134 lines
5.6 KiB
Markdown
134 lines
5.6 KiB
Markdown
<p align="center">
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<br>DeepKE</br>
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<p>
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<p align="center">
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<a href="https://circleci.com/gh/huggingface/transformers">
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<img alt="Build" src="https://img.shields.io/circleci/build/github/huggingface/transformers/master">
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</a>
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<a href="https://github.com/huggingface/transformers/blob/master/LICENSE">
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<img alt="GitHub" src="https://img.shields.io/github/license/huggingface/transformers.svg?color=blue">
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</a>
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<a href="https://huggingface.co/transformers/index.html">
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<img alt="Documentation" src="https://img.shields.io/website/http/huggingface.co/transformers/index.html.svg?down_color=red&down_message=offline&up_message=online">
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</a>
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<a href="https://github.com/huggingface/transformers/releases">
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<img alt="GitHub release" src="https://img.shields.io/github/release/huggingface/transformers.svg">
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</a>
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<a href="https://github.com/huggingface/transformers/blob/master/CODE_OF_CONDUCT.md">
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<img alt="Contributor Covenant" src="https://img.shields.io/badge/Contributor%20Covenant-v2.0%20adopted-ff69b4.svg">
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</a>
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<a href="https://zenodo.org/badge/latestdoi/155220641"><img src="https://zenodo.org/badge/155220641.svg" alt="DOI"></a>
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</p>
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<h4 align="center">
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<p>
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<b>简体中文</b> |
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<a href="https://github.com/zjunlp/DeepKE/blob/test_new_deepke/README_ENGLISH.md">English</a>
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<p>
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</h4>
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<h3 align="center">
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<p>基于深度学习的开源中文知识图谱抽取框架</p>
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</h3>
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<h3 align="center">
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<a href="https://hf.co/course"><img src="https://raw.githubusercontent.com/huggingface/transformers/master/docs/source/imgs/course_banner.png"></a>
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</h3>
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DeepKE 提供了多种知识抽取模型。
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## 在线演示
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演示的demo地址
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1. RE
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```
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1.REGULAR
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2.FEW-SHOT
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3.DOCUMENT
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```
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2. NER
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```
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REGULAR
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```
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3. AE
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```
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REGULAR
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```
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## 快速上手
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1. RE
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数据为csv文件，样式范例为：
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| Sentence | Relation | Head | Head_offset | Tail | Tail_offset |
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| :----------------------------------------------------: | :------: | :--------: | :---------: | :--------: | :---------: |
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| 《岳父也是爹》是王军执导的电视剧，由马恩然、范明主演。 | 导演 | 岳父也是爹 | 1 | 王军 | 8 |
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| 《九玄珠》是在纵横中文网连载的一部小说，作者是龙马。 | 连载网站 | 九玄珠 | 1 | 纵横中文网 | 7 |
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| 提起杭州的美景，西湖总是第一个映入脑海的词语。 | 所在城市 | 西湖 | 8 | 杭州 | 2 |
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具体流程请进入详细的README中，RE包括了以下三个子功能
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**[REGULAR](https://github.com/zjunlp/deepke/blob/test_new_deepke/example/re/regular/README.md)**
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FEW-SHORT
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DOCUMENT
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2. NER
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数据为txt文件，样式范例为：
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| Sentence | Person | Location | Organization | Miscellaneous |
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| :----------------------------------------------------------: | :----------------------------------: | :---------------: | :-------------------------: | :-------------------: |
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| Australian Tom Moody took six for 82 but Chris Adams, 123, and Tim O'Gorman, 109, took Derbyshire to 471 and a first innings lead of 233. | Tom Moody, Chris Adams, Tim O'Gorman | / | Derbysire | Australian |
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| Irene, a master student in Zhejiang University, Hangzhou, is traveling in Warsaw for Chopin Music Festival. | Irene | Hangzhou, Warsaw | Zhejiang University | Chopin Music Festival |
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| It was one o'clock when we left Lauriston Gardens and Sherlock Holmes led me to Metropolitan Police Service. | Sherlock Holmes | Lauriston Gardens | Metropolitan Police Service | / |
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具体流程请进入详细的README中：
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**[REGULAR](https://github.com/zjunlp/deepke/blob/test_new_deepke/example/ner/regular/README.md)**
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3. AE
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数据为csv文件，样式范例为：
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| Sentence | Attribute | Entity | Entity_offset | Attribute_value | Attribute_value_offset |
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| :----------------------------------------------------: | :-----: | :-----: | :---: | :-----: | :------: |
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| 张冬梅，女，汉族，1968年2月生，河南淇县人，1988年7月加入中国共产党，1989年9月参加工作，中央党校经济管理专业毕业，中央党校研究生学历 | 民族 | 张冬梅 | 0 | 汉族 | 6 |
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| 杨缨，字绵公，号钓溪，松溪县人，祖籍将乐，是北宋理学家杨时的七世孙 | 朝代 | 杨缨 | 0 | 北宋 | 22 |
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| 2014年10月1日许鞍华执导的电影《黄金时代》上映，冯绍峰饰演与之差别极大的民国东北爷们萧军，演技受到肯定| 上映时间 | 黄金时代 | 19 | 2014年10月1日 | 0 |
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具体流程请进入详细的README中:
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**[REGULAR](https://github.com/zjunlp/deepke/blob/test_new_deepke/example/ae/regular/README.md)**
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## 模型架构
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Deepke的架构图如下所示
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<h3 align="center">
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<img src="pics/deepke.png">
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</h3>
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## 备注（常见问题）
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1. 使用 Anaconda 时，建议添加国内镜像，下载速度更快。如[清华镜像](https://mirrors.tuna.tsinghua.edu.cn/help/anaconda/)。
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1. 使用 pip 时，建议使用国内镜像，下载速度更快，如阿里云镜像。
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1. 安装后提示 `ModuleNotFoundError: No module named 'past'`，输入命令 `pip install future` 即可解决。
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## 致谢
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## 引用
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