=begin File: time_complexity.rb Created Time: 2024-03-30 Author: Xuan Khoa Tu Nguyen (ngxktuzkai2000@gmail.com) =end ### 常數階 ### def constant(n) count = 0 size = 100000 (0...size).each { count += 1 } count end ### 線性階 ### def linear(n) count = 0 (0...n).each { count += 1 } count end ### 線性階(走訪陣列)### def array_traversal(nums) count = 0 # 迴圈次數與陣列長度成正比 for num in nums count += 1 end count end ### 平方階 ### def quadratic(n) count = 0 # 迴圈次數與資料大小 n 成平方關係 for i in 0...n for j in 0...n count += 1 end end count end ### 平方階(泡沫排序)### def bubble_sort(nums) count = 0 # 計數器 # 外迴圈:未排序區間為 [0, i] for i in (nums.length - 1).downto(0) # 內迴圈:將未排序區間 [0, i] 中的最大元素交換至該區間的最右端 for j in 0...i if nums[j] > nums[j + 1] # 交換 nums[j] 與 nums[j + 1] tmp = nums[j] nums[j] = nums[j + 1] nums[j + 1] = tmp count += 3 # 元素交換包含 3 個單元操作 end end end count end ### 指數階(迴圈實現)### def exponential(n) count, base = 0, 1 # 細胞每輪一分為二,形成數列 1, 2, 4, 8, ..., 2^(n-1) (0...n).each do (0...base).each { count += 1 } base *= 2 end # count = 1 + 2 + 4 + 8 + .. + 2^(n-1) = 2^n - 1 count end ### 指數階(遞迴實現)### def exp_recur(n) return 1 if n == 1 exp_recur(n - 1) + exp_recur(n - 1) + 1 end ### 對數階(迴圈實現)### def logarithmic(n) count = 0 while n > 1 n /= 2 count += 1 end count end ### 對數階(遞迴實現)### def log_recur(n) return 0 unless n > 1 log_recur(n / 2) + 1 end ### 線性對數階 def linear_log_recur(n) return 1 unless n > 1 count = linear_log_recur(n / 2) + linear_log_recur(n / 2) (0...n).each { count += 1 } count end ### 階乘階(遞迴實現)### def factorial_recur(n) return 1 if n == 0 count = 0 # 從 1 個分裂出 n 個 (0...n).each { count += factorial_recur(n - 1) } count end ### Driver Code ### # 可以修改 n 執行,體會一下各種複雜度的操作數量變化趨勢 n = 8 puts "輸入資料大小 n = #{n}" count = constant(n) puts "常數階的操作數量 = #{count}" count = linear(n) puts "線性階的操作數量 = #{count}" count = array_traversal(Array.new(n, 0)) puts "線性階(走訪陣列)的操作數量 = #{count}" count = quadratic(n) puts "平方階的操作數量 = #{count}" nums = Array.new(n) { |i| n - i } # [n, n-1, ..., 2, 1] count = bubble_sort(nums) puts "平方階(泡沫排序)的操作數量 = #{count}" count = exponential(n) puts "指數階(迴圈實現)的操作數量 = #{count}" count = exp_recur(n) puts "指數階(遞迴實現)的操作數量 = #{count}" count = logarithmic(n) puts "對數階(迴圈實現)的操作數量 = #{count}" count = log_recur(n) puts "對數階(遞迴實現)的操作數量 = #{count}" count = linear_log_recur(n) puts "線性對數階(遞迴實現)的操作數量 = #{count}" count = factorial_recur(n) puts "階乘階(遞迴實現)的操作數量 = #{count}"