#!/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). # # Solution Notebook # ## Problem: Implement depth-first traversals (in-order, pre-order, post-order) on a binary tree. # # * [Constraints](#Constraints) # * [Test Cases](#Test-Cases) # * [Algorithm](#Algorithm) # * [Code](#Code) # * [Unit Test](#Unit-Test) # ## Constraints # # * Can we assume we already have a Node class with an insert method? # * Yes # * What should we do with each node when we process it? # * Call an input method `visit_func` on the node # * Can we assume this fits in memory? # * Yes # ## Test Cases # # ### In-Order Traversal # # * 5, 2, 8, 1, 3 -> 1, 2, 3, 5, 8 # * 1, 2, 3, 4, 5 -> 1, 2, 3, 4, 5 # # ### Pre-Order Traversal # # * 5, 2, 8, 1, 3 -> 5, 2, 1, 3, 8 # * 1, 2, 3, 4, 5 -> 1, 2, 3, 4, 5 # # ### Post-Order Traversal # # * 5, 2, 8, 1, 3 -> 1, 3, 2, 8, 5 # * 1, 2, 3, 4, 5 -> 5, 4, 3, 2, 1 # ## Algorithm # # ## Test Cases # # Note: # # * This following are all forms of depth-first traversals # # ### In-Order Traversal # # * Recursively call in-order traversal on the left child # * Visit the current node # * Recursively call in-order traversal on the right child # # Complexity: # * Time: O(n) # * Space: O(m), where m is the recursion depth, or O(1) if using an iterative approach # # ### Pre-Order Traversal # # * Visit the current node # * Recursively call pre-order traversal on the left child # * Recursively call pre-order traversal on the right child # # Complexity: # * Time: O(n) # * Space: O(m), where m is the recursion depth, or O(1) if using an iterative approach # # ### Post-Order Traversal # # * Recursively call post-order traversal on the left child # * Recursively call post-order traversal on the right child # * Visit the current node # # Complexity: # * Time: O(n) # * Space: O(m), where m is the recursion depth, or O(1) if using an iterative approach # ## Code # In[1]: get_ipython().run_line_magic('run', '../bst/bst.py') # In[2]: class BstDfs(Bst): def in_order_traversal(self, node, visit_func): if node is not None: self.in_order_traversal(node.left, visit_func) visit_func(node) self.in_order_traversal(node.right, visit_func) def pre_order_traversal(self, node, visit_func): if node is not None: visit_func(node) self.pre_order_traversal(node.left, visit_func) self.pre_order_traversal(node.right, visit_func) def post_order_traversal(self, node, visit_func): if node is not None: self.post_order_traversal(node.left, visit_func) self.post_order_traversal(node.right, visit_func) visit_func(node) # ## Unit Test # In[3]: get_ipython().run_line_magic('run', '../utils/results.py') # In[4]: get_ipython().run_cell_magic('writefile', 'test_dfs.py', 'import unittest\n\n\nclass TestDfs(unittest.TestCase):\n\n def __init__(self, *args, **kwargs):\n super(TestDfs, self).__init__()\n self.results = Results()\n\n def test_dfs(self):\n bst = BstDfs(Node(5))\n bst.insert(2)\n bst.insert(8)\n bst.insert(1)\n bst.insert(3)\n\n bst.in_order_traversal(bst.root, self.results.add_result)\n self.assertEqual(str(self.results), "[1, 2, 3, 5, 8]")\n self.results.clear_results()\n\n bst.pre_order_traversal(bst.root, self.results.add_result)\n self.assertEqual(str(self.results), "[5, 2, 1, 3, 8]")\n self.results.clear_results()\n\n bst.post_order_traversal(bst.root, self.results.add_result)\n self.assertEqual(str(self.results), "[1, 3, 2, 8, 5]")\n self.results.clear_results()\n\n bst = BstDfs(Node(1))\n bst.insert(2)\n bst.insert(3)\n bst.insert(4)\n bst.insert(5)\n\n bst.in_order_traversal(bst.root, self.results.add_result)\n self.assertEqual(str(self.results), "[1, 2, 3, 4, 5]")\n self.results.clear_results()\n\n bst.pre_order_traversal(bst.root, self.results.add_result)\n self.assertEqual(str(self.results), "[1, 2, 3, 4, 5]")\n self.results.clear_results()\n\n bst.post_order_traversal(bst.root, self.results.add_result)\n self.assertEqual(str(self.results), "[5, 4, 3, 2, 1]")\n\n print(\'Success: test_dfs\')\n\n\ndef main():\n test = TestDfs()\n test.test_dfs()\n\n\nif __name__ == \'__main__\':\n main()\n') # In[5]: get_ipython().run_line_magic('run', '-i test_dfs.py')