# **jiojio**
### - 基于CPU的高性能、持续迭代模型、简便中文分词器
### a convenient Chinese word segmentation tool
<p align="center">
<a alt="License">
<img src="https://img.shields.io/github/license/dongrixinyu/jiojio?color=crimson" /></a>
<a alt="Size">
<img src="https://img.shields.io/badge/size-82.1m-orange" /></a>
<a alt="Downloads">
<img src="https://pepy.tech/badge/jiojio/month" /></a>
<a alt="Version">
<img src="https://img.shields.io/badge/version-1.2.6-green" /></a>
<a href="https://github.com/dongrixinyu/jiojio/pulse" alt="Activity">
<img src="https://img.shields.io/github/commit-activity/m/dongrixinyu/jiojio?color=blue" /></a>
</p>
## 适用场景
- 基于 **CPU** 的**高性能**、**持续优化** 中文分词器。
## 功能
- 基于 C 的 Python 接口分词器，CPU 单进程运行性能达 **13.4 万字/秒**，[**多个分词工具性能对比**](https://github.com/dongrixinyu/jiojio/wiki/多种常见开源分词工具的性能对比)
- 网页版 [**JioNLP源站**](http://www.jionlp.com)，可快速试用分词、词性标注功能
- 基于 CRF 算法，精细优化的 **字符特征工程**，[**模型特征说明**](https://github.com/dongrixinyu/jiojio/wiki/jiojio-分词CRF特征总结)
- 对模型文件的尽力压缩，使用 `np.float8` 精度类型，**500万特征参数，模型文件大小30M**，方便 pip 安装
- 添加自定义词典兼容**静态、动态**两种方式，流程一致性强，[**词典配置说明**](https://github.com/dongrixinyu/jiojio/wiki/向分词模型添加自定义词典)
- 将规则加入模型，有效克服某些类型文本受限于模型处理的情况，[**分词-添加正则**](../../wiki/jiojio-使用说明文档#user-content-分词-添加正则)
- 支持词性标注功能，与 [**JioNLP**](https://github.com/dongrixinyu/JioNLP) 联合实现**关键短语抽取**、**新闻地域识别** 等功能
## 安装
- pip 方式（稳定版本）
```
$ pip install jiojio
```
- Git 方式（开发版本）
```
$ git clone https://github.com/dongrixinyu/jiojio
$ cd jiojio
$ pip install .
```
- 非 ubuntu 环境的 C 安装
如使用 windows 或 mac 等操作系统或其它硬件，则没有直接可调用 C 的库，程序默认直接调用纯 Python 进行分词，因此速度会慢。可以使用以下方式安装编译 C 库。以下方式仅供参考，在熟悉 C 语言后进行调试使用。
```
$ git clone https://github.com/dongrixinyu/jiojio
$ cd jiojio/jiojio/jiojio_cpp
$ ./compiler.sh
```
## 使用
- 基础方式
```
>>> import jiojio
>>> jiojio.init()
>>> print(jiojio.cut('开源软件应秉持全人类共享的精神，搞封闭式是行不通的。'))
# ['开源', '软件', '应', '秉持', '全人类', '共享', '的', '精神', '，', '搞', '封闭式', '是', '行', '不通', '的', '。']
# 可通过 jiojio.help() 获取基本使用方式说明
# 可通过 print(jiojio.init.__doc__) 获取模型初始化的各类参数
```
- 其它参数与设置
- [**分词-添加正则**](../../wiki/jiojio-使用说明文档#user-content-分词-添加正则)
- [**分词-增加静态词典**](../../wiki/jiojio-使用说明文档#user-content-分词-增加静态词典)
- [**分词-增加动态词典**](../../wiki/jiojio-使用说明文档#user-content-分词-增加动态词典)
- [**词性标注**](../../wiki/jiojio-使用说明文档#user-content-词性标注)
- [**词性标注-添加正则**](../../wiki/jiojio-使用说明文档#user-content-词性标注-添加正则)
- [**词性标注-增加动态词典**](../../wiki/jiojio-使用说明文档#user-content-词性标注-增加动态词典)
