我想知道如何有效地计算 hashCode对于 BitSet类似 Set<Integer> 的实现.

BitSet#hashCode显然计算速度很快，相当愚蠢(*)并且与 Set#hashCode() 不兼容.

快速兼容的实现可能是这样的

int hashCode() {
    int result = 0;
    for (int i=0; i<bits.length; ++i) {
        long word = bits[i];
        result += 64 * i * Long.bitCount(word) + weightedBitCount(word);
    }
    return result;
}

如果有一个有效的实现

int weightedBitCount(long word) { // naive implementation
    int result = 0;
    for (int i=0; i<64; ++i) {
        if ((word & (1L << i)) != 0) {
            result += i;
        }
    }
    return result;
}

如果大多数位未设置，可以通过测试 word==0 来改进简单的实现或使用 Long.highestOneBit或类似的东西，但这些技巧在其他情况下没有多大帮助，而且有害。

是否有一个聪明的技巧可以显着加快它的总体速度？

我想，对多个单词进行一些批量计算可能会更有效率。计算 Set#size同时将是一笔不错的奖金。

关于过早优化的说明:是的，我知道。我主要是好奇(它对 Project Euler 之类的东西很有用)。

(*) 有很多位被完全忽略(它们在乘法中被移出)。

最佳答案

尽管有硬件支持(例如，x86 popcnt 指令)，在 O(1) 时间内计算位是一个相当著名的算法，通常表示为 SWAR bitcount .

但是，您的算法有一个自定义内核，它根据设置的位添加不同的值:

result += loop_counter_value;

由于缺乏用于使用自定义内核进行位计数的简洁算法，一种久经考验的真实方法是利用预先计算的结果。在此上下文中，查找表。显然，包含 64 位所有组合(2⁶⁴ 组合!)的查找表很笨重，但您可以通过预先计算 n 字节变量的每个字节来拆分差异。对于 8 个字节，这是 256*8，或 2KiB 内存。考虑:

