app.py

"""
app.py - RAG Chatbot with Ultra Premium 3D UI
Run with: python app.py
"""

import os
import sys
import gradio as gr
from dotenv import load_dotenv

load_dotenv()
sys.path.insert(0, os.path.dirname(__file__))

from src.document_loader import load_document
from src.embeddings import get_embedding_model
from src.vector_database import add_documents_to_store, load_vector_store
from src.rag_pipeline import build_rag_chain, ask_question
from src.utils import save_uploaded_file, split_documents, format_sources

embedding_model = None
rag_chain = None

def _get_embeddings():
    global embedding_model
    if embedding_model is None:
        embedding_model = get_embedding_model()
    return embedding_model

def handle_upload(files) -> str:
    global rag_chain
    if not files:
        return "⚠️  No files uploaded. Please select at least one file."
    status_lines = []
    all_chunks = []
    for file in files:
        filename = os.path.basename(file.name)
        status_lines.append(f"📄 Processing: {filename}")
        try:
            saved_path = save_uploaded_file(file.name)
            documents = load_document(saved_path)
            chunks = split_documents(documents)
            all_chunks.extend(chunks)
            status_lines.append(f"   ✅ {filename} — {len(chunks)} chunk(s) extracted")
        except ValueError as e:
            status_lines.append(f"   ❌ {filename} — {e}")
        except Exception as e:
            status_lines.append(f"   ❌ {filename} — Unexpected error: {e}")
    if not all_chunks:
        return "\n".join(status_lines) + "\n\n⚠️  No text could be extracted."
    status_lines.append("\n🔄 Generating embeddings and updating vector store …")
    try:
        embeddings = _get_embeddings()
        vector_store = add_documents_to_store(all_chunks, embeddings)
        rag_chain = build_rag_chain(vector_store)
        status_lines.append("✅ Vector store updated successfully!")
        status_lines.append("💬 You can now ask questions in the Chat tab.")
    except EnvironmentError as e:
        status_lines.append(f"❌ Configuration error: {e}")
    except Exception as e:
        status_lines.append(f"❌ Failed to build the RAG pipeline: {e}")
    return "\n".join(status_lines)

def handle_question(question: str):
    global rag_chain
    if not question.strip():
        return "Please type a question first.", ""
    if rag_chain is None:
        try:
            embeddings = _get_embeddings()
            vector_store = load_vector_store(embeddings)
            if vector_store is None:
                return "No documents indexed yet. Please upload documents first.", ""
            rag_chain = build_rag_chain(vector_store)
        except EnvironmentError as e:
            return f"Configuration error: {e}", ""
        except Exception as e:
            return f"Failed to load the RAG pipeline: {e}", ""
    try:
        result = ask_question(rag_chain, question)
        answer = result["answer"]
        sources_text = format_sources(result["sources"])
        return answer, sources_text
    except Exception as e:
        return f"Error generating answer: {e}", ""


CUSTOM_CSS = """
@import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&family=Space+Grotesk:wght@400;500;600;700;800&display=swap');

*, *::before, *::after { box-sizing: border-box; margin: 0; padding: 0; }

body, .gradio-container {
    background: #030712 !important;
    font-family: 'Inter', sans-serif !important;
    min-height: 100vh;
    overflow-x: hidden;
}

.gradio-container {
    max-width: 100% !important;
    padding: 0 !important;
    margin: 0 !important;
}

/* ── Animated Aurora Background ── */
body::before {
    content: '';
    position: fixed;
    top: 0; left: 0; right: 0; bottom: 0;
    background:
        radial-gradient(ellipse 80% 50% at 20% 20%, rgba(0,212,255,0.07) 0%, transparent 60%),
        radial-gradient(ellipse 60% 40% at 80% 10%, rgba(124,58,237,0.08) 0%, transparent 60%),
        radial-gradient(ellipse 70% 60% at 50% 90%, rgba(16,185,129,0.05) 0%, transparent 60%);
    animation: aurora 12s ease-in-out infinite alternate;
    pointer-events: none;
    z-index: 0;
}

@keyframes aurora {
    0%   { opacity: 1; transform: scale(1) rotate(0deg); }
    50%  { opacity: 0.7; transform: scale(1.05) rotate(1deg); }
    100% { opacity: 1; transform: scale(1) rotate(0deg); }
}

