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hello-algo/en/codes/zig/chapter_computational_complexity/space_complexity.zig
Yudong Jin 14c314c08c Retranslate the complete English edition from Simplified Chinese (#2010)
* Retranslate the complete English edition from Simplified Chinese

* Polish three English explanations after reader-focused review
2026-10-31 03:35:51 +08:00

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3.8 KiB
Zig

// File: space_complexity.zig
// Created Time: 2023-01-07
// Author: codingonion (coderonion@gmail.com), CreatorMetaSky (creator_meta_sky@163.com)
const std = @import("std");
const utils = @import("utils");
const ListNode = utils.ListNode;
const TreeNode = utils.TreeNode;
// Function
fn function() i32 {
// Perform some operations
return 0;
}
// Constant complexity
fn constant(n: i32) void {
// Constants, variables, and objects occupy O(1) space
const a: i32 = 0;
const b: i32 = 0;
const nums = [_]i32{0} ** 10000;
const node = ListNode(i32){ .val = 0 };
var i: i32 = 0;
// Variables in the loop occupy O(1) space
while (i < n) : (i += 1) {
const c: i32 = 0;
_ = c;
}
// Function calls in the loop occupy O(1) space
i = 0;
while (i < n) : (i += 1) {
_ = function();
}
_ = a;
_ = b;
_ = nums;
_ = node;
}
// Linear complexity
fn linear(comptime n: i32) !void {
// An array of length n uses O(n) space
const nums = [_]i32{0} ** n;
// A list of length n occupies O(n) space
var nodes = std.ArrayList(i32).init(std.heap.page_allocator);
defer nodes.deinit();
var i: i32 = 0;
while (i < n) : (i += 1) {
try nodes.append(i);
}
// A hash table containing n entries would occupy O(n) space
var map = std.AutoArrayHashMap(i32, []const u8).init(std.heap.page_allocator);
defer map.deinit();
var j: i32 = 0;
while (j < n) : (j += 1) {
const string = try std.fmt.allocPrint(std.heap.page_allocator, "{d}", .{j});
defer std.heap.page_allocator.free(string);
try map.put(i, string);
}
_ = nums;
}
// Linear complexity (recursive implementation)
fn linearRecur(comptime n: i32) void {
std.debug.print("Recursion: n = {}\n", .{n});
if (n == 1) return;
linearRecur(n - 1);
}
// Quadratic complexity
fn quadratic(n: i32) !void {
// A two-dimensional list retaining n by n elements would occupy O(n^2) space
var nodes = std.ArrayList(std.ArrayList(i32)).init(std.heap.page_allocator);
defer nodes.deinit();
var i: i32 = 0;
while (i < n) : (i += 1) {
var tmp = std.ArrayList(i32).init(std.heap.page_allocator);
defer tmp.deinit();
var j: i32 = 0;
while (j < n) : (j += 1) {
try tmp.append(0);
}
try nodes.append(tmp);
}
}
// Quadratic complexity (recursive implementation)
fn quadraticRecur(comptime n: i32) i32 {
if (n <= 0) return 0;
const nums = [_]i32{0} ** n;
std.debug.print("In the recursive call with n = {}, nums has length {}\n", .{ n, nums.len });
return quadraticRecur(n - 1);
}
// Exponential complexity (building a perfect binary tree)
fn buildTree(allocator: std.mem.Allocator, n: i32) !?*TreeNode(i32) {
if (n == 0) return null;
const root = try allocator.create(TreeNode(i32));
root.init(0);
root.left = try buildTree(allocator, n - 1);
root.right = try buildTree(allocator, n - 1);
return root;
}
// Free the tree's memory
fn freeTree(allocator: std.mem.Allocator, root: ?*const TreeNode(i32)) void {
if (root == null) return;
freeTree(allocator, root.?.left);
freeTree(allocator, root.?.right);
allocator.destroy(root.?);
}
// Driver code
pub fn run() !void {
var gpa = std.heap.DebugAllocator(.{}){};
defer _ = gpa.deinit();
const allocator = gpa.allocator();
const n: i32 = 5;
// Constant complexity
constant(n);
// Linear complexity
try linear(n);
linearRecur(n);
// Quadratic complexity
try quadratic(n);
_ = quadraticRecur(n);
// Exponential complexity
const root = try buildTree(allocator, n);
defer freeTree(allocator, root);
std.debug.print("{}\n", .{utils.fmt.tree(i32, root)});
std.debug.print("\n", .{});
}
pub fn main() !void {
try run();
}
test "space_complexity" {
try run();
}