int weightedBitCount(long word) {
    int result = 0;
    int[][] lookups = {
        {0, 0, 1, 1, 2, 2, 3, 3, 3, 3, 4, 4, 5, 5, 6, 6, 4, 4, 5, 5, 6, 6, 7, 7, 7, 7, 8, 8, 9, 9, 10, 10, 5, 5, 6, 6, 7, 7, 8, 8, 8, 8, 9, 9, 10, 10, 11, 11, 9, 9, 10, 10, 11, 11, 12, 12, 12, 12, 13, 13, 14, 14, 15, 15, 6, 6, 7, 7, 8, 8, 9, 9, 9, 9, 10, 10, 11, 11, 12, 12, 10, 10, 11, 11, 12, 12, 13, 13, 13, 13, 14, 14, 15, 15, 16, 16, 11, 11, 12, 12, 13, 13, 14, 14, 14, 14, 15, 15, 16, 16, 17, 17, 15, 15, 16, 16, 17, 17, 18, 18, 18, 18, 19, 19, 20, 20, 21, 21, 7, 7, 8, 8, 9, 9, 10, 10, 10, 10, 11, 11, 12, 12, 13, 13, 11, 11, 12, 12, 13, 13, 14, 14, 14, 14, 15, 15, 16, 16, 17, 17, 12, 12, 13, 13, 14, 14, 15, 15, 15, 15, 16, 16, 17, 17, 18, 18, 16, 16, 17, 17, 18, 18, 19, 19, 19, 19, 20, 20, 21, 21, 22, 22, 13, 13, 14, 14, 15, 15, 16, 16, 16, 16, 17, 17, 18, 18, 19, 19, 17, 17, 18, 18, 19, 19, 20, 20, 20, 20, 21, 21, 22, 22, 23, 23, 18, 18, 19, 19, 20, 20, 21, 21, 21, 21, 22, 22, 23, 23, 24, 24, 22, 22, 23, 23, 24, 24, 25, 25, 25, 25, 26, 26, 27, 27, 28, 28},
        {0, 8, 9, 17, 10, 18, 19, 27, 11, 19, 20, 28, 21, 29, 30, 38, 12, 20, 21, 29, 22, 30, 31, 39, 23, 31, 32, 40, 33, 41, 42, 50, 13, 21, 22, 30, 23, 31, 32, 40, 24, 32, 33, 41, 34, 42, 43, 51, 25, 33, 34, 42, 35, 43, 44, 52, 36, 44, 45, 53, 46, 54, 55, 63, 14, 22, 23, 31, 24, 32, 33, 41, 25, 33, 34, 42, 35, 43, 44, 52, 26, 34, 35, 43, 36, 44, 45, 53, 37, 45, 46, 54, 47, 55, 56, 64, 27, 35, 36, 44, 37, 45, 46, 54, 38, 46, 47, 55, 48, 56, 57, 65, 39, 47, 48, 56, 49, 57, 58, 66, 50, 58, 59, 67, 60, 68, 69, 77, 15, 23, 24, 32, 25, 33, 34, 42, 26, 34, 35, 43, 36, 44, 45, 53, 27, 35, 36, 44, 37, 45, 46, 54, 38, 46, 47, 55, 48, 56, 57, 65, 28, 36, 37, 45, 38, 46, 47, 55, 39, 47, 48, 56, 49, 57, 58, 66, 40, 48, 49, 57, 50, 58, 59, 67, 51, 59, 60, 68, 61, 69, 70, 78, 29, 37, 38, 46, 39, 47, 48, 56, 40, 48, 49, 57, 50, 58, 59, 67, 41, 49, 50, 58, 51, 59, 60, 68, 52, 60, 61, 69, 62, 70, 71, 79, 42, 50, 51, 59, 52, 60, 61, 69, 53, 61, 62, 70, 63, 71, 72, 80, 54, 62, 63, 71, 64, 72, 73, 81, 65, 73, 74, 82, 75, 83, 84, 92},
        {0, 16, 17, 33, 18, 34, 35, 51, 19, 35, 36, 52, 37, 53, 54, 70, 20, 36, 37, 53, 38, 54, 55, 71, 39, 55, 56, 72, 57, 73, 74, 90, 21, 37, 38, 54, 39, 55, 56, 72, 40, 56, 57, 73, 58, 74, 75, 91, 41, 57, 58, 74, 59, 75, 76, 92, 60, 76, 77, 93, 78, 94, 95, 111, 22, 38, 39, 55, 40, 56, 57, 73, 41, 57, 58, 74, 59, 75, 76, 92, 42, 58, 59, 75, 60, 76, 77, 93, 61, 77, 78, 94, 79, 95, 96, 112, 43, 59, 60, 76, 61, 77, 78, 94, 62, 78, 79, 95, 80, 96, 97, 113, 63, 79, 80, 96, 81, 97, 98, 114, 82, 98, 99, 115, 100, 116, 117, 133, 23, 39, 40, 56, 41, 57, 58, 74, 42, 58, 59, 75, 60, 76, 77, 93, 43, 59, 60, 76, 61, 77, 78, 94, 62, 78, 79, 95, 80, 96, 97, 113, 44, 60, 61, 77, 62, 78, 79, 95, 63, 79, 80, 96, 81, 97, 98, 114, 64, 80, 81, 97, 82, 98, 99, 115, 83, 99, 100, 116, 101, 117, 118, 134, 45, 61, 62, 78, 63, 79, 80, 96, 64, 80, 81, 97, 82, 98, 99, 115, 65, 81, 82, 98, 83, 99, 100, 116, 84, 100, 101, 117, 102, 118, 119, 135, 66, 82, 83, 99, 84, 100, 101, 117, 85, 101, 102, 118, 103, 119, 120, 136, 86, 102, 103, 119, 104, 120, 121, 137, 105, 121, 122, 138, 123, 139, 140, 156},