/* ── Floating orbs ── */
body::after {
    content: '';
    position: fixed;
    width: 500px; height: 500px;
    top: -100px; right: -100px;
    background: radial-gradient(circle, rgba(0,212,255,0.06) 0%, transparent 70%);
    border-radius: 50%;
    animation: floatOrb 8s ease-in-out infinite;
    pointer-events: none;
    z-index: 0;
}

@keyframes floatOrb {
    0%, 100% { transform: translateY(0px) translateX(0px); }
    33%  { transform: translateY(30px) translateX(-20px); }
    66%  { transform: translateY(-20px) translateX(20px); }
}

/* ── Hero Section ── */
.hero-wrap {
    position: relative;
    z-index: 1;
    background: linear-gradient(180deg, #050d1a 0%, #030712 100%);
    border-bottom: 1px solid rgba(0,212,255,0.1);
    padding: 60px 60px 52px;
    overflow: hidden;
}

.hero-wrap::before {
    content: '';
    position: absolute;
    top: 0; left: 0; right: 0; bottom: 0;
    background: url("data:image/svg+xml,%3Csvg width='60' height='60' viewBox='0 0 60 60' xmlns='http://www.w3.org/2000/svg'%3E%3Cg fill='none' fill-rule='evenodd'%3E%3Cg fill='%2300d4ff' fill-opacity='0.02'%3E%3Ccircle cx='30' cy='30' r='1'/%3E%3C/g%3E%3C/g%3E%3C/svg%3E");
    pointer-events: none;
}

.hero-grid-line {
    position: absolute;
    top: 0; left: 0; right: 0; bottom: 0;
    background-image:
        linear-gradient(rgba(0,212,255,0.03) 1px, transparent 1px),
        linear-gradient(90deg, rgba(0,212,255,0.03) 1px, transparent 1px);
    background-size: 60px 60px;
    pointer-events: none;
}

.hero-chip {
    display: inline-flex;
    align-items: center;
    gap: 8px;
    background: rgba(0,212,255,0.08);
    border: 1px solid rgba(0,212,255,0.2);
    border-radius: 100px;
    padding: 6px 16px;
    font-size: 11px;
    font-weight: 600;
    letter-spacing: 2px;
    text-transform: uppercase;
    color: #00d4ff;
    font-family: 'Space Grotesk', sans-serif;
    margin-bottom: 24px;
}

.hero-chip::before {
    content: '';
    width: 6px; height: 6px;
    background: #00d4ff;
    border-radius: 50%;
    box-shadow: 0 0 8px #00d4ff;
    animation: pulse 2s ease-in-out infinite;
}

@keyframes pulse {
    0%, 100% { opacity: 1; transform: scale(1); }
    50% { opacity: 0.5; transform: scale(1.3); }
}

.hero-title {
    font-family: 'Space Grotesk', sans-serif;
    font-size: 56px;
    font-weight: 800;
    line-height: 1.1;
    letter-spacing: -1.5px;
    color: #f0f6fc;
    margin-bottom: 20px;
}

.hero-title .gradient-text {
    background: linear-gradient(135deg, #00d4ff 0%, #7c3aed 50%, #f59e0b 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
    background-size: 200% 200%;
    animation: gradientShift 4s ease infinite;
}

@keyframes gradientShift {
    0%   { background-position: 0% 50%; }
    50%  { background-position: 100% 50%; }
    100% { background-position: 0% 50%; }
}

.hero-sub {
    font-size: 17px;
    color: #6e7681;
    line-height: 1.7;
    max-width: 580px;
    margin-bottom: 36px;
    font-weight: 400;
}

.hero-tags {
    display: flex;
    gap: 10px;
    flex-wrap: wrap;
}

.hero-tag {
    background: rgba(255,255,255,0.04);
    border: 1px solid rgba(255,255,255,0.08);
    border-radius: 8px;
    padding: 8px 16px;
    font-size: 13px;
    font-weight: 500;
    color: #8b949e;
    font-family: 'Space Grotesk', sans-serif;
    transition: all 0.3s ease;
    cursor: default;
    transform: perspective(400px) translateZ(0px);
}

.hero-tag:hover {
    background: rgba(0,212,255,0.08);
    border-color: rgba(0,212,255,0.3);
    color: #00d4ff;
    transform: perspective(400px) translateZ(8px);
    box-shadow: 0 8px 24px rgba(0,212,255,0.15);
}

