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swisstable -- a joke.md
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155
swisstable -- a joke.md
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## swisstable -- a joke
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`swisstable`是`abseil-cpp`中`flat_hash_set/map`中使用的hash表实现,使用的是二次探测法,号称性能优于STL,下面讲讲这个`swisstable`是怎么回事
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这个hash表使用了一个`group`的概念,将一块连续的内存分为若干个`group`,每个`group`有16个元素包括`meta`和`slot`两部分,其中`meta`存放64位的`hash`值的7位(称为h2),`slot`用于存放Key,Key通过`hash`值的57位(称为h1)来索引,使用SSE2同时比较128位的ctrl值,快速找到Key在`group`中的偏移,这也是为什么是16个`meta`是一组(128 / 8 = 16),而`meta`又有三个特殊值`-1`、`-2`和`-128`分别对应,sentinel、invalid(delete)和empty,一开始所有`meta`被初始化位`empty`
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查找过程:
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1. 计算hash,得到h1和h2
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2. 通过h2得到起始的`group`
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3. 使用h2和这一`group`的`meta`匹配 (使用SSE2)
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4. 若匹配,返回到起始位置的offset
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5. 若匹配到 `empty` 则返回不存在
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代码如下
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```c++
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auto pattern = _mm_set1_epi8(H2(hash)); // 1
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prober seq { H1(hash), groups_ - 1 }; // 1
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matcher m { 0 };
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while (true) {
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group g { ctrl_ + seq.offset() }; // 2
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m = g.match(pattern); // 3
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while (m) {
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offset = seq.offset(m.index());
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assert(offset < cap_);
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if (likely(slot_[offset] == key)) // 4
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return true;
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++m;
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}
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if (likely(g.match_empty())) // 5
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return false;
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seq.next();
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}
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```
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这个`swisstable`宣传查找比STL要快,但不管是使用`absl::flat_hash_set`的官方实现,还是本人的实现,结果都不如STL(少数时候能比STL快一点点)
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```shell
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abby@Serenity ~/s/build> ./bench2
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----------- insert ------------
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unordered_set => 183.605811ms
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flat_hash_set => 41.932002ms
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----------- search ------------
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unordered_set => 4.378100ms
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flat_hash_set => 22.928702ms
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unordered_set cap 1056323 size 787268 load_factor 0.745291
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flat_hash_set cap 1048575 size 787268 load_factor 0.750798
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abby@Serenity ~/s/build> ./bench2
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----------- insert ------------
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unordered_set => 182.890869ms
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flat_hash_set => 39.940193ms
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----------- search ------------
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unordered_set => 4.542800ms
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flat_hash_set => 21.498796ms
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unordered_set cap 1056323 size 786505 load_factor 0.744569
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flat_hash_set cap 1048575 size 786505 load_factor 0.750070
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abby@Serenity ~/s/build> ./bench2
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----------- insert ------------
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unordered_set => 183.804469ms
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flat_hash_set => 38.301994ms
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----------- search ------------
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unordered_set => 5.001399ms
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flat_hash_set => 22.470496ms
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unordered_set cap 1056323 size 787110 load_factor 0.745141
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flat_hash_set cap 1048575 size 787110 load_factor 0.750647
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abby@Serenity ~/s/build> ./bench
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----------- insert ------------
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unordered_set => 187.271974ms
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swiss => 22.850596ms
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----------- search ------------
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unordered_set => 4.307000ms
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swiss => 4.016499ms
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unordered_set cap 1056323 size 786815 load_factor 0.744862
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swiss cap 1048576 size 786815 load_factor 0.750365
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abby@Serenity ~/s/build> ./bench
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----------- insert ------------
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unordered_set => 197.831773ms
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swiss => 20.787797ms
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----------- search ------------
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unordered_set => 4.811299ms
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swiss => 4.107399ms
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unordered_set cap 1056323 size 787381 load_factor 0.745398
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swiss cap 1048576 size 787381 load_factor 0.750905
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```
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据说rust也有使用了swisstable实现,实际测试如下
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```shell
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abby@Serenity ~/hash_test> cargo run --release ~/numbers.txt
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Compiling libc v0.2.148
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Compiling gcc v0.3.55
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Compiling autocfg v1.1.0
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Compiling version_check v0.9.4
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Compiling ahash v0.8.3
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Compiling num-traits v0.2.16
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Compiling cfg-if v1.0.0
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Compiling once_cell v1.18.0
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Compiling fasthash-sys v0.3.2
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Compiling cfg-if v0.1.10
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Compiling rand v0.4.6
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Compiling seahash v3.0.7
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Compiling allocator-api2 v0.2.16
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Compiling xoroshiro128 v0.3.0
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Compiling hashbrown v0.14.1
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Compiling fasthash v0.4.0
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Compiling hash_test v0.1.0 (/home/abby/hash_test)
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Finished release [optimized] target(s) in 12.99s
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Running `target/release/hash_test /home/abby/numbers.txt`
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swiss insert => 73ms
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swiss search => 57ms
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std insert => 76ms
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std search => 69ms
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abby@Serenity ~/hash_test> cargo run --release ~/numbers.txt
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Finished release [optimized] target(s) in 0.01s
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Running `target/release/hash_test /home/abby/numbers.txt`
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swiss insert => 71ms
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swiss search => 56ms
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std insert => 71ms
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std search => 55ms
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abby@Serenity ~/hash_test> cargo run --release ~/numbers.txt
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Finished release [optimized] target(s) in 0.02s
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Running `target/release/hash_test /home/abby/numbers.txt`
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swiss insert => 73ms
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swiss search => 78ms
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std insert => 72ms
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std search => 61ms
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abby@Serenity ~/hash_test>
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```
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结论:
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为什么,swisstable实现会比STL的慢,可能时因为这里面的实现`meta`和`slot`是分开存放的,类似
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```
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| meta | slot |
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+-------------------+----------------------------------------+
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```
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导致在查找时需要在`meta`和`slot`之间来回跳转,对缓存不友好
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如果将`meta`和`slot`做到和 L1 cache对齐,效果应该要好一些
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