VedantJhunthra commited on
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  1. app.py +22 -0
  2. requirements.txt +4 -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 DistilBERT model for mental health prediction
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+ classifier = pipeline("text-classification", model="AventIQ-AI/distilbert-mental-health-prediction")
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+
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+ def predict_mental_health(text):
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+ result = classifier(text)
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+ return f"Prediction: {result[0]['label']}\nConfidence: {result[0]['score']:.2f}"
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+
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+ # Create Gradio interface
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+ iface = gr.Interface(
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+ fn=predict_mental_health,
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+ inputs=gr.Textbox(lines=5, placeholder="Enter text describing feelings or thoughts..."),
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+ outputs=gr.Textbox(label="Mental Health Prediction"),
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+ title="Mental Health Condition Predictor",
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+ description="Analyze text to predict potential mental health conditions using the DistilBERT model fine-tuned by AventIQ.",
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+ )
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+
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+ # Launch the app
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+ if __name__ == "__main__":
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+ iface.launch()
requirements.txt ADDED
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+ torch
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+ transformers
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+ sentencepiece
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+ gradio