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app.py
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from sentence_transformers import SentenceTransformer
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import faiss
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import numpy as np
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import streamlit as st
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# Title
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st.title("Custom Data Chatbot")
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def chatbot(query):
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query_embedding = model.encode(query).reshape(1, -1)
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D, I = index.search(query_embedding, 1)
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similarity_score = D[0][0]
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st.write(f'similarity_score: {similarity_score}')
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if similarity_score < 0:
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return "I'm not sure I understand. Please try again with different wording."
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else:
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retrieved_answer = answers[I[0][0]]
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return retrieved_answer
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# Title
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st.write("### File Upload")
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uploaded_file = st.file_uploader("Choose a file", type=["csv"])
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if uploaded_file is not None:
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if uploaded_file.type == 'text/csv':
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st.write("### File Details:")
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st.write(f"Filename: {uploaded_file.name}")
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if uploaded_file.type in ["text/plain", "text/csv"]:
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file_content = uploaded_file.read().decode("utf-8")
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answers = file_content.splitlines()
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st.write('Total Content:' , len(answers))
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user_input = st.text_input("Enter text base on content you upload:")
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model = SentenceTransformer('all-MiniLM-L6-v2')
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answers_embeddings = model.encode(answers)
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d = answers_embeddings.shape[1]
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index = faiss.IndexFlatL2(d)
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index.add(np.array(answers_embeddings))
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if user_input.strip():
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st.write("You:", user_input)
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st.write("Bot:",chatbot(user_input))
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else:
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st.write("Please enter some text.")
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