/* ── Stats Bar ── */
.stats-bar {
    display: grid;
    grid-template-columns: repeat(4, 1fr);
    gap: 0;
    border-bottom: 1px solid rgba(0,212,255,0.08);
    position: relative;
    z-index: 1;
    background: rgba(5,13,26,0.8);
    backdrop-filter: blur(20px);
}

.stat-item {
    padding: 24px 32px;
    border-right: 1px solid rgba(0,212,255,0.08);
    transition: background 0.3s ease;
}

.stat-item:last-child { border-right: none; }
.stat-item:hover { background: rgba(0,212,255,0.03); }

.stat-num {
    font-family: 'Space Grotesk', sans-serif;
    font-size: 32px;
    font-weight: 700;
    color: #00d4ff;
    line-height: 1;
    margin-bottom: 4px;
    text-shadow: 0 0 20px rgba(0,212,255,0.4);
}

.stat-lbl {
    font-size: 11px;
    color: #484f58;
    font-weight: 500;
    letter-spacing: 1px;
    text-transform: uppercase;
    font-family: 'Space Grotesk', sans-serif;
}

/* ── Main Content ── */
.main-wrap {
    position: relative;
    z-index: 1;
    padding: 40px 60px 60px;
}

/* ── Tabs ── */
.tabs-wrap > div:first-child {
    background: transparent !important;
    border-bottom: 1px solid rgba(255,255,255,0.06) !important;
    padding: 0 !important;
    margin-bottom: 36px !important;
}

.tabs-wrap > div:first-child button {
    background: transparent !important;
    border: none !important;
    border-bottom: 2px solid transparent !important;
    color: #484f58 !important;
    font-family: 'Space Grotesk', sans-serif !important;
    font-size: 13px !important;
    font-weight: 600 !important;
    letter-spacing: 0.5px !important;
    padding: 14px 24px !important;
    margin-bottom: -1px !important;
    transition: all 0.25s ease !important;
    border-radius: 0 !important;
    text-transform: uppercase !important;
}

.tabs-wrap > div:first-child button:hover {
    color: #8b949e !important;
    background: rgba(255,255,255,0.02) !important;
}

.tabs-wrap > div:first-child button.selected {
    color: #00d4ff !important;
    border-bottom-color: #00d4ff !important;
    text-shadow: 0 0 20px rgba(0,212,255,0.5) !important;
}

/* ── Section headers ── */
.sec-eyebrow {
    font-family: 'Space Grotesk', sans-serif;
    font-size: 10px;
    font-weight: 700;
    letter-spacing: 3px;
    text-transform: uppercase;
    color: #00d4ff;
    margin-bottom: 8px;
}

.sec-title {
    font-family: 'Space Grotesk', sans-serif;
    font-size: 26px;
    font-weight: 700;
    color: #e6edf3;
    margin-bottom: 6px;
    letter-spacing: -0.5px;
}

.sec-desc {
    font-size: 14px;
    color: #484f58;
    line-height: 1.6;
    margin-bottom: 28px;
}

/* ── 3D Glass Card ── */
.glass-card {
    background: rgba(13,20,33,0.8);
    backdrop-filter: blur(20px);
    -webkit-backdrop-filter: blur(20px);
    border: 1px solid rgba(0,212,255,0.1);
    border-radius: 16px;
    padding: 28px;
    transform: perspective(1000px) rotateX(0deg) translateZ(0px);
    transition: all 0.4s cubic-bezier(0.23, 1, 0.32, 1);
    box-shadow:
        0 4px 24px rgba(0,0,0,0.4),
        0 1px 0 rgba(255,255,255,0.05) inset;
    margin-bottom: 24px;
}

.glass-card:hover {
    transform: perspective(1000px) rotateX(-2deg) translateZ(10px);
    border-color: rgba(0,212,255,0.25);
    box-shadow:
        0 20px 60px rgba(0,0,0,0.5),
        0 0 40px rgba(0,212,255,0.06),
        0 1px 0 rgba(255,255,255,0.08) inset;
}

/* ── File Upload Zone ── */
.upload-zone {
    border: 2px dashed rgba(0,212,255,0.2) !important;
    border-radius: 16px !important;
    background: rgba(0,212,255,0.02) !important;
    transition: all 0.4s cubic-bezier(0.23, 1, 0.32, 1) !important;
    transform: perspective(800px) translateZ(0px);
    min-height: 160px !important;
}

.upload-zone:hover {
    border-color: rgba(0,212,255,0.5) !important;
    background: rgba(0,212,255,0.05) !important;
    transform: perspective(800px) translateZ(6px);
    box-shadow: 0 16px 40px rgba(0,212,255,0.1), 0 0 0 1px rgba(0,212,255,0.1);
}