        {0, 24, 25, 49, 26, 50, 51, 75, 27, 51, 52, 76, 53, 77, 78, 102, 28, 52, 53, 77, 54, 78, 79, 103, 55, 79, 80, 104, 81, 105, 106, 130, 29, 53, 54, 78, 55, 79, 80, 104, 56, 80, 81, 105, 82, 106, 107, 131, 57, 81, 82, 106, 83, 107, 108, 132, 84, 108, 109, 133, 110, 134, 135, 159, 30, 54, 55, 79, 56, 80, 81, 105, 57, 81, 82, 106, 83, 107, 108, 132, 58, 82, 83, 107, 84, 108, 109, 133, 85, 109, 110, 134, 111, 135, 136, 160, 59, 83, 84, 108, 85, 109, 110, 134, 86, 110, 111, 135, 112, 136, 137, 161, 87, 111, 112, 136, 113, 137, 138, 162, 114, 138, 139, 163, 140, 164, 165, 189, 31, 55, 56, 80, 57, 81, 82, 106, 58, 82, 83, 107, 84, 108, 109, 133, 59, 83, 84, 108, 85, 109, 110, 134, 86, 110, 111, 135, 112, 136, 137, 161, 60, 84, 85, 109, 86, 110, 111, 135, 87, 111, 112, 136, 113, 137, 138, 162, 88, 112, 113, 137, 114, 138, 139, 163, 115, 139, 140, 164, 141, 165, 166, 190, 61, 85, 86, 110, 87, 111, 112, 136, 88, 112, 113, 137, 114, 138, 139, 163, 89, 113, 114, 138, 115, 139, 140, 164, 116, 140, 141, 165, 142, 166, 167, 191, 90, 114, 115, 139, 116, 140, 141, 165, 117, 141, 142, 166, 143, 167, 168, 192, 118, 142, 143, 167, 144, 168, 169, 193, 145, 169, 170, 194, 171, 195, 196, 220},
        {0, 32, 33, 65, 34, 66, 67, 99, 35, 67, 68, 100, 69, 101, 102, 134, 36, 68, 69, 101, 70, 102, 103, 135, 71, 103, 104, 136, 105, 137, 138, 170, 37, 69, 70, 102, 71, 103, 104, 136, 72, 104, 105, 137, 106, 138, 139, 171, 73, 105, 106, 138, 107, 139, 140, 172, 108, 140, 141, 173, 142, 174, 175, 207, 38, 70, 71, 103, 72, 104, 105, 137, 73, 105, 106, 138, 107, 139, 140, 172, 74, 106, 107, 139, 108, 140, 141, 173, 109, 141, 142, 174, 143, 175, 176, 208, 75, 107, 108, 140, 109, 141, 142, 174, 110, 142, 143, 175, 144, 176, 177, 209, 111, 143, 144, 176, 145, 177, 178, 210, 146, 178, 179, 211, 180, 212, 213, 245, 39, 71, 72, 104, 73, 105, 106, 138, 74, 106, 107, 139, 108, 140, 141, 173, 75, 107, 108, 140, 109, 141, 142, 174, 110, 142, 143, 175, 144, 176, 177, 209, 76, 108, 109, 141, 110, 142, 143, 175, 111, 143, 144, 176, 145, 177, 178, 210, 112, 144, 145, 177, 146, 178, 179, 211, 147, 179, 180, 212, 181, 213, 214, 246, 77, 109, 110, 142, 111, 143, 144, 176, 112, 144, 145, 177, 146, 178, 179, 211, 113, 145, 146, 178, 147, 179, 180, 212, 148, 180, 181, 213, 182, 214, 215, 247, 114, 146, 147, 179, 148, 180, 181, 213, 149, 181, 182, 214, 183, 215, 216, 248, 150, 182, 183, 215, 184, 216, 217, 249, 185, 217, 218, 250, 219, 251, 252, 284},
        {0, 40, 41, 81, 42, 82, 83, 123, 43, 83, 84, 124, 85, 125, 126, 166, 44, 84, 85, 125, 86, 126, 127, 167, 87, 127, 128, 168, 129, 169, 170, 210, 45, 85, 86, 126, 87, 127, 128, 168, 88, 128, 129, 169, 130, 170, 171, 211, 89, 129, 130, 170, 131, 171, 172, 212, 132, 172, 173, 213, 174, 214, 215, 255, 46, 86, 87, 127, 88, 128, 129, 169, 89, 129, 130, 170, 131, 171, 172, 212, 90, 130, 131, 171, 132, 172, 173, 213, 133, 173, 174, 214, 175, 215, 216, 256, 91, 131, 132, 172, 133, 173, 174, 214, 134, 174, 175, 215, 176, 216, 217, 257, 135, 175, 176, 216, 177, 217, 218, 258, 178, 218, 219, 259, 220, 260, 261, 301, 47, 87, 88, 128, 89, 129, 130, 170, 90, 130, 131, 171, 132, 172, 173, 213, 91, 131, 132, 172, 133, 173, 174, 214, 134, 174, 175, 215, 176, 216, 217, 257, 92, 132, 133, 173, 134, 174, 175, 215, 135, 175, 176, 216, 177, 217, 218, 258, 136, 176, 177, 217, 178, 218, 219, 259, 179, 219, 220, 260, 221, 261, 262, 302, 93, 133, 134, 174, 135, 175, 176, 216, 136, 176, 177, 217, 178, 218, 219, 259, 137, 177, 178, 218, 179, 219, 220, 260, 180, 220, 221, 261, 222, 262, 263, 303, 138, 178, 179, 219, 180, 220, 221, 261, 181, 221, 222, 262, 223, 263, 264, 304, 182, 222, 223, 263, 224, 264, 265, 305, 225, 265, 266, 306, 267, 307, 308, 348},
