老赵在反对北大青鸟的随笔中提到了数组反转。这的确是一道非常基础的算法题,然而也是一道很不平常的算法题(也许所有的算法深究下去都会很不平常)。因为我写着写着,就写出来8种方法……现在我们以字符串的反转为例,来介绍这几种方法并对它们的性能进行比较。
使用Array.Reverse方法
对于字符串反转,我们可以使用.NET类库自带的Array.Reverse方法
public static string ReverseByArray(this string original) { char[] c = original.ToCharArray(); Array.Reverse(c); return new string(c); }
使用字符缓存
在面试或笔试中,往往要求不用任何类库方法,那么有朋友大概会使用类似下面这样的循环方法
public static string ReverseByCharBuffer(this string original) { char[] c = original.ToCharArray(); int l = original.Length; char[] o = new char[l]; for (int i = 0; i < l ; i++) { o[i] = c[l - i - 1]; } return new string(o); }
当然,聪明的同学们一定会发现不必对这个字符数组进行完全遍历,通常情况下我们会只遍历一半
public static string ReverseByCharBuffer2(this string original) { char[] c = original.ToCharArray(); int l = original.Length; for (int i = 0; i < l / 2; i++) { char t = c[i]; c[i] = c[l - i - 1]; c[l - i - 1] = t; } return new string(c); }
ReverseByCharBuffer使用了一个新的数组,而且遍历了字符数组的所有元素,因此时间和空间的开销都要大于ReverseByCharBuffer2。
在Array.Reverse内部,调用了非托管方法TrySZReverse,如果TrySZReverse不成功,实际上也是调用了类似ReverseByCharBuffer2的方法。
if (!TrySZReverse(array, index, length)) { int num = index; int num2 = (index + length) - 1; object[] objArray = array as object[]; if (objArray == null) { while (num < num2) { object obj3 = array.GetValue(num); array.SetValue(array.GetValue(num2), num); array.SetValue(obj3, num2); num++; num2--; } } else { while (num < num2) { object obj2 = objArray[num]; objArray[num] = objArray[num2]; objArray[num2] = obj2; num++; num2--; } } }
大致上我能想到的算法就是这么多了,但是我无意间发现了StackOverflow上的一篇帖子,才发现这么一个看似简单的反转算法实现起来真可谓花样繁多。
使用StringBuilder
使用StringBuilder方法大致和ReverseByCharBuffer一样,只不过不使用字符数组做缓存,而是使用StringBuilder。
public static string ReverseByStringBuilder(this string original) { StringBuilder sb = new StringBuilder(original.Length); for (int i = original.Length - 1; i >= 0; i--) { sb.Append(original[i]); } return sb.ToString(); }
当然,你可以预见,这种算法的效率不会比ReverseByCharBuffer要高。
我们可以像使用字符缓存那样,对使用StringBuilder方法进行优化,使其遍历过程也减少一半
public static string ReverseByStringBuilder2(this string original) { StringBuilder sb = new StringBuilder(original); for (int i = 0, j = original.Length - 1; i <= j; i++, j--) { sb[i] = original[j]; sb[j] = original[i]; } return sb.ToString(); }
以上这几种方法按算法角度来说,其实可以归结为一类。然而下面的几种算法就完全不是同一类型的了。
使用栈
栈是一个很神奇的数据结构。我们可以使用它后进先出的特性来对数组进行反转。先将数组所有元素压入栈,然后再取出,顺序很自然地就与原先相反了。
public static string ReverseByStack(this string original) { Stack<char> stack = new Stack<char>(); foreach (char ch in original) { stack.Push(ch); } char[] c = new char[original.Length]; for (int i = 0; i < original.Length; i++) { c[i] = stack.Pop(); } return new string(c); }
两次循环和栈的开销无疑使这种方法成为目前为止开销最大的方法。但使用栈这个数据结构的想法还是非常有价值的。
使用XOR
使用逻辑异或也可以进行反转
public static string ReverseByXor(this string original) { char[] charArray = original.ToCharArray(); int l = original.Length - 1; for (int i = 0; i < l; i++, l--) { charArray[i] ^= charArray[l]; charArray[l] ^= charArray[i]; charArray[i] ^= charArray[l]; } return new string(charArray); }
在C#中,x ^= y相当于x = x ^ y。通过3次异或操作,可以将两个字符为止互换。对于算法具体的解释可以参考这篇文章。
使用指针
使用指针可以达到最快的速度,但是unsafe代码不是微软所推荐的,在这里我们就不多做讨论了