/* ── Buttons ── */
button.primary {
    background: linear-gradient(135deg, #0891b2, #00d4ff, #7c3aed) !important;
    background-size: 200% 200% !important;
    animation: btnGradient 4s ease infinite !important;
    border: none !important;
    border-radius: 10px !important;
    color: #ffffff !important;
    font-family: 'Space Grotesk', sans-serif !important;
    font-size: 14px !important;
    font-weight: 700 !important;
    letter-spacing: 0.5px !important;
    padding: 14px 32px !important;
    text-transform: uppercase !important;
    transform: perspective(400px) translateZ(0px);
    transition: transform 0.2s ease, box-shadow 0.2s ease !important;
    box-shadow:
        0 4px 20px rgba(0,212,255,0.3),
        0 1px 0 rgba(255,255,255,0.2) inset !important;
    cursor: pointer !important;
}

@keyframes btnGradient {
    0%   { background-position: 0% 50%; }
    50%  { background-position: 100% 50%; }
    100% { background-position: 0% 50%; }
}

button.primary:hover {
    transform: perspective(400px) translateZ(6px) translateY(-2px) !important;
    box-shadow:
        0 12px 40px rgba(0,212,255,0.4),
        0 1px 0 rgba(255,255,255,0.2) inset !important;
}

button.primary:active {
    transform: perspective(400px) translateZ(-2px) translateY(1px) !important;
    box-shadow: 0 2px 10px rgba(0,212,255,0.2) !important;
}

/* ── Inputs ── */
textarea, input[type="text"] {
    background: rgba(13,20,33,0.9) !important;
    border: 1px solid rgba(255,255,255,0.07) !important;
    border-radius: 10px !important;
    color: #e6edf3 !important;
    font-family: 'Inter', sans-serif !important;
    font-size: 14px !important;
    line-height: 1.6 !important;
    padding: 14px 18px !important;
    transition: all 0.3s ease !important;
    transform: perspective(600px) translateZ(0px);
}

textarea:focus, input[type="text"]:focus {
    border-color: rgba(0,212,255,0.4) !important;
    outline: none !important;
    box-shadow:
        0 0 0 3px rgba(0,212,255,0.08),
        0 8px 24px rgba(0,0,0,0.3) !important;
    transform: perspective(600px) translateZ(4px) !important;
}

textarea::placeholder, input::placeholder {
    color: #30363d !important;
}

/* ── Labels ── */
label span, .label-wrap span {
    color: #6e7681 !important;
    font-size: 11px !important;
    font-weight: 600 !important;
    letter-spacing: 1.5px !important;
    text-transform: uppercase !important;
    font-family: 'Space Grotesk', sans-serif !important;
}

/* ── Answer output ── */
.answer-box textarea {
    background: rgba(0,16,32,0.9) !important;
    border: 1px solid rgba(0,212,255,0.15) !important;
    border-left: 3px solid #00d4ff !important;
    border-radius: 12px !important;
    color: #cdd9e5 !important;
    font-size: 15px !important;
    line-height: 1.8 !important;
    padding: 20px 24px !important;
    box-shadow: 0 0 40px rgba(0,212,255,0.04) inset !important;
}

/* ── Sources output ── */
.sources-box textarea {
    background: rgba(16,0,32,0.9) !important;
    border: 1px solid rgba(124,58,237,0.15) !important;
    border-left: 3px solid #7c3aed !important;
    border-radius: 12px !important;
    color: #8b949e !important;
    font-size: 12px !important;
    font-family: 'Space Grotesk', monospace !important;
    line-height: 1.7 !important;
    padding: 16px 20px !important;
    box-shadow: 0 0 40px rgba(124,58,237,0.04) inset !important;
}

/* ── Status box ── */
.status-box textarea {
    background: rgba(5,13,26,0.95) !important;
    border: 1px solid rgba(255,255,255,0.05) !important;
    border-radius: 12px !important;
    color: #6e7681 !important;
    font-size: 12px !important;
    font-family: 'Space Grotesk', monospace !important;
    line-height: 1.8 !important;
    padding: 16px 20px !important;
}

