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Add application file
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app.py
ADDED
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import gradio as gr
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from detoxify import Detoxify
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all_categories = {'all_categories': [
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'severe_toxicity',
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'obscene',
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'threat',
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'insult',
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'identity_attack',
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'sexual_explicit'
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]
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}
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examples = [
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['Yes indeed. She sort of reminds me of the elder lady that played the part in the movie "Titanic" who was telling her story!!! And I wouldn\'t have wanted to cover who I really am!! I would be proud!!!! WE should be proud of our race no matter what it is!!',
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50],
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['The trans women reading this tweet right now is beautiful', 50],
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["Question: These 4 broads who criticize America, what country did they flee to get here? And now they want to make OUR America like THEIR former HELL HOLE. I don't think so!!!!!!!!!! Let them explain their GRATITUDE for letting them in OUR country.",
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50],
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['Well being subtle you could not have been born because white people don\'t matter',
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50],
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["For starters bend over the one in pink and kick that ass and pussy to get a taste until she's begging for a dick inside her.",
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50]
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]
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model = Detoxify('multilingual')
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def toxicity(sentence, threshold):
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predicts = model.predict(sentence)
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return [ x for x in predicts if predicts[x] > threshold/100 ], all_categories
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gr.Interface(fn=toxicity,
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inputs=[
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gr.Textbox(placeholder="Enter sentence here..."),
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gr.Slider(0, 100)
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],
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outputs=[
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'text',
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gr.JSON(all_categories)
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],
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examples=examples).launch()
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