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README.md
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license: apache-2.0
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---
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license: apache-2.0
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language: zh
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---
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# uie-base
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## 介绍
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* **[PaddlePaddle/uie-base](https://huggingface.co/PaddlePaddle/uie-base)** 的 Pytorch 实现
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## 代码调用
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### 实体抽取
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```python
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from transformers import AutoModel, AutoTokenizer
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model = AutoModel.from_pretrained('Casually/uie-base', trust_remote_code=True)
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model.eval().to('cuda')
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tokenizer = AutoTokenizer.from_pretrained('Casually/uie-base')
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schema = ['时间', '选手', '赛事名称']
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res = model.predict(schema=schema,
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input_texts="2月8日上午北京冬奥会自由式滑雪女子大跳台决赛中中国选手谷爱凌以188.25分获得金牌!",
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tokenizer=tokenizer,
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)
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```
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```ipython
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>>> from pprint import pprint
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>>> pprint(res)
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[{'时间': [{'end': 6,
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'probability': 0.9857378532924486,
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'start': 0,
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'text': '2月8日上午'}],
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'赛事名称': [{'end': 23,
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'probability': 0.8503088338956672,
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'start': 6,
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'text': '北京冬奥会自由式滑雪女子大跳台决赛'}],
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'选手': [{'end': 31,
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'probability': 0.8981540953663227,
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'start': 28,
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'text': '谷爱凌'}]}]
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```
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### 关系抽取
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```python
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from transformers import AutoModel, AutoTokenizer
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model = AutoModel.from_pretrained('Casually/uie-base', trust_remote_code=True)
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model.eval().to('cuda')
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tokenizer = AutoTokenizer.from_pretrained('Casually/uie-base')
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schema = {'竞赛名称': ['主办方', '承办方', '已举办次数']}
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res = model.predict(schema=schema,
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input_texts='2022语言与智能技术竞赛由中国中文信息学会和中国计算机学会联合主办,百度公司、中国中文信息学会评测工作委员会和中国计算机学会自然语言处理专委会承办,已连续举办4届,成为全球最热门的中文NLP赛事之一。',
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tokenizer=tokenizer,
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)
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```
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```ipython
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>>> from pprint import pprint
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>>> pprint(res)
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[{'竞赛名称': [{'end': 13,
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'probability': 0.7825399252310206,
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'relations': {'主办方': [{'end': 22,
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'probability': 0.8421708822079559,
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'start': 14,
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'text': '中国中文信息学会'},
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{'end': 30,
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'probability': 0.758080734850175,
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'start': 23,
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'text': '中国计算机学会'}],
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'已举办次数': [{'end': 82,
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'probability': 0.46713059200541807,
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'start': 80,
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'text': '4届'}],
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'承办方': [{'end': 55,
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'probability': 0.7000500325229737,
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'start': 40,
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'text': '中国中文信息学会评测工作委员会'},
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{'end': 72,
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'probability': 0.6193481234526885,
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'start': 56,
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'text': '中国计算机学会自然语言处理专委会'},
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{'end': 39,
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'probability': 0.8292709340121291,
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'start': 35,
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'text': '百度公司'}]},
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'start': 0,
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'text': '2022语言与智能技术竞赛'}]}]
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```
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### 事件抽取
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```python
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from transformers import AutoModel, AutoTokenizer
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model = AutoModel.from_pretrained('Casually/uie-base', trust_remote_code=True)
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model.eval().to('cuda')
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tokenizer = AutoTokenizer.from_pretrained('Casually/uie-base')
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schema = {'地震触发词': ['地震强度', '时间', '震中位置', '震源深度']}
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res = model.predict(schema=schema,
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input_texts='中国地震台网正式测定:5月16日06时08分在云南临沧市凤庆县(北纬24.34度,东经99.98度)发生3.5级地震,震源深度10千米。',
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tokenizer=tokenizer,
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)
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```
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```ipython
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>>> from pprint import pprint
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>>> pprint(res)
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[{'地震触发词': [{'end': 58,
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'probability': 0.9977425555988333,
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'relations': {'地震强度': [{'end': 56,
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'probability': 0.998080217831891,
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'start': 52,
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'text': '3.5级'}],
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'时间': [{'end': 22,
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'probability': 0.9853299772936026,
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'start': 11,
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'text': '5月16日06时08分'}],
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'震中位置': [{'end': 50,
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'probability': 0.7874016313748768,
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'start': 23,
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'text': '云南临沧市凤庆县(北纬24.34度,东经99.98度)'}],
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'震源深度': [{'end': 67,
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'probability': 0.9937973233053299,
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'start': 63,
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'text': '10千米'}]},
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'start': 56,
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'text': '地震'}]}]
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```
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