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add NER features

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  1. .gitignore +161 -0
  2. app.py +15 -4
  3. requirements.txt +2 -0
.gitignore ADDED
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+ #.idea/
app.py CHANGED
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  import gradio as gr
 
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- def greet(name):
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- return "Hello " + name + "!!"
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- iface = gr.Interface(fn=greet, inputs="text", outputs="text")
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- iface.launch()
 
 
 
 
 
 
 
 
 
 
 
 
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  import gradio as gr
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+ from transformers import pipeline
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+ get_completion = pipeline("ner", model="dslim/bert-base-NER")
 
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+ def ner(input):
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+ output = get_completion(input)
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+ return {"text": input, "entities": output}
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+
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+ demo = gr.Interface(fn=ner,
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+ inputs=[gr.Textbox(label="Text to find entities", lines=2)],
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+ outputs=[gr.HighlightedText(label="Text with entities")],
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+ title="NER with dslim/bert-base-NER",
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+ description="Find entities using the `dslim/bert-base-NER` model under the hood!",
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+ allow_flagging="never",
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+ #Here we introduce a new tag, examples, easy to use examples for your application
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+ examples=["My name is Andrew and I live in California", "My name is Poli and work at HuggingFace"])
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+ demo.launch()
requirements.txt ADDED
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+ transformers[torch]
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+ gradio