/** * File: space_complexity.java * Created Time: 2022-11-25 * Author: krahets (krahets@163.com) */ package chapter_computational_complexity; import utils.*; import java.util.*; public class space_complexity { /* Function */ static int function() { // Perform some operations return 0; } /* Constant complexity */ static void constant(int n) { // Constants, variables, objects occupy O(1) space final int a = 0; int b = 0; int[] nums = new int[10000]; ListNode node = new ListNode(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++) { function(); } } /* Linear complexity */ static void linear(int n) { // Array of length n occupies O(n) space int[] nums = new int[n]; // A list of length n occupies O(n) space List nodes = new ArrayList<>(); for (int i = 0; i < n; i++) { nodes.add(new ListNode(i)); } // A hash table of length n occupies O(n) space Map map = new HashMap<>(); for (int i = 0; i < n; i++) { map.put(i, String.valueOf(i)); } } /* Linear complexity (recursive implementation) */ static void linearRecur(int n) { System.out.println("Recursion n = " + n); if (n == 1) return; linearRecur(n - 1); } /* Quadratic complexity */ static void quadratic(int n) { // Matrix occupies O(n^2) space int[][] numMatrix = new int[n][n]; // A two-dimensional list occupies O(n^2) space List> numList = new ArrayList<>(); for (int i = 0; i < n; i++) { List tmp = new ArrayList<>(); for (int j = 0; j < n; j++) { tmp.add(0); } numList.add(tmp); } } /* Quadratic complexity (recursive implementation) */ static int quadraticRecur(int n) { if (n <= 0) return 0; // Array nums length = n, n-1, ..., 2, 1 int[] nums = new int[n]; System.out.println("Recursion n = " + n + " in the length of nums = " + nums.length); return quadraticRecur(n - 1); } /* Exponential complexity (building a full binary tree) */ static TreeNode buildTree(int n) { if (n == 0) return null; TreeNode root = new TreeNode(0); root.left = buildTree(n - 1); root.right = buildTree(n - 1); return root; } /* Driver Code */ public static void main(String[] args) { 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); PrintUtil.printTree(root); } }