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< p align = "center" >
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< br > DeepKE< / br >
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< p >
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< a href = "https://circleci.com/gh/huggingface/transformers" >
< img alt = "Build" src = "https://img.shields.io/circleci/build/github/huggingface/transformers/master" >
< / a >
< a href = "https://github.com/huggingface/transformers/blob/master/LICENSE" >
< img alt = "GitHub" src = "https://img.shields.io/github/license/huggingface/transformers.svg?color=blue" >
< / a >
< a href = "https://huggingface.co/transformers/index.html" >
< 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" >
< / a >
< a href = "https://github.com/huggingface/transformers/releases" >
< img alt = "GitHub release" src = "https://img.shields.io/github/release/huggingface/transformers.svg" >
< / a >
< a href = "https://github.com/huggingface/transformers/blob/master/CODE_OF_CONDUCT.md" >
< img alt = "Contributor Covenant" src = "https://img.shields.io/badge/Contributor%20Covenant-v2.0%20adopted-ff69b4.svg" >
< / a >
< a href = "https://zenodo.org/badge/latestdoi/155220641" > < img src = "https://zenodo.org/badge/155220641.svg" alt = "DOI" > < / a >
< / 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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< / h4 >
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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 >
< / h3 >
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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 >
< / 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
演示的demo地址
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1. RE
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```
1.REGULAR
2.FEW-SHOT
3.DOCUMENT
```
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2. NER
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```
REGULAR
```
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3. AE
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## 快速上手
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1. RE
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数据为csv文件， ：
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| Sentence | Relation | Head | Head_offset | Tail | Tail_offset |
| :----------------------------------------------------: | :------: | :--------: | :---------: | :--------: | :---------: |
| 《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 |
| 《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 |
| 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，
** [REGULAR ](https://github.com/zjunlp/deepke/blob/test_new_deepke/example/re/regular/README.md )**
FEW-SHORT
DOCUMENT
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2. NER
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数据为txt文件， ：
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| sentence | Person | Location | Organization | Miscellaneous |
| :----------------------------------------------------------: | :----------------------------------: | :---------------: | :-------------------------: | :-------------------: |
| 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 |
| Irene, a master student in Zhejiang University, Hangzhou, is traveling in Warsaw for Chopin Music Festival. | Irene | Hangzhou, Warsaw | Zhejiang University | Chopin Music Festival |
| 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：
** [REGULAR ](https://github.com/zjunlp/deepke/blob/test_new_deepke/example/ner/regular/README.md )**
3. AE
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## 模型架构
Deepke的架构图如下所示
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< img src = "pics/deepke.png" >
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< / h3 >
## 备注（常见问题）
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/)。
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。
1. 安装后提示 `ModuleNotFoundError: No module named 'past'` ，输入命令 `pip install future` 即可解决。
## 致谢
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## 引用
