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Create app.py

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  1. app.py +30 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import pipeline
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+
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+ # Load the hate speech detection model from Hugging Face
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+ classifier = pipeline("text-classification", model="unitary/unbiased-toxic-roberta")
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+
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+ def detect_hate_speech(text):
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+ """Detect hate speech in the given text."""
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+ sentences = text.split(".")
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+ hate_speech = []
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+
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+ for sentence in sentences:
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+ if sentence.strip():
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+ result = classifier(sentence.strip())[0]
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+ if result["label"] in ["toxic", "insult", "hate"]:
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+ hate_speech.append(sentence.strip())
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+
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+ return hate_speech if hate_speech else "No hate speech detected"
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+
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+ # Create Gradio interface
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+ iface = gr.Interface(
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+ fn=detect_hate_speech,
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+ inputs=gr.Textbox(lines=5, placeholder="Enter text here..."),
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+ outputs="json",
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+ title="Hate Speech Detection",
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+ description="Enter a sentence or paragraph to check for hate speech.",
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+ )
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+
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+ # Launch the app
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+ iface.launch()