public static unsafe string ReverseByPointer(this string original) { fixed (char* pText = original) { char* pStart = pText; char* pEnd = pText + original.Length - 1; for (int i = original.Length / 2; i >= 0; i--) { char temp = *pStart; *pStart++ = *pEnd; *pEnd-- = temp; } return original; } }
使用递归
对于反转这类算法,都可以使用递归方法
public static string ReverseByRecursive(this string original) { if (original.Length == 1) return original; else return original.Substring(1).ReverseByRecursive() + original[0]; }
使用委托,还可以使代码变得更加简洁
public static string ReverseByRecursive2(this string original) { Func<string, string> f = null; f = s => s.Length > 0 ? f(s.Substring(1)) + s[0] : string.Empty; return f(original); }
但是委托开销大的弊病在这里一点也没有减少,以至于我做性能测试的时候导致系统假死甚至内存益处。
使用LINQ
System.Enumerable里提供了默认的Reverse扩展方法,我们可以基于该方法来对String类型进行扩展
public static string ReverseByLinq(this string original) { return new string(original.Reverse().ToArray()); }
性能比较
接下来让我们来对以上8种方法的11个扩展方法来进行性能比较。
影响字符串反转算法性能的因素主要就是字符串的长度。让我们分别取1、10、15、25、50、75、100、1000、10000作为字符串长度来进行测试。用下面的方法来随机生成不同长度的字符串
static string GenerateStringByLength(int length) { Random random = new Random(); StringBuilder sb = new StringBuilder(); for (int i = 0; i < length; i++) { sb.Append(Convert.ToChar(Convert.ToInt32( Math.Floor(26 * random.NextDouble() + 65)))); } return sb.ToString(); }
用下面的方法来计算时间
static void Benchmark(string description, Func<string> func, int times) { Stopwatch sw = new Stopwatch(); sw.Start(); for (int j = 0; j < times; j++) { func(); } sw.Stop(); Debug.WriteLine("{0} Ticks {1} : called {2} times.", sw.ElapsedTicks, description, times); }
测试的主方法如下
static void Main(string[] args) { // 预热 "abcde".ReverseByArray(); "abcde".ReverseByCharBuffer(); "abcde".ReverseByCharBuffer2(); "abcde".ReverseByLinq(); "abcde".ReverseByPointer(); "abcde".ReverseByRecursive(); "abcde".ReverseByRecursive2(); "abcde".ReverseByStack(); "abcde".ReverseByStringBuilder(); "abcde".ReverseByStringBuilder2(); "abcde".ReverseByXor(); int[] lengths = new int[] { 1, 10, 15, 25, 50, 75, 100, 1000, 100000 }; foreach (int l in lengths) { int iterations = 100; string text = GenerateStringByLength(l); Benchmark(String.Format("ReverseByArray (Length: {0})", l), text.ReverseByArray, iterations); Benchmark(String.Format("ReverseByCharBuffer (Length: {0})", l), text.ReverseByCharBuffer, iterations); Benchmark(String.Format("ReverseByCharBuffer2 (Length: {0})", l), text.ReverseByCharBuffer2, iterations); Benchmark(String.Format("ReverseByStringBuilder (Length: {0})", l), text.ReverseByStringBuilder, iterations); Benchmark(String.Format("ReverseByStringBuilder2 (Length: {0})", l), text.ReverseByStringBuilder2, iterations); Benchmark(String.Format("ReverseByStack (Length: {0})", l), text.ReverseByStack, iterations); Benchmark(String.Format("ReverseByXor (Length: {0})", l), text.ReverseByXor, iterations); Benchmark(String.Format("ReverseByPointer (Length: {0})", l), text.ReverseByPointer, iterations); Benchmark(String.Format("ReverseByRecursive (Length: {0})", l), text.ReverseByRecursive, iterations); Benchmark(String.Format("ReverseByRecursive2 (Length: {0})", l), text.ReverseByRecursive2, iterations); Benchmark(String.Format("ReverseByLinq (Length: {0})", l), text.ReverseByLinq, iterations); Debug.WriteLine(Environment.NewLine); } }
