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| 1 | +package DynamicProgramming |
| 2 | + |
| 3 | +import ( |
| 4 | + "testing" |
| 5 | +) |
| 6 | + |
| 7 | +//算法 |
| 8 | +// 先正常思维 |
| 9 | +// 逆向思维 |
| 10 | +// 递推思维 逐一推导结果,在此发现规律. |
| 11 | + |
| 12 | +//动态规划算法Dynamic Programming(递推) 动态递推 |
| 13 | +//对问题求解时,将问题分解成若干个子问题, |
| 14 | +/* |
| 15 | +求解方法: |
| 16 | +1.递归 + 记忆化 -> 递推 |
| 17 | +2.状态的定义 |
| 18 | +3.状态的转移方程 |
| 19 | +4.最优子结构 |
| 20 | +*/ |
| 21 | + |
| 22 | +//第一个题 ,非波纳契 |
| 23 | +//第一种解法:递归 |
| 24 | +func fab(n int) int { |
| 25 | + if n <= 2 { |
| 26 | + return 1 |
| 27 | + } |
| 28 | + return fab(n-1) + fab(n-2) |
| 29 | +} |
| 30 | +func TestFab(t *testing.T) { |
| 31 | + var r int |
| 32 | + r = fab(5) |
| 33 | + if r != 5 { |
| 34 | + t.Errorf("result is err, errResult: %d", r) |
| 35 | + } |
| 36 | + r = fab(6) |
| 37 | + if r != 8 { |
| 38 | + t.Errorf("result is err, errResult: %d", r) |
| 39 | + } |
| 40 | + r = fab(8) |
| 41 | + if r != 21 { |
| 42 | + t.Errorf("result is err, errResult: %d", r) |
| 43 | + } |
| 44 | +} |
| 45 | + |
| 46 | +//第二种解法: 递归+记忆化 |
| 47 | +//因为有重复的计算, 我们将其放入缓存中 |
| 48 | +func fabCache(n int, cache map[int]int) int { |
| 49 | + if n <= 2 { |
| 50 | + return 1 |
| 51 | + } |
| 52 | + if _, ok := cache[n]; !ok { |
| 53 | + cache[n] = fabCache(n-1, cache) + fabCache(n-2, cache) |
| 54 | + } |
| 55 | + return cache[n] |
| 56 | +} |
| 57 | +func TestFabCache(t *testing.T) { |
| 58 | + var r int |
| 59 | + cache := make(map[int]int) |
| 60 | + r = fabCache(5, cache) |
| 61 | + if r != 5 { |
| 62 | + t.Errorf("result is err, errResult: %d", r) |
| 63 | + } |
| 64 | + r = fabCache(6, cache) |
| 65 | + if r != 8 { |
| 66 | + t.Errorf("result is err, errResult: %d", r) |
| 67 | + } |
| 68 | + r = fabCache(8, cache) |
| 69 | + if r != 21 { |
| 70 | + t.Errorf("result is err, errResult: %d", r) |
| 71 | + } |
| 72 | +} |
| 73 | + |
| 74 | +//第三种解法: 递推法 |
| 75 | +//首先找出规律公式 f(n) = f(n-1) + f(n-2) |
| 76 | +func fabProgramming(n int) int { |
| 77 | + a, b := 0, 1 |
| 78 | + for i := 0; i < n; i++ { |
| 79 | + a, b = b, a+b |
| 80 | + } |
| 81 | + return a |
| 82 | +} |
| 83 | + |
| 84 | +func TestFabProgramming(t *testing.T) { |
| 85 | + var r int |
| 86 | + r = fabProgramming(5) |
| 87 | + if r != 5 { |
| 88 | + t.Errorf("result is err, errResult: %d", r) |
| 89 | + } |
| 90 | + r = fabProgramming(6) |
| 91 | + if r != 8 { |
| 92 | + t.Errorf("result is err, errResult: %d", r) |
| 93 | + } |
| 94 | + r = fabProgramming(8) |
| 95 | + if r != 21 { |
| 96 | + t.Errorf("result is err, errResult: %d", r) |
| 97 | + } |
| 98 | +} |
| 99 | +func fabProgramming2(n int) int { |
| 100 | + arr := make([]int, n+1) |
| 101 | + arr[0] = 0 |
| 102 | + arr[1] = 1 |
| 103 | + for i := 2; i <= n; i++ { |
| 104 | + arr[i] = arr[i-1] + arr[i-2] |
| 105 | + } |
| 106 | + return arr[n] |
| 107 | +} |
| 108 | +func TestFabProgramming2(t *testing.T) { |
| 109 | + var r int |
| 110 | + r = fabProgramming2(5) |
| 111 | + if r != 5 { |
| 112 | + t.Errorf("result is err, errResult: %d", r) |
| 113 | + } |
| 114 | + r = fabProgramming2(6) |
| 115 | + if r != 8 { |
| 116 | + t.Errorf("result is err, errResult: %d", r) |
| 117 | + } |
| 118 | + r = fabProgramming2(8) |
| 119 | + if r != 21 { |
| 120 | + t.Errorf("result is err, errResult: %d", r) |
| 121 | + } |
| 122 | +} |
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