## 关于 jiojio 分词器的一些问答
- 可能早十年把这个分词器写出来，jiojio 也许现在就会流行起来。在 ChatGPT 称霸 NLP 界的今天，我写这个工具，加速这个工具，纯粹是为了提升一下 C 语言的编程能力。ChatGPT 能够做出来，还是需要理想主义的，我写这个工具同理。
- [与jiojio有关的问答](../../wiki/关于jiojio分词器的一些问答)
## TODO
- 对分词器效果做**标注数据更新**，模型**长期优化**
## 交流群聊
- 欢迎加入自然语言处理NLP交流群，搜索**wx公众号“JioNLP”**，或扫以下码即可入群
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"description": "# **jiojio**\n\n### - \u57fa\u4e8eCPU\u7684\u9ad8\u6027\u80fd\u3001\u6301\u7eed\u8fed\u4ee3\u6a21\u578b\u3001\u7b80\u4fbf\u4e2d\u6587\u5206\u8bcd\u5668\n\n### a convenient Chinese word segmentation tool\n\n<p align=\"center\">\n\n <a alt=\"License\">\n\n <img src=\"https://img.shields.io/github/license/dongrixinyu/jiojio?color=crimson\" /></a>\n\n <a alt=\"Size\">\n\n <img src=\"https://img.shields.io/badge/size-82.1m-orange\" /></a>\n\n <a alt=\"Downloads\">\n\n <img src=\"https://pepy.tech/badge/jiojio/month\" /></a>\n\n <a alt=\"Version\">\n\n <img src=\"https://img.shields.io/badge/version-1.2.6-green\" /></a>\n\n <a href=\"https://github.com/dongrixinyu/jiojio/pulse\" alt=\"Activity\">\n\n <img src=\"https://img.shields.io/github/commit-activity/m/dongrixinyu/jiojio?color=blue\" /></a>\n\n</p>\n\n\n\n## \u9002\u7528\u573a\u666f\n\n- \u57fa\u4e8e **CPU** \u7684**\u9ad8\u6027\u80fd**\u3001**\u6301\u7eed\u4f18\u5316** \u4e2d\u6587\u5206\u8bcd\u5668\u3002\n\n\n\n## \u529f\u80fd\n\n- \u57fa\u4e8e C \u7684 Python \u63a5\u53e3\u5206\u8bcd\u5668\uff0cCPU \u5355\u8fdb\u7a0b\u8fd0\u884c\u6027\u80fd\u8fbe **13.4 \u4e07\u5b57/\u79d2**\uff0c[**\u591a\u4e2a\u5206\u8bcd\u5de5\u5177\u6027\u80fd\u5bf9\u6bd4**](https://github.com/dongrixinyu/jiojio/wiki/\u591a\u79cd\u5e38\u89c1\u5f00\u6e90\u5206\u8bcd\u5de5\u5177\u7684\u6027\u80fd\u5bf9\u6bd4)\n\n\n\n- \u7f51\u9875\u7248 [**JioNLP\u6e90\u7ad9**](http://www.jionlp.com)\uff0c\u53ef\u5feb\u901f\u8bd5\u7528\u5206\u8bcd\u3001\u8bcd\u6027\u6807\u6ce8\u529f\u80fd\n\n\n\n- \u57fa\u4e8e CRF \u7b97\u6cd5\uff0c\u7cbe\u7ec6\u4f18\u5316\u7684 **\u5b57\u7b26\u7279\u5f81\u5de5\u7a0b**\uff0c[**\u6a21\u578b\u7279\u5f81\u8bf4\u660e**](https://github.com/dongrixinyu/jiojio/wiki/jiojio-\u5206\u8bcdCRF\u7279\u5f81\u603b\u7ed3)\n\n- \u5bf9\u6a21\u578b\u6587\u4ef6\u7684\u5c3d\u529b\u538b\u7f29\uff0c\u4f7f\u7528 `np.float8` \u7cbe\u5ea6\u7c7b\u578b\uff0c**500\u4e07\u7279\u5f81\u53c2\u6570\uff0c\u6a21\u578b\u6587\u4ef6\u5927\u5c0f30M**\uff0c\u65b9\u4fbf pip \u5b89\u88c5\n\n- \u6dfb\u52a0\u81ea\u5b9a\u4e49\u8bcd\u5178\u517c\u5bb9**\u9759\u6001\u3001\u52a8\u6001**\u4e24\u79cd\u65b9\u5f0f\uff0c\u6d41\u7a0b\u4e00\u81f4\u6027\u5f3a\uff0c[**\u8bcd\u5178\u914d\u7f6e\u8bf4\u660e**](https://github.com/dongrixinyu/jiojio/wiki/\u5411\u5206\u8bcd\u6a21\u578b\u6dfb\u52a0\u81ea\u5b9a\u4e49\u8bcd\u5178)\n\n- \u5c06\u89c4\u5219\u52a0\u5165\u6a21\u578b\uff0c\u6709\u6548\u514b\u670d\u67d0\u4e9b\u7c7b\u578b\u6587\u672c\u53d7\u9650\u4e8e\u6a21\u578b\u5904\u7406\u7684\u60c5\u51b5\uff0c[**\u5206\u8bcd-\u6dfb\u52a0\u6b63\u5219**](../../wiki/jiojio-\u4f7f\u7528\u8bf4\u660e\u6587\u6863#user-content-\u5206\u8bcd-\u6dfb\u52a0\u6b63\u5219)\n\n- \u652f\u6301\u8bcd\u6027\u6807\u6ce8\u529f\u80fd\uff0c\u4e0e [**JioNLP**](https://github.com/dongrixinyu/JioNLP) \u8054\u5408\u5b9e\u73b0**\u5173\u952e\u77ed\u8bed\u62bd\u53d6**\u3001**\u65b0\u95fb\u5730\u57df\u8bc6\u522b** \u7b49\u529f\u80fd\n\n\n\n## \u5b89\u88c5\n\n- pip \u65b9\u5f0f\uff08\u7a33\u5b9a\u7248\u672c\uff09\n\n```\n\n$ pip install jiojio\n\n```\n\n\n\n- Git \u65b9\u5f0f\uff08\u5f00\u53d1\u7248\u672c\uff09\n\n```\n\n$ git clone https://github.com/dongrixinyu/jiojio\n\n$ cd jiojio\n\n$ pip install .\n\n```\n\n\n\n- \u975e ubuntu \u73af\u5883\u7684 C \u5b89\u88c5\n\n\u5982\u4f7f\u7528 windows \u6216 mac \u7b49\u64cd\u4f5c\u7cfb\u7edf\u6216\u5176\u5b83\u786c\u4ef6\uff0c\u5219\u6ca1\u6709\u76f4\u63a5\u53ef\u8c03\u7528 C \u7684\u5e93\uff0c\u7a0b\u5e8f\u9ed8\u8ba4\u76f4\u63a5\u8c03\u7528\u7eaf Python \u8fdb\u884c\u5206\u8bcd\uff0c\u56e0\u6b64\u901f\u5ea6\u4f1a\u6162\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u65b9\u5f0f\u5b89\u88c5\u7f16\u8bd1 C \u5e93\u3002\u4ee5\u4e0b\u65b9\u5f0f\u4ec5\u4f9b\u53c2\u8003\uff0c\u5728\u719f\u6089 C \u8bed\u8a00\u540e\u8fdb\u884c\u8c03\u8bd5\u4f7f\u7528\u3002\n\n```\n\n$ git clone https://github.com/dongrixinyu/jiojio\n\n$ cd jiojio/jiojio/jiojio_cpp\n\n$ ./compiler.sh\n\n```\n\n\n\n## \u4f7f\u7528\n\n- \u57fa\u7840\u65b9\u5f0f\n\n```\n\n>>> import jiojio\n\n>>> jiojio.init()\n\n>>> print(jiojio.cut('\u5f00\u6e90\u8f6f\u4ef6\u5e94\u79c9\u6301\u5168\u4eba\u7c7b\u5171\u4eab\u7684\u7cbe\u795e\uff0c\u641e\u5c01\u95ed\u5f0f\u662f\u884c\u4e0d\u901a\u7684\u3002'))\n\n\n\n# ['\u5f00\u6e90', '\u8f6f\u4ef6', '\u5e94', '\u79c9\u6301', '\u5168\u4eba\u7c7b', '\u5171\u4eab', '\u7684', '\u7cbe\u795e', '\uff0c', '\u641e', '\u5c01\u95ed\u5f0f', '\u662f', '\u884c', '\u4e0d\u901a', '\u7684', '\u3002']\n\n# \u53ef\u901a\u8fc7 jiojio.help() \u83b7\u53d6\u57fa\u672c\u4f7f\u7528\u65b9\u5f0f\u8bf4\u660e\n\n# \u53ef\u901a\u8fc7 print(jiojio.init.