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Update app.py
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app.py
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import streamlit as st
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import os
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from dotenv import load_dotenv
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from llama_index.readers.web import SimpleWebPageReader
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from llama_index.core import VectorStoreIndex
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from llama_index.embeddings.gemini import GeminiEmbedding
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import google.generativeai as genai
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from llama_index.llms.gemini import Gemini
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from llama_index.core.node_parser import SentenceSplitter
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from llama_index.core import Settings
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st.title("LLM-Powered QA System")
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load_dotenv()
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api_key = os.getenv('GOOGLE_API_KEY')
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model = Gemini(model_name="models/gemini-
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def validate_api_key():
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if not api_key:
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st.error("GOOGLE_API_KEY environment variable not found!")
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st.stop()
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genai.configure(api_key=api_key)
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validate_api_key()
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url = st.text_input("Enter Webpage URL to Process:")
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question = st.text_input("Enter your question from the webpage:")
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if st.button("Process Webpage"):
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if url:
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try:
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st.info("Fetching webpage content...")
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reader = SimpleWebPageReader(html_to_text=True)
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documents = reader.load_data(urls=[url])
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embed_model = GeminiEmbedding(model_name="models/embedding-001")
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Settings.llm = model
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Settings.embed_model = embed_model
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Settings.node_parser = SentenceSplitter(chunk_size=512, chunk_overlap=20)
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Settings.num_output = 512
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Settings.context_window = 3900
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index = VectorStoreIndex.from_documents(documents,settings = Settings)
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query_engine = index.as_query_engine()
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response = query_engine.query(question)
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st.write("Response:" + response.response)
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except Exception as e:
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st.error(f"Error occurred: {str(e)}")
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import streamlit as st
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import os
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from dotenv import load_dotenv
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from llama_index.readers.web import SimpleWebPageReader
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from llama_index.core import VectorStoreIndex
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from llama_index.embeddings.gemini import GeminiEmbedding
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import google.generativeai as genai
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from llama_index.llms.gemini import Gemini
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from llama_index.core.node_parser import SentenceSplitter
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from llama_index.core import Settings
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st.title("LLM-Powered QA System")
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load_dotenv()
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api_key = os.getenv('GOOGLE_API_KEY')
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model = Gemini(model_name="models/gemini-1.5-flash")
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def validate_api_key():
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if not api_key:
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st.error("GOOGLE_API_KEY environment variable not found!")
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st.stop()
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genai.configure(api_key=api_key)
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validate_api_key()
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url = st.text_input("Enter Webpage URL to Process:")
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question = st.text_input("Enter your question from the webpage:")
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if st.button("Process Webpage"):
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if url:
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try:
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st.info("Fetching webpage content...")
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reader = SimpleWebPageReader(html_to_text=True)
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documents = reader.load_data(urls=[url])
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embed_model = GeminiEmbedding(model_name="models/embedding-001")
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Settings.llm = model
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Settings.embed_model = embed_model
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Settings.node_parser = SentenceSplitter(chunk_size=512, chunk_overlap=20)
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Settings.num_output = 512
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Settings.context_window = 3900
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index = VectorStoreIndex.from_documents(documents,settings = Settings)
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query_engine = index.as_query_engine()
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response = query_engine.query(question)
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st.write("Response:" + response.response)
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except Exception as e:
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st.error(f"Error occurred: {str(e)}")
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