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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 validators
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from langchain.prompts import PromptTemplate
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from langchain.chains.summarize import load_summarize_chain
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from langchain_community.document_loaders import YoutubeLoader, UnstructuredURLLoader
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from langchain_groq import ChatGroq
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import
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import
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st.
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prompt_template =
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""
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st.success(output_summary)
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except Exception as e:
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st.exception(f"Exception:{e}")
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import streamlit as st
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import validators
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from langchain.prompts import PromptTemplate
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from langchain.chains.summarize import load_summarize_chain
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from langchain_community.document_loaders import YoutubeLoader, UnstructuredURLLoader
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from langchain_groq import ChatGroq
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import os
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from dotenv import load_dotenv
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load_dotenv()
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llm = ChatGroq(api_key=os.getenv("GROQ_API_KEY"), model='mixtral-8x7b-32768')
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st.set_page_config(page_title="Summarizer app for youtube & website")
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st.title("Summarizer App")
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st.subheader("Summarizer URL")
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generic_url = st.text_input("URL", label_visibility="collapsed")
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# prompt template
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prompt_template = """
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Summarize the content of the following material. Highlight the main topics, key points, and important conclusions. Ensure the summary is concise and within 400 words, providing a clear and accurate overview.
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Content: {text}
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"""
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prompt = PromptTemplate(template=prompt_template, input_variables=['text'])
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if st.button("Summarize the content from the YT or Website"):
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# validate all the input
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if not generic_url.strip():
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st.error("Please enter a URL")
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elif not validators.url(generic_url):
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st.error("Please enter valid url. It can may be a YT video or website url")
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else:
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try:
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with st.spinner("Summarizing your content"):
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# loading the website or yt video url
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if "youtube.com" in generic_url:
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loader = YoutubeLoader.from_youtube_url(generic_url,add_video_info=True)
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else:
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loader = UnstructuredURLLoader(urls=[generic_url], ssl_verify=False,
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headers={"User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 13_5_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/116.0.0.0 Safari/537.36"})
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data = loader.load()
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# chain for summarization
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chain = load_summarize_chain(llm, chain_type='stuff', prompt=prompt)
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output_summary=chain.run(data)
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st.success(output_summary)
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except Exception as e:
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st.exception(f"Exception:{e}")
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