/** * File: time_complexity.cpp * Created Time: 2022-11-25 * Author: Krahets (krahets@163.com) */ #include "../utils/common.hpp" /* 常数阶 */ int constant(int n) { int count = 0; int size = 100000; for (int i = 0; i < size; i++) count++; return count; } /* 线性阶 */ int linear(int n) { int count = 0; for (int i = 0; i < n; i++) count++; return count; } /* 线性阶(遍历数组) */ int arrayTraversal(vector &nums) { int count = 0; // 循环次数与数组长度成正比 for (int num : nums) { count++; } return count; } /* 平方阶 */ int quadratic(int n) { int count = 0; // 循环次数与数组长度成平方关系 for (int i = 0; i < n; i++) { for (int j = 0; j < n; j++) { count++; } } return count; } /* 平方阶(冒泡排序) */ int bubbleSort(vector &nums) { int count = 0; // 计数器 // 外循环:未排序区间为 [0, i] for (int i = nums.size() - 1; i > 0; i--) { // 内循环:将未排序区间 [0, i] 中的最大元素交换至该区间的最右端 for (int j = 0; j < i; j++) { if (nums[j] > nums[j + 1]) { // 交换 nums[j] 与 nums[j + 1] int tmp = nums[j]; nums[j] = nums[j + 1]; nums[j + 1] = tmp; count += 3; // 元素交换包含 3 个单元操作 } } } return count; } /* 指数阶(循环实现) */ int exponential(int n) { int count = 0, base = 1; // 细胞每轮一分为二,形成数列 1, 2, 4, 8, ..., 2^(n-1) for (int i = 0; i < n; i++) { for (int j = 0; j < base; j++) { count++; } base *= 2; } // count = 1 + 2 + 4 + 8 + .. + 2^(n-1) = 2^n - 1 return count; } /* 指数阶(递归实现) */ int expRecur(int n) { if (n == 1) return 1; return expRecur(n - 1) + expRecur(n - 1) + 1; } /* 对数阶(循环实现) */ int logarithmic(float n) { int count = 0; while (n > 1) { n = n / 2; count++; } return count; } /* 对数阶(递归实现) */ int logRecur(float n) { if (n <= 1) return 0; return logRecur(n / 2) + 1; } /* 线性对数阶 */ int linearLogRecur(float n) { if (n <= 1) return 1; int count = linearLogRecur(n / 2) + linearLogRecur(n / 2); for (int i = 0; i < n; i++) { count++; } return count; } /* 阶乘阶(递归实现) */ int factorialRecur(int n) { if (n == 0) return 1; int count = 0; // 从 1 个分裂出 n 个 for (int i = 0; i < n; i++) { count += factorialRecur(n - 1); } return count; } /* Driver Code */ int main() { // 可以修改 n 运行,体会一下各种复杂度的操作数量变化趋势 int n = 8; cout << "输入数据大小 n = " << n << endl; int count = constant(n); cout << "常数阶的计算操作数量 = " << count << endl; count = linear(n); cout << "线性阶的计算操作数量 = " << count << endl; vector arr(n); count = arrayTraversal(arr); cout << "线性阶(遍历数组)的计算操作数量 = " << count << endl; count = quadratic(n); cout << "平方阶的计算操作数量 = " << count << endl; vector nums(n); for (int i = 0; i < n; i++) nums[i] = n - i; // [n,n-1,...,2,1] count = bubbleSort(nums); cout << "平方阶(冒泡排序)的计算操作数量 = " << count << endl; count = exponential(n); cout << "指数阶(循环实现)的计算操作数量 = " << count << endl; count = expRecur(n); cout << "指数阶(递归实现)的计算操作数量 = " << count << endl; count = logarithmic((float)n); cout << "对数阶(循环实现)的计算操作数量 = " << count << endl; count = logRecur((float)n); cout << "对数阶(递归实现)的计算操作数量 = " << count << endl; count = linearLogRecur((float)n); cout << "线性对数阶(递归实现)的计算操作数量 = " << count << endl; count = factorialRecur(n); cout << "阶乘阶(递归实现)的计算操作数量 = " << count << endl; return 0; }