#!/usr/bin/env python # coding: utf-8 # This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/interactive-coding-challenges). # # Challenge Notebook # ## Problem: Implement a min heap with extract_min and insert methods. # # * [Constraints](#Constraints) # * [Test Cases](#Test-Cases) # * [Algorithm](#Algorithm) # * [Code](#Code) # * [Unit Test](#Unit-Test) # * [Solution Notebook](#Solution-Notebook) # ## Constraints # # * Can we assume the inputs are ints? # * Yes # * Can we assume this fits memory? # * Yes # ## Test Cases # # * Extract min of an empty tree # * Extract min general case # * Insert into an empty tree # * Insert general case (left and right insert) # #
#           _5_
#         /     \
#        20     15
#       / \    /  \
#      22  40 25
#      
# extract_min(): 5
# 
#           _15_
#         /      \
#        20      25
#       / \     /  \
#      22  40 
# 
# insert(2):
# 
#           _2_
#         /     \
#        20      5
#       / \     / \
#      22  40  25  15
# 
# ## Algorithm # # Refer to the [Solution Notebook](http://nbviewer.ipython.org/github/donnemartin/interactive-coding-challenges/blob/master/graphs_trees/min_heap/min_heap_solution.ipynb). If you are stuck and need a hint, the solution notebook's algorithm discussion might be a good place to start. # ## Code # In[ ]: class MinHeap(object): def __init__(self): # TODO: Implement me pass def extract_min(self): # TODO: Implement me pass def peek_min(self): # TODO: Implement me pass def insert(self, data): # TODO: Implement me pass def _bubble_up(self, index): # TODO: Implement me pass # ## Unit Test # **The following unit test is expected to fail until you solve the challenge.** # In[ ]: # %load test_min_heap.py import unittest class TestMinHeap(unittest.TestCase): def test_min_heap(self): heap = MinHeap() self.assertEqual(heap.peek_min(), None) self.assertEqual(heap.extract_min(), None) heap.insert(20) self.assertEqual(heap.peek_min(), 20) heap.insert(5) self.assertEqual(heap.peek_min(), 5) heap.insert(15) heap.insert(22) heap.insert(40) heap.insert(5) self.assertEqual(heap.peek_min(), 5) heap.insert(3) self.assertEqual(heap.peek_min(), 3) self.assertEqual(heap.extract_min(), 3) self.assertEqual(heap.peek_min(), 5) print('Success: test_min_heap') def main(): test = TestMinHeap() test.test_min_heap() if __name__ == '__main__': main() # ## Solution Notebook # # Review the [Solution Notebook](http://nbviewer.ipython.org/github/donnemartin/interactive-coding-challenges/blob/master/graphs_trees/min_heap/min_heap_solution.ipynb) for a discussion on algorithms and code solutions.