好了,来看看结果吧。(由于递归算法与其他算法的开销不在一个数量级上,因此忽略了对该算法的比较)
197602 Ticks ReverseByArray (Length: 1) : called 100 times. 75773 Ticks ReverseByCharBuffer (Length: 1) : called 100 times. 111833 Ticks ReverseByCharBuffer2 (Length: 1) : called 100 times. 134535 Ticks ReverseByStringBuilder (Length: 1) : called 100 times. 148598 Ticks ReverseByStringBuilder2 (Length: 1) : called 100 times. 192435 Ticks ReverseByStack (Length: 1) : called 100 times. 63098 Ticks ReverseByXor (Length: 1) : called 100 times. 51945 Ticks ReverseByPointer (Length: 1) : called 100 times. 587865 Ticks ReverseByLinq (Length: 1) : called 100 times. 185325 Ticks ReverseByArray (Length: 10) : called 100 times. 189712 Ticks ReverseByCharBuffer (Length: 10) : called 100 times. 100155 Ticks ReverseByCharBuffer2 (Length: 10) : called 100 times. 216232 Ticks ReverseByStringBuilder (Length: 10) : called 100 times. 209497 Ticks ReverseByStringBuilder2 (Length: 10) : called 100 times. 669832 Ticks ReverseByStack (Length: 10) : called 100 times. 163237 Ticks ReverseByXor (Length: 10) : called 100 times. 74303 Ticks ReverseByPointer (Length: 10) : called 100 times. 1058348 Ticks ReverseByLinq (Length: 10) : called 100 times. 215437 Ticks ReverseByArray (Length: 15) : called 100 times. 206610 Ticks ReverseByCharBuffer (Length: 15) : called 100 times. 168180 Ticks ReverseByCharBuffer2 (Length: 15) : called 100 times. 260542 Ticks ReverseByStringBuilder (Length: 15) : called 100 times. 296153 Ticks ReverseByStringBuilder2 (Length: 15) : called 100 times. 785857 Ticks ReverseByStack (Length: 15) : called 100 times. 177915 Ticks ReverseByXor (Length: 15) : called 100 times. 84802 Ticks ReverseByPointer (Length: 15) : called 100 times. 1113262 Ticks ReverseByLinq (Length: 15) : called 100 times. 266167 Ticks ReverseByArray (Length: 25) : called 100 times. 260820 Ticks ReverseByCharBuffer (Length: 25) : called 100 times. 236025 Ticks ReverseByCharBuffer2 (Length: 25) : called 100 times. 380408 Ticks ReverseByStringBuilder (Length: 25) : called 100 times. 440430 Ticks ReverseByStringBuilder2 (Length: 25) : called 100 times. 1197593 Ticks ReverseByStack (Length: 25) : called 100 times. 262388 Ticks ReverseByXor (Length: 25) : called 100 times. 110453 Ticks ReverseByPointer (Length: 25) : called 100 times. 1611900 Ticks ReverseByLinq (Length: 25) : called 100 times. 258435 Ticks ReverseByArray (Length: 50) : called 100 times. 474135 Ticks ReverseByCharBuffer (Length: 50) : called 100 times. 341655 Ticks ReverseByCharBuffer2 (Length: 50) : called 100 times. 662242 Ticks ReverseByStringBuilder (Length: 50) : called 100 times. 587078 Ticks ReverseByStringBuilder2 (Length: 50) : called 100 times. 2116350 Ticks ReverseByStack (Length: 50) : called 100 times. 417375 Ticks ReverseByXor (Length: 50) : called 100 times. 177847 Ticks ReverseByPointer (Length: 50) : called 100 times. 9114592 Ticks ReverseByLinq (Length: 50) : called 100 times. 