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Lovish Singla
commited on
Update app.py
Browse files
app.py
CHANGED
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@@ -15,9 +15,9 @@ st.subheader("Summarize Content from a URL or Uploaded PDF")
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# Sidebar: API Key Inputs
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with st.sidebar:
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st.write("
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groq_api_key = st.text_input("Groq API Key", value="", type="password")
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langsmith_api_key = st.text_input("LangSmith API Key", value="", type="password")
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# Set LangSmith environment variables
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if langsmith_api_key:
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@@ -30,31 +30,28 @@ generic_url = st.text_input("URL (YouTube or Website)", label_visibility="collap
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# PDF File Uploader
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uploaded_file = st.file_uploader("Upload a PDF File", type=["pdf"])
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# Prompt
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Write a concise summary of the following content:
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initial_prompt = PromptTemplate(template=initial_prompt_template, input_variables=["text"])
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Content: {text}
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Please refine the current summary to include the new information while maintaining conciseness.
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"""
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refinement_prompt = PromptTemplate(template=refinement_prompt_template, input_variables=["existing_answer", "text"])
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# Initialize LLM with Groq API Key
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if groq_api_key:
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try:
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llm = ChatGroq(model="gemma2-9b-it", groq_api_key=groq_api_key)
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except Exception as e:
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st.error(f"Failed to initialize Groq client: {e}")
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# Button to Summarize Content
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if st.button("Summarize the Content"):
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@@ -66,45 +63,50 @@ if st.button("Summarize the Content"):
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st.error("Please provide a valid URL or upload a PDF file.")
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elif generic_url and not validators.url(generic_url):
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st.error("Please enter a valid URL. It can be a YouTube video or website URL.")
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else:
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try:
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with st.spinner("Processing..."):
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if generic_url.strip():
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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(
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urls=[generic_url],
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ssl_verify=False,
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headers={
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"User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 13_5_1)
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},
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)
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docs = loader.load()
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# Load
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elif uploaded_file:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".pdf") as temp_file:
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temp_file.write(uploaded_file.read())
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temp_file_path = temp_file.name
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# Load the PDF using PyPDFLoader
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loader = PyPDFLoader(temp_file_path)
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docs = loader.load_and_split()
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#
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except Exception as e:
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st.exception(f"Exception: {e}")
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# Sidebar: API Key Inputs
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with st.sidebar:
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st.write("Get your Groq API key from https://groq.com/ and your LangSmith API key from https://langsmith.com/")
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groq_api_key = st.text_input("Groq API Key", value="", type="password")
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langsmith_api_key = st.text_input("LangSmith API Key", value="", type="password")
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# Set LangSmith environment variables
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if langsmith_api_key:
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# PDF File Uploader
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uploaded_file = st.file_uploader("Upload a PDF File", type=["pdf"])
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# Prompt Templates
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initial_prompt = PromptTemplate(
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template="Write a concise summary of the following content:\nContent: {text}",
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input_variables=["text"]
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)
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refinement_prompt = PromptTemplate(
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template="The following is a summary that needs refinement:\nCurrent Summary: {existing_answer}\n\n"
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"We have additional content that can be used to refine the summary:\nContent: {text}\n\n"
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"Please refine the current summary to include the new information while maintaining conciseness.",
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input_variables=["existing_answer", "text"]
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)
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# Initialize LLM
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if groq_api_key:
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try:
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llm = ChatGroq(model="gemma2-9b-it", groq_api_key=groq_api_key)
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except Exception as e:
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st.error(f"Failed to initialize Groq client: {e}")
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llm = None
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else:
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llm = None
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# Button to Summarize Content
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if st.button("Summarize the Content"):
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st.error("Please provide a valid URL or upload a PDF file.")
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elif generic_url and not validators.url(generic_url):
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st.error("Please enter a valid URL. It can be a YouTube video or website URL.")
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elif not llm:
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st.error("LLM not initialized. Please check your API key.")
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else:
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try:
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with st.spinner("Processing..."):
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docs = []
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# Load from URL
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if generic_url.strip():
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if "youtube.com" in generic_url or "youtu.be" 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(
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urls=[generic_url],
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ssl_verify=False,
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headers={
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"User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 13_5_1) "
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"AppleWebKit/537.36 (KHTML, like Gecko) "
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"Chrome/116.0.0.0 Safari/537.36"
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},
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)
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docs = loader.load()
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# Load from PDF
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elif uploaded_file:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".pdf") as temp_file:
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temp_file.write(uploaded_file.read())
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temp_file_path = temp_file.name
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loader = PyPDFLoader(temp_file_path)
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docs = loader.load_and_split()
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# Safety check
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if not docs:
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st.error("❌ No content could be extracted from the given source. Please try another file or URL.")
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else:
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chain = load_summarize_chain(
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llm,
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chain_type="refine",
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question_prompt=initial_prompt,
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refine_prompt=refinement_prompt,
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verbose=True
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)
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output_summary = chain.run(docs)
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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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