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https://github.com/yanyiwu/simhash
中文文档simhash值计算
https://github.com/yanyiwu/simhash
Last synced: about 15 hours ago
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中文文档simhash值计算
- Host: GitHub
- URL: https://github.com/yanyiwu/simhash
- Owner: yanyiwu
- Created: 2013-12-16T09:55:50.000Z (almost 11 years ago)
- Default Branch: master
- Last Pushed: 2024-09-22T11:08:57.000Z (3 months ago)
- Last Synced: 2024-10-29T18:07:17.446Z (about 1 month ago)
- Language: C++
- Homepage:
- Size: 4.47 MB
- Stars: 1,100
- Watchers: 54
- Forks: 260
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
Awesome Lists containing this project
- awesome-hacking-lists - yanyiwu/simhash - 中文文档simhash值计算 (C++)
README
# 专门针对中文文档的simhash算法库
[](https://github.com/yanyiwu/simhash/actions/workflows/cmake.yml)
[](https://github.com/yanyiwu/simhash)
[](http://yanyiwu.com/)
[](http://yanyiwu.mit-license.org)
[](https://github.com/yanyiwu/simhash/releases)
## 简介
此项目用来对中文文档计算出对应的 simhash 值。 simhash 是谷歌用来进行文本去重的算法，现在广泛应用在文本处理中。
详见[simhash算法原理及实现]
## 特性
+ 使用 [CppJieba] 作为分词器和关键词抽取器
+ 使用 [jenkins] 作为 hash 函数
+ `hpp` 风格，所有源码都是 `.hpp` 文件里面，方便使用。 `没有链接，就没有伤害。`
+ 本项目的副产品项目：[simhash\_server] 提供了简单的 simhash HTTP 服务。
## 依赖
* g++ (version >= 4.1 recommended), or clang++ .
## 用法
```sh
git clone --recurse-submodules https://github.com/yanyiwu/simhash.git
cd simhash
mkdir build
cd build
cmake ..
make
```
测试
```
make test
```
### 演示
```
文本："我是蓝翔技工拖拉机学院手扶拖拉机专业的。不用多久，我就会升职加薪，当上总经理，出任CEO，走上人生巅峰。"
关键词序列是: ["蓝翔:11.7392", "CEO:11.7392", "升职:10.8562", "加薪:10.6426", "手扶拖拉机:10.0089"]
simhash值是: 17831459094038722629
100010110110和110001110011 simhash值的相等判断如下：
海明距离阈值默认设置为3，则isEqual结果为：0
海明距离阈值默认设置为5，则isEqual结果为：1
```
详情请看 [demo](https://github.com/yanyiwu/simhash-demo)
### Benchmark
```sh
./benchmark/benchmarking
```
结果如下:
```
Running ./benchmark/benchmarking
Run on (16 X 2494.14 MHz CPU s)
CPU Caches:
L1 Data 32 KiB (x16)
L1 Instruction 32 KiB (x16)
L2 Unified 4096 KiB (x16)
L3 Unified 36608 KiB (x1)
Load Average: 0.07, 0.04, 0.03
***WARNING*** Library was built as DEBUG. Timings may be affected.
-------------------------------------------------------------------------------------------------
Benchmark Time CPU Iterations
-------------------------------------------------------------------------------------------------
BENCHMARK_Simhasher_extract_text50_top5 13478 ns 13478 ns 52013
BENCHMARK_Simhasher_extract_text50_top10 13843 ns 13843 ns 50833
BENCHMARK_Simhasher_extract_text50_top15 13929 ns 13929 ns 49488
BENCHMARK_Simhasher_extract_text50_top20 13842 ns 13842 ns 50541
BENCHMARK_Simhasher_extract_text500_top5 184074 ns 184067 ns 3775
BENCHMARK_Simhasher_make_text50_top5 14457 ns 14457 ns 48341
BENCHMARK_Simhasher_make_text50_top10 15170 ns 15169 ns 46203
BENCHMARK_Simhasher_make_text50_top15 15585 ns 15585 ns 44903
BENCHMARK_Simhasher_make_text50_top20 15743 ns 15742 ns 44466
BENCHMARK_Simhasher_binaryStringToUint64 0.000 ns 0.000 ns 1000000000
BENCHMARK_Simhasher_toBinaryString 63.9 ns 63.9 ns 10937009
BENCHMARK_Simhasher_make_from_predefined_keywords5 423 ns 423 ns 1644823
BENCHMARK_Simhasher_make_from_predefined_keywords10 735 ns 735 ns 950156
BENCHMARK_Simhasher_make_from_predefined_keywords20 1364 ns 1364 ns 508935
BENCHMARK_Simhasher_make_from_predefined_keywords50 7876 ns 7875 ns 89006
BENCHMARK_Simhasher_make_from_predefined_keywords100 21409 ns 21409 ns 32743
BENCHMARK_Simhasher_make_from_predefined_keywords200 47469 ns 47468 ns 14728
BENCHMARK_Simhasher_make_from_predefined_keywords500 124316 ns 124314 ns 5627
BENCHMARK_Simhasher_make_from_predefined_keywords1000 251336 ns 251329 ns 2785
BENCHMARK_Simhasher_binaryStringToUint64_isEqual 0.000 ns 0.000 ns 1000000000
BENCHMARK_Simhasher_binaryStringToUint64_isEqual_10k 0.000 ns 0.000 ns 1000000000
BENCHMARK_Simhasher_binaryStringToUint64_isEqual_1000k 0.000 ns 0.000 ns 1000000000
```
[simhash算法原理及实现]:http://yanyiwu.com/work/2014/01/30/simhash-shi-xian-xiang-jie.html
[CppJieba]:https://github.com/yanyiwu/cppjieba
[jenkins]:https://github.com/seomoz/simhash-cpp/blob/master/src/hashes/jenkins.h
[simhash\_server]:https://github.com/yanyiwu/simhash_server