        {0, 48, 49, 97, 50, 98, 99, 147, 51, 99, 100, 148, 101, 149, 150, 198, 52, 100, 101, 149, 102, 150, 151, 199, 103, 151, 152, 200, 153, 201, 202, 250, 53, 101, 102, 150, 103, 151, 152, 200, 104, 152, 153, 201, 154, 202, 203, 251, 105, 153, 154, 202, 155, 203, 204, 252, 156, 204, 205, 253, 206, 254, 255, 303, 54, 102, 103, 151, 104, 152, 153, 201, 105, 153, 154, 202, 155, 203, 204, 252, 106, 154, 155, 203, 156, 204, 205, 253, 157, 205, 206, 254, 207, 255, 256, 304, 107, 155, 156, 204, 157, 205, 206, 254, 158, 206, 207, 255, 208, 256, 257, 305, 159, 207, 208, 256, 209, 257, 258, 306, 210, 258, 259, 307, 260, 308, 309, 357, 55, 103, 104, 152, 105, 153, 154, 202, 106, 154, 155, 203, 156, 204, 205, 253, 107, 155, 156, 204, 157, 205, 206, 254, 158, 206, 207, 255, 208, 256, 257, 305, 108, 156, 157, 205, 158, 206, 207, 255, 159, 207, 208, 256, 209, 257, 258, 306, 160, 208, 209, 257, 210, 258, 259, 307, 211, 259, 260, 308, 261, 309, 310, 358, 109, 157, 158, 206, 159, 207, 208, 256, 160, 208, 209, 257, 210, 258, 259, 307, 161, 209, 210, 258, 211, 259, 260, 308, 212, 260, 261, 309, 262, 310, 311, 359, 162, 210, 211, 259, 212, 260, 261, 309, 213, 261, 262, 310, 263, 311, 312, 360, 214, 262, 263, 311, 264, 312, 313, 361, 265, 313, 314, 362, 315, 363, 364, 412},
        {0, 56, 57, 113, 58, 114, 115, 171, 59, 115, 116, 172, 117, 173, 174, 230, 60, 116, 117, 173, 118, 174, 175, 231, 119, 175, 176, 232, 177, 233, 234, 290, 61, 117, 118, 174, 119, 175, 176, 232, 120, 176, 177, 233, 178, 234, 235, 291, 121, 177, 178, 234, 179, 235, 236, 292, 180, 236, 237, 293, 238, 294, 295, 351, 62, 118, 119, 175, 120, 176, 177, 233, 121, 177, 178, 234, 179, 235, 236, 292, 122, 178, 179, 235, 180, 236, 237, 293, 181, 237, 238, 294, 239, 295, 296, 352, 123, 179, 180, 236, 181, 237, 238, 294, 182, 238, 239, 295, 240, 296, 297, 353, 183, 239, 240, 296, 241, 297, 298, 354, 242, 298, 299, 355, 300, 356, 357, 413, 63, 119, 120, 176, 121, 177, 178, 234, 122, 178, 179, 235, 180, 236, 237, 293, 123, 179, 180, 236, 181, 237, 238, 294, 182, 238, 239, 295, 240, 296, 297, 353, 124, 180, 181, 237, 182, 238, 239, 295, 183, 239, 240, 296, 241, 297, 298, 354, 184, 240, 241, 297, 242, 298, 299, 355, 243, 299, 300, 356, 301, 357, 358, 414, 125, 181, 182, 238, 183, 239, 240, 296, 184, 240, 241, 297, 242, 298, 299, 355, 185, 241, 242, 298, 243, 299, 300, 356, 244, 300, 301, 357, 302, 358, 359, 415, 186, 242, 243, 299, 244, 300, 301, 357, 245, 301, 302, 358, 303, 359, 360, 416, 246, 302, 303, 359, 304, 360, 361, 417, 305, 361, 362, 418, 363, 419, 420, 476}
    };
    for (int bite = 0; bite < 8; bite++)
        result += lookups[bite][ (int)(word >> (bite * 8)) & 0xff ];
    return result;
}

您可能会稍微清理一下，将初始化移出函数，等等，但这至关重要地从循环中删除了分支，并将 128 条指令(全为零)的最佳情况减少到 56 条指令(粗略的数字)。最坏的情况在 192 条指令到 56 条指令时更为明显。此外，智能编译器可能会完全展开循环，减少到 40 条指令。

关于java - 为 Set<Integer> 的类似 BitSet 的实现有效地计算 hashCode，我们在Stack Overflow上找到一个类似的问题： https://stackoverflow.com/questions/48897530/