270022 Ticks ReverseByArray (Length: 75) : called 100 times. 488647 Ticks ReverseByCharBuffer (Length: 75) : called 100 times. 378225 Ticks ReverseByCharBuffer2 (Length: 75) : called 100 times. 1096148 Ticks ReverseByStringBuilder (Length: 75) : called 100 times. 772312 Ticks ReverseByStringBuilder2 (Length: 75) : called 100 times. 3069427 Ticks ReverseByStack (Length: 75) : called 100 times. 479092 Ticks ReverseByXor (Length: 75) : called 100 times. 234195 Ticks ReverseByPointer (Length: 75) : called 100 times. 3330945 Ticks ReverseByLinq (Length: 75) : called 100 times. 319717 Ticks ReverseByArray (Length: 100) : called 100 times. 584857 Ticks ReverseByCharBuffer (Length: 100) : called 100 times. 505470 Ticks ReverseByCharBuffer2 (Length: 100) : called 100 times. 1076715 Ticks ReverseByStringBuilder (Length: 100) : called 100 times. 942375 Ticks ReverseByStringBuilder2 (Length: 100) : called 100 times. 4390493 Ticks ReverseByStack (Length: 100) : called 100 times. 649725 Ticks ReverseByXor (Length: 100) : called 100 times. 293025 Ticks ReverseByPointer (Length: 100) : called 100 times. 6405082 Ticks ReverseByLinq (Length: 100) : called 100 times. 3262087 Ticks ReverseByArray (Length: 1000) : called 100 times. 5511607 Ticks ReverseByCharBuffer (Length: 1000) : called 100 times. 9097485 Ticks ReverseByCharBuffer2 (Length: 1000) : called 100 times. 10325760 Ticks ReverseByStringBuilder (Length: 1000) : called 100 times. 18120420 Ticks ReverseByStringBuilder2 (Length: 1000) : called 100 times. 40247490 Ticks ReverseByStack (Length: 1000) : called 100 times. 6837915 Ticks ReverseByXor (Length: 1000) : called 100 times. 2654011 Ticks ReverseByPointer (Length: 1000) : called 100 times. 84809355 Ticks ReverseByLinq (Length: 1000) : called 100 times. 368229982 Ticks ReverseByArray (Length: 100000) : called 100 times. 609454380 Ticks ReverseByCharBuffer (Length: 100000) : called 100 times. 507932685 Ticks ReverseByCharBuffer2 (Length: 100000) : called 100 times. 748738972 Ticks ReverseByStringBuilder (Length: 100000) : called 100 times. 732820133 Ticks ReverseByStringBuilder2 (Length: 100000) : called 100 times. 2249140177 Ticks ReverseByStack (Length: 100000) : called 100 times. 508241490 Ticks ReverseByXor (Length: 100000) : called 100 times. 192039592 Ticks ReverseByPointer (Length: 100000) : called 100 times. 2346782325 Ticks ReverseByLinq (Length: 100000) : called 100 times.
整理成表格如下
绘制成更直观的折线图(由于数量级差别太大,故舍去1000和10000长度的情况)
是的,LINQ方法处理长度为50的数组时,效率比长度为75的数组还要低。我测试了很多次,都是这样的结果,感兴趣的朋友可以深入研究一下。
将耗时明显偏高的LINQ方法和Stack方法去掉,剩下各种算法在时间上的优劣就一目了然了。
可见,直接使用指针的效率是最高的。而类库自带的Array.Reverse尽管在面对长度较小的数组时没有明显优势,但面对大数组其算法效率却十分稳定。XOR方法在小数组面前效率很高,但面对大数组就败下阵来。遍历了数组一半元素的CharBuffer2表现优异,无论面对大数组还是小数组,排名都很靠前。
指针方法尽管高效,但其带来的问题也许会很严重,而且面对大数组时Array.Reverse也同样优秀,因此一般情况下还是推荐使用Array.Reverse。当然如果面试官希望你拿出一套不使用类库的高效方案,CharBuffer2将是最佳选择。
当然,你也可以去找一个数组长度的临界点,在临界点以下使用CharBuffer2,在临界点以上使用Array.Reverse。如
public static string Reverse(this string original) { if (original.Length <= 25) return original.ReverseByCharBuffer2(); else return original.ReverseByArray(); }
希望本文对你有所帮助。