/** * File: space_complexity.cpp * Created Time: 2022-11-25 * Author: krahets (krahets@163.com) */ #include "../utils/common.hpp" /* Function */ int func() { // Perform some operations return 0; } /* Constant complexity */ void constant(int n) { // Constants, variables, objects occupy O(1) space const int a = 0; int b = 0; vector nums(10000); ListNode node(0); // Variables in a loop occupy O(1) space for (int i = 0; i < n; i++) { int c = 0; } // Functions in a loop occupy O(1) space for (int i = 0; i < n; i++) { func(); } } /* Linear complexity */ void linear(int n) { // Array of length n occupies O(n) space vector nums(n); // A list of length n occupies O(n) space vector nodes; for (int i = 0; i < n; i++) { nodes.push_back(ListNode(i)); } // A hash table of length n occupies O(n) space unordered_map map; for (int i = 0; i < n; i++) { map[i] = to_string(i); } } /* Linear complexity (recursive implementation) */ void linearRecur(int n) { cout << "Recursion n = " << n << endl; if (n == 1) return; linearRecur(n - 1); } /* Quadratic complexity */ void quadratic(int n) { // A two-dimensional list occupies O(n^2) space vector> numMatrix; for (int i = 0; i < n; i++) { vector tmp; for (int j = 0; j < n; j++) { tmp.push_back(0); } numMatrix.push_back(tmp); } } /* Quadratic complexity (recursive implementation) */ int quadraticRecur(int n) { if (n <= 0) return 0; vector nums(n); cout << "Recursive n = " << n << ", length of nums = " << nums.size() << endl; return quadraticRecur(n - 1); } /* Exponential complexity (building a full binary tree) */ TreeNode *buildTree(int n) { if (n == 0) return nullptr; TreeNode *root = new TreeNode(0); root->left = buildTree(n - 1); root->right = buildTree(n - 1); return root; } /* Driver Code */ int main() { int n = 5; // Constant complexity constant(n); // Linear complexity linear(n); linearRecur(n); // Quadratic complexity quadratic(n); quadraticRecur(n); // Exponential complexity TreeNode *root = buildTree(n); printTree(root); // Free memory freeMemoryTree(root); return 0; }