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Create app.py
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app.py
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# -*- coding: utf-8 -*-
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"""
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@author:XuMing([email protected])
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@description: pip install gradio
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"""
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import gradio as gr
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from nerpy import NERModel
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# 中文实体识别模型(BertSoftmax)
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ner_model = NERModel(model_type='bert', model_name='shibing624/bert4ner-base-chinese')
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def ai_text(sentence):
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predictions, raw_outputs, entities = ner_model.predict([sentence])
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print("{} \t Entity: {}".format(sentence, entities))
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return entities
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if __name__ == '__main__':
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examples = [
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['常建良,男,1963年出生,工科学士,高级工程师,北京物资学院客座副教授'],
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['在国家物资局、物资部、国内贸易部金属材料流通司从事调拨分配工作'],
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]
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input = gr.inputs.Textbox(lines=4, placeholder="Enter Sentence")
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output_text = gr.outputs.Textbox()
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gr.Interface(ai_text,
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inputs=[input],
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outputs=[output_text],
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theme="grass",
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title="Chinese Text to Vector Model shibing624/bert4ner-base-chinese",
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description="Copy or input Chinese text here. Submit and the machine will calculate the NER entity.",
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article="Link to <a href='https://github.com/shibing624/nerpy' style='color:blue;' target='_blank\'>Github REPO</a>",
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examples=examples
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).launch()
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