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Delete knowledge_base.py
Browse files- knowledge_base.py +0 -33
knowledge_base.py
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import requests
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from transformers import pipeline
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# Load the model and tokenizer using Hugging Face's pipeline
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qa_pipeline = pipeline("question-answering", model="distilbert-base-uncased-distilled-squad")
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def load_qa_model():
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# Initialize any model settings or variables, if needed
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return qa_pipeline
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def get_answer_from_knowledge_base(question):
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"""
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This function uses a Hugging Face model (DistilBERT) for question answering
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from a given context.
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"""
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try:
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# Example: Using a static context for the model to search for answers
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context = """
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Andhra Pradesh (AP) is a state in southern India. The current Chief Minister of Andhra Pradesh is Y. S. Jagan Mohan Reddy.
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He assumed office in May 2019. Jagan Mohan Reddy is from the Yuvajana Sramika Rythu Congress Party (YSRCP).
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"""
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# Using the question-answering pipeline from Hugging Face
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result = qa_pipeline(question=question, context=context)
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# Extract and return the answer from the result
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if result['score'] > 0.1: # Only return answer if the model is confident
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return result['answer']
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else:
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return None
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except Exception as e:
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print(f"Error occurred: {e}")
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return "Sorry, I couldn't fetch data at the moment. Please try again later."
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