Update app.py
Browse files
app.py
CHANGED
@@ -2,17 +2,35 @@ import gradio as gr
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from transformers import pipeline
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# Load the trained intent classification model
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model_name = "sonisatish119/PhysioMindAI-intent-classification-bert"
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classifier = pipeline("text-classification", model=model_name)
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# Define
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def predict_intent(query):
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result = classifier(query)
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confidence = result[0]["score"]
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return f"Intent: {intent} (Confidence: {confidence:.2f})"
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#
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demo = gr.Interface(
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fn=predict_intent,
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inputs=gr.Textbox(placeholder="Type your query here...", lines=2),
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from transformers import pipeline
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# Load the trained intent classification model
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model_name = "sonisatish119/PhysioMindAI-intent-classification-bert"
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classifier = pipeline("text-classification", model=model_name)
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# Define intent label mapping
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intent_labels = {
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"LABEL_0": "book_appointment",
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"LABEL_1": "reschedule_appointment",
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"LABEL_2": "cancel_appointment",
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"LABEL_3": "check_appointment_status",
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"LABEL_4": "available_slots_inquiry",
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"LABEL_5": "appointment_reminder",
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"LABEL_6": "appointment_requirements",
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"LABEL_7": "emergency_booking",
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"LABEL_8": "appointment_location_details",
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"LABEL_9": "modify_appointment_details",
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}
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# Function to predict intent
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def predict_intent(query):
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result = classifier(query)
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label = result[0]["label"] # This will be "LABEL_0", "LABEL_1", etc.
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confidence = result[0]["score"]
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# Map label to actual intent name
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intent = intent_labels.get(label, "Unknown Intent")
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return f"Intent: {intent} (Confidence: {confidence:.2f})"
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# Gradio Interface
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demo = gr.Interface(
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fn=predict_intent,
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inputs=gr.Textbox(placeholder="Type your query here...", lines=2),
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