__doc__) \u83b7\u53d6\u6a21\u578b\u521d\u59cb\u5316\u7684\u5404\u7c7b\u53c2\u6570\n\n```\n\n\n\n- \u5176\u5b83\u53c2\u6570\u4e0e\u8bbe\u7f6e\n\n - [**\u5206\u8bcd-\u6dfb\u52a0\u6b63\u5219**](../../wiki/jiojio-\u4f7f\u7528\u8bf4\u660e\u6587\u6863#user-content-\u5206\u8bcd-\u6dfb\u52a0\u6b63\u5219)\n\n - [**\u5206\u8bcd-\u589e\u52a0\u9759\u6001\u8bcd\u5178**](../../wiki/jiojio-\u4f7f\u7528\u8bf4\u660e\u6587\u6863#user-content-\u5206\u8bcd-\u589e\u52a0\u9759\u6001\u8bcd\u5178)\n\n - [**\u5206\u8bcd-\u589e\u52a0\u52a8\u6001\u8bcd\u5178**](../../wiki/jiojio-\u4f7f\u7528\u8bf4\u660e\u6587\u6863#user-content-\u5206\u8bcd-\u589e\u52a0\u52a8\u6001\u8bcd\u5178)\n\n - [**\u8bcd\u6027\u6807\u6ce8**](../../wiki/jiojio-\u4f7f\u7528\u8bf4\u660e\u6587\u6863#user-content-\u8bcd\u6027\u6807\u6ce8)\n\n - [**\u8bcd\u6027\u6807\u6ce8-\u6dfb\u52a0\u6b63\u5219**](../../wiki/jiojio-\u4f7f\u7528\u8bf4\u660e\u6587\u6863#user-content-\u8bcd\u6027\u6807\u6ce8-\u6dfb\u52a0\u6b63\u5219)\n\n - [**\u8bcd\u6027\u6807\u6ce8-\u589e\u52a0\u52a8\u6001\u8bcd\u5178**](../../wiki/jiojio-\u4f7f\u7528\u8bf4\u660e\u6587\u6863#user-content-\u8bcd\u6027\u6807\u6ce8-\u589e\u52a0\u52a8\u6001\u8bcd\u5178)\n\n\n\n## \u5173\u4e8e jiojio \u5206\u8bcd\u5668\u7684\u4e00\u4e9b\u95ee\u7b54\n\n- \u53ef\u80fd\u65e9\u5341\u5e74\u628a\u8fd9\u4e2a\u5206\u8bcd\u5668\u5199\u51fa\u6765\uff0cjiojio \u4e5f\u8bb8\u73b0\u5728\u5c31\u4f1a\u6d41\u884c\u8d77\u6765\u3002\u5728 ChatGPT \u79f0\u9738 NLP \u754c\u7684\u4eca\u5929\uff0c\u6211\u5199\u8fd9\u4e2a\u5de5\u5177\uff0c\u52a0\u901f\u8fd9\u4e2a\u5de5\u5177\uff0c\u7eaf\u7cb9\u662f\u4e3a\u4e86\u63d0\u5347\u4e00\u4e0b C \u8bed\u8a00\u7684\u7f16\u7a0b\u80fd\u529b\u3002ChatGPT \u80fd\u591f\u505a\u51fa\u6765\uff0c\u8fd8\u662f\u9700\u8981\u7406\u60f3\u4e3b\u4e49\u7684\uff0c\u6211\u5199\u8fd9\u4e2a\u5de5\u5177\u540c\u7406\u3002\n\n- [\u4e0ejiojio\u6709\u5173\u7684\u95ee\u7b54](../../wiki/\u5173\u4e8ejiojio\u5206\u8bcd\u5668\u7684\u4e00\u4e9b\u95ee\u7b54)\n\n\n\n## TODO\n\n\n\n- \u5bf9\u5206\u8bcd\u5668\u6548\u679c\u505a**\u6807\u6ce8\u6570\u636e\u66f4\u65b0**\uff0c\u6a21\u578b**\u957f\u671f\u4f18\u5316**\n\n\n\n## \u4ea4\u6d41\u7fa4\u804a\n\n\n\n- \u6b22\u8fce\u52a0\u5165\u81ea\u7136\u8bed\u8a00\u5904\u7406NLP\u4ea4\u6d41\u7fa4\uff0c\u641c\u7d22**wx\u516c\u4f17\u53f7\u201cJioNLP\u201d**\uff0c\u6216\u626b\u4ee5\u4e0b\u7801\u5373\u53ef\u5165\u7fa4\n\n\n\n\n\n\n",
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