app.py

import os, re, validators, streamlit as st
from youtube_transcript_api import YouTubeTranscriptApi, TranscriptsDisabled, VideoUnavailable
from langchain.prompts import PromptTemplate
from langchain.chains.summarize import load_summarize_chain
from langchain_groq import ChatGroq
from langchain.schema import Document
from langchain_community.document_loaders import UnstructuredURLLoader
from langchain.document_loaders import PyPDFLoader

# ─────────────────────────  STREAMLIT CONFIG  ──────────────────────────
st.set_page_config(page_title="LangChain Summarizer", page_icon="🦜")
st.title("🦜 LangChain: Summarize YT / Webpage / PDF")

# ────────────────────────────  API KEY INPUT  ──────────────────────────
with st.sidebar:
    st.header("API keys")
    groq_api_key = st.text_input("Groq API Key", type="password")
    if groq_api_key:
        os.environ["GROQ_API_KEY"] = groq_api_key          # for libraries

# ─────────────────────  PLACEHOLDERS / FILE & URL INPUT  ───────────────
generic_url   = st.text_input("Paste a YouTube / web URL here:")
uploaded_file = st.file_uploader("…or upload a PDF", type=["pdf"])

# ──────────────────────────  UTILITY FUNCTIONS  ────────────────────────
def get_video_id(url: str) -> str | None:
    m = re.search(r"(?:v=|\/)([0-9A-Za-z_-]{11})", url)
    return m.group(1) if m else None

SUMMARY_PROMPT = PromptTemplate(
    template="Provide a concise summary (~300 words):\n\nContent:\n{text}",
    input_variables=["text"],
)

def build_llm() -> ChatGroq:
    """Instantiate ChatGroq once and cache it in session_state."""
    if "llm" not in st.session_state:
        st.session_state.llm = ChatGroq(
            model="llama3-70b-8192",
            groq_api_key=os.environ["GROQ_API_KEY"],
        )
    return st.session_state.llm

def summarize(docs):
    llm   = build_llm()
    chain = load_summarize_chain(llm, chain_type="stuff", prompt=SUMMARY_PROMPT)
    return chain({"input_documents": docs})["output_text"]

# ─────────────────────────────  MAIN ACTION  ───────────────────────────
if st.button("Summarize"):
    if not groq_api_key:
        st.error("Please enter your Groq API key in the sidebar.")
    elif not generic_url and not uploaded_file:
        st.error("Provide a URL or upload a PDF, then press Summarize.")
    else:
        try:
            with st.spinner("Fetching and summarizing…"):

                # ---------- PDF ----------
                if uploaded_file:
                    tmp_path = f"/tmp/{uploaded_file.name}"
                    with open(tmp_path, "wb") as f:
                        f.write(uploaded_file.read())
                    docs = PyPDFLoader(tmp_path).load()
                    st.success(summarize(docs))
                    os.remove(tmp_path)

                # ---------- YouTube ----------
                elif "youtube" in generic_url or "youtu.be" in generic_url:
                    vid = get_video_id(generic_url)
                    if not vid:
                        st.error("Couldn’t extract a YouTube video ID 🤔")
                    else:
                        transcript = YouTubeTranscriptApi.get_transcript(vid)
                        text = " ".join(t["text"] for t in transcript)
                        st.success(summarize([Document(page_content=text)]))

                # ---------- Plain Webpage ----------
                else:
                    if not validators.url(generic_url):
                        st.error("That doesn’t look like a valid URL.")
                    else:
                        docs = UnstructuredURLLoader(
                            urls=[generic_url],
                            ssl_verify=False,
                            headers={
                                "User-Agent":
                                "Mozilla/5.0 (X11; Linux) AppleWebKit/537.36 "
                                "(KHTML, like Gecko) Chrome/121.0 Safari/537.36"
                            },
                        ).load()
                        st.success(summarize(docs))

        except (TranscriptsDisabled, VideoUnavailable) as yt_err:
            st.error(str(yt_err))
        except Exception as e:
            st.exception(e)