is the number of times `heap_up` is called recursively def add(key, value = key) new_node = HeapNode.new(key, value) @store << new_node @@ -25,7 +25,7 @@ def add(key, value = key) # This method removes and returns an element from the heap # maintaining the heap structure # Time Complexity: O(log n), where n is the number of levels in the heap - # Space Complexity: O(1), because there are no extra variables that change with input size + # Space Complexity: O(log n), where n is the number of times `heap_down` is called recursively def remove() root = @store[0] new_root = @store[@store.length - 1] @@ -67,9 +67,10 @@ def empty? # 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: O(log n), where n is the number of levels inside the heap - # Space complexity: O(1), because there are no extra variables that hinge on input size + # Space complexity: O(log n), where n is the number of times the method is recursively called def heap_up(index) - parent_index = (index - 1) / 2 # get parent index based on child's position + # get parent index based on child's position + parent_index = (index - 1) / 2 # return the array if there's no parent, or parent is less than or equal to child return @store if parent_index < 0 || @store[index].key >= @store[parent_index].key @@ -96,17 +97,16 @@ def heap_down(index) if @store[right_child].nil? && @store[index].key > @store[left_child].key swap(index, left_child) heap_down(index) - end - - # Otherwise, which child is min? - if @store[right_child].key <= @store[left_child].key - min_child = @store.index(@store[right_child]) - else - min_child = @store.index(@store[left_child]) + elsif @store[right_child] #Otherwise, which child is min? + if @store[right_child].key <= @store[left_child].key + min_child = @store.index(@store[right_child]) + else + min_child = @store.index(@store[left_child]) + end end # If parent is greater than minimum child, swap them - if @store[index].key > @store[min_child].key + if min_child && @store[index].key > @store[min_child].key swap(index, min_child) heap_down(index) end diff --git a/test/heapsort_test.rb b/test/heapsort_test.rb index 34402ac..9964e33 100644 --- a/test/heapsort_test.rb +++ b/test/heapsort_test.rb @@ -1,8 +1,8 @@ require_relative "test_helper" -xdescribe "heapsort" do +describe "heapsort" do it "sorts an empty array" do - # Arrange + # Arrange list = [] # Act @@ -13,7 +13,7 @@ end it "can sort a 1-element array" do - # Arrange + # Arrange list = [5] # Act @@ -22,9 +22,9 @@ # Assert expect(result).must_equal [5] end - + it "can sort a 5-element array" do - # Arrange + # Arrange list = [5, 27, 3, 16, -50] # Act @@ -32,5 +32,5 @@ # Assert expect(result).must_equal [-50, 3, 5, 16, 27] - end -end \ No newline at end of file + end +end From 509f0a52af0228d465951c6cf6a6617b57d28f67 Mon Sep 17 00:00:00 2001 From: Jansen Date: Sat, 5 Oct 2019 14:21:01 -0700 Subject: [PATCH 7/7] Correct time and space complexities --- lib/heap_sort.rb | 4 ++-- lib/min_heap.rb | 15 +++++++++------ 2 files changed, 11 insertions(+), 8 deletions(-) diff --git a/lib/heap_sort.rb b/lib/heap_sort.rb index e4d3ae6..c26acd4 100644 --- a/lib/heap_sort.rb +++ b/lib/heap_sort.rb @@ -1,8 +1,8 @@ require_relative "min_heap" # This method uses a heap to sort an array. -# Time Complexity: ? -# Space Complexity: ? +# Time Complexity: O(n log n) +# Space Complexity: O(n) times the number of recursive operations required to finish sorting def heapsort(list) return list if list == [] || list.length == 1 diff --git a/lib/min_heap.rb b/lib/min_heap.rb index e1162eb..7f022dc 100644 --- a/lib/min_heap.rb +++ b/lib/min_heap.rb @@ -13,8 +13,9 @@ def initialize end # This method adds a HeapNode instance to the heap - # Time Complexity: O(log n), where n is the number of levels in the heap - # Space Complexity: O(log n), where n is the number of times `heap_up` is called recursively + # Time Complexity: O(log n), where n is the number of nodes in the heap + # Space complexity: O(log n), where n is the number of nodes in the heap. The reason it's O(log n) (and not O(1)) is + # because we're calling this method recursively. def add(key, value = key) new_node = HeapNode.new(key, value) @store << new_node @@ -24,8 +25,9 @@ def add(key, value = key) # This method removes and returns an element from the heap # maintaining the heap structure - # Time Complexity: O(log n), where n is the number of levels in the heap - # Space Complexity: O(log n), where n is the number of times `heap_down` is called recursively + # Time Complexity: O(log n), where n is the number of nodes in the heap + # Space complexity: O(log n), where n is the number of nodes in the heap. The reason it's O(log n) (and not O(1)) is + # because we're calling this method recursively. def remove() root = @store[0] new_root = @store[@store.length - 1] @@ -66,8 +68,9 @@ 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: O(log n), where n is the number of levels inside the heap - # Space complexity: O(log n), where n is the number of times the method is recursively called + # Time complexity: O(log n), where n is the number of nodes in the heap + # Space complexity: O(log n), where n is the number of nodes in the heap. The reason it's O(log n) (and not O(1)) is + # because we're calling this method recursively. def heap_up(index) # get parent index based on child's position parent_index = (index - 1) / 2