src/streamlit_app.py

import streamlit as st
import requests
from datasets import load_dataset

st.set_page_config(page_title="PWC Explorer", layout="wide")

# 1. Initialize Session States
if 'current_view' not in st.session_state:
    st.session_state.current_view = "trending"
if 'page_number' not in st.session_state:
    st.session_state.page_number = 0

# --- 2. Top Navigation Bar ---
nav_container = st.container()
with nav_container:
    # We added a 6th column to balance the layout
    col1, col2, col3, col4, col5, col6 = st.columns([1, 1, 1, 1, 1, 1])
    
    with col1:
        st.markdown("### 📚 PWC")
    with col2:
        if st.button("🔥 Trending", use_container_width=True):
            st.session_state.current_view = "trending"
            st.session_state.page_number = 0 # Reset page when switching
            st.rerun()
    with col3:
        if st.button("🔍 Search", use_container_width=True):
            st.session_state.current_view = "search"
            st.session_state.page_number = 0
            st.rerun()
    with col4:
        if st.button("🏆 Browse SOTA", use_container_width=True):
            st.session_state.current_view = "sota"
            st.rerun()
    with col5:
        if st.button("📊 Datasets", use_container_width=True):
            st.session_state.current_view = "datasets"
            st.rerun()
    with col6:
        if st.button("🧩 Methods", use_container_width=True):
            st.session_state.current_view = "methods"
            st.rerun()

st.divider()

# --- 3. View Logic ---

# --- VIEW: TRENDING ---
if st.session_state.current_view == "trending":
    st.subheader("🔥 Trending Research Papers")

    # Pagination UI
    PAGE_SIZE = 10
    c1, c2, c3 = st.columns([1, 2, 1])
    
    with c1:
        if st.button("⬅️ Previous", disabled=(st.session_state.page_number == 0)):
            st.session_state.page_number -= 1
            st.rerun() # Refresh to update data
    with c2:
        st.write(f"Center: Page {st.session_state.page_number + 1}")
    with c3:
        if st.button("Next ➡️"):
            st.session_state.page_number += 1
            st.rerun()

    # Data Fetching
    offset = st.session_state.page_number * PAGE_SIZE
    with st.spinner("Loading papers..."):
        dataset = load_dataset("pwc-archive/papers-with-abstracts", split="train", streaming=True)
        papers = list(dataset.skip(offset).take(PAGE_SIZE))

    # Display Papers
    for p in papers:
        with st.container():
            st.markdown(f"### {p['title']}")
            st.write(p['abstract'][:500] + "...")
            if p.get('arxiv_id'):
                st.link_button("View on ArXiv", f"https://arxiv.org/abs/{p['arxiv_id']}")
            st.divider()
            
# --- VIEW: SEARCH (The New Section) ---
elif st.session_state.current_view == "search":
    st.subheader("🔍 Global Archive Search")
    st.info("Search through the entire 1GB archive of 500,000+ papers.")
    
    query = st.text_input("Enter keywords (e.g., 'Diffusion Models', 'LLM')", key="global_search")
    
    if query:
        # Important: Added &config=default
        search_url = "https://datasets-server.huggingface.co/search"
        params = {
            "dataset": "pwc-archive/papers-with-abstracts",
            "config": "default", # <--- This fixes your error
            "split": "train",
            "query": query,
            "offset": st.session_state.page_number * 10,
            "length": 10
        }

        with st.spinner("Searching..."):
            response = requests.get(search_url, params=params)
            if response.status_code == 200:
                data = response.json()
                papers = [item['row'] for item in data['rows']]
                
                if not papers:
                    st.warning("No matches found.")
                
                for p in papers:
                    with st.expander(p['title']):
                        st.write(p['abstract'][:500] + "...")
                        if p.get('arxiv_id'):
                            st.link_button("ArXiv", f"https://arxiv.org/abs/{p['arxiv_id']}")
            else:
                st.error("The search service is currently unavailable.")
    else:
        st.write("Type something above to begin your search.")

# --- VIEW: SOTA ---
elif st.session_state.current_view == "sota":
    st.title("🏆 State-of-the-Art")
    st.info("Leaderboards coming soon! This page will show rankings for different ML tasks.")
    if st.button("Back to Trending"):
        st.session_state.current_view = "trending"
        st.rerun()

else:
    st.title("Under Construction")
    st.write(f"The **{st.session_state.current_view}** section is currently being indexed.")