/* ── Help cards ── */
.hcard {
    background: rgba(13,20,33,0.7);
    border: 1px solid rgba(255,255,255,0.05);
    border-radius: 14px;
    padding: 28px;
    transform: perspective(800px) translateZ(0px);
    transition: all 0.4s cubic-bezier(0.23, 1, 0.32, 1);
    box-shadow: 0 4px 20px rgba(0,0,0,0.3);
}

.hcard:hover {
    transform: perspective(800px) translateZ(12px) rotateX(-2deg);
    border-color: rgba(0,212,255,0.2);
    box-shadow: 0 20px 50px rgba(0,0,0,0.4), 0 0 30px rgba(0,212,255,0.05);
}

.hcard-icon { font-size: 28px; margin-bottom: 14px; display: block; }

.hcard h3 {
    font-family: 'Space Grotesk', sans-serif;
    font-size: 15px;
    font-weight: 700;
    color: #e6edf3;
    margin-bottom: 12px;
    letter-spacing: -0.2px;
}

.hcard p, .hcard li {
    font-size: 13px;
    color: #484f58;
    line-height: 1.7;
}

.hcard ol, .hcard ul { padding-left: 18px; margin-top: 8px; }
.hcard li { margin-bottom: 6px; }
.hcard strong { color: #8b949e; }

/* ── Divider ── */
.div-line {
    height: 1px;
    background: linear-gradient(90deg, transparent, rgba(0,212,255,0.15), transparent);
    margin: 32px 0;
}

/* ── Scrollbar ── */
::-webkit-scrollbar { width: 5px; }
::-webkit-scrollbar-track { background: transparent; }
::-webkit-scrollbar-thumb { background: rgba(0,212,255,0.2); border-radius: 10px; }
::-webkit-scrollbar-thumb:hover { background: rgba(0,212,255,0.4); }

/* ── Gradio overrides ── */
.block, .form { background: transparent !important; border: none !important; padding: 0 !important; }
.gap { gap: 20px !important; }
footer { display: none !important; }
.svelte-1gfkn6j { background: transparent !important; }
"""


def build_interface() -> gr.Blocks:
    with gr.Blocks(
        title="RAG Document Chatbot",
        css=CUSTOM_CSS,
        theme=gr.themes.Base(
            primary_hue="cyan",
            neutral_hue="slate",
            font=gr.themes.GoogleFont("Inter"),
        ),
    ) as demo:

        # ── Hero ──────────────────────────────────────────────────────────────
        gr.HTML("""
        <div class="hero-wrap">
            <div class="hero-grid-line"></div>
            <div class="hero-chip">⚡ AI-Powered · RAG Architecture </div>
            <h1 class="hero-title">
                Your Documents.<br>
                <span class="gradient-text">Infinite Intelligence.</span>
            </h1>
            <p class="hero-sub">
                Upload any document and ask questions in plain English.
                Get precise, source-backed answers powered by semantic search.
            </p>
            <div class="hero-tags">
                <span class="hero-tag">📄 PDF</span>
                <span class="hero-tag">📝 TXT</span>
                <span class="hero-tag">📊 CSV</span>
                <span class="hero-tag">📋 DOCX</span>
                <span class="hero-tag">🔍 FAISS Vector Search</span>
                <span class="hero-tag">🧠 Semantic Retrieval</span>
            </div>
        </div>

        <div class="stats-bar">
            <div class="stat-item">
                <div class="stat-num">4+</div>
                <div class="stat-lbl">File Formats</div>
            </div>
            <div class="stat-item">
                <div class="stat-num">∞</div>
                <div class="stat-lbl">Documents</div>
            </div>
            <div class="stat-item">


                <div class="stat-num">384</div>
                <div class="stat-lbl">Embedding Dims</div>
            </div>
            <div class="stat-item">
                <div class="stat-num">8K</div>
                <div class="stat-lbl">Context Window</div>
            </div>
        </div>

        <div class="main-wrap">
        """)

        # ── Tabs ──────────────────────────────────────────────────────────────
        with gr.Tabs(elem_classes="tabs-wrap"):

            # ─ Tab 1: Upload ─────────────────────────────────────────────────
            with gr.Tab("📤  Upload"):

                gr.HTML("""
                <div class="sec-eyebrow">Step 01 / 02</div>
                <div class="sec-title">Upload Your Documents</div>
                <div class="sec-desc">Drop your study notes, reports, or any reference files. Supported: PDF · TXT · CSV · DOCX</div>
                """)

                file_input = gr.File(
                    label="Drag & drop files here or click to browse",
                    file_count="multiple",
                    file_types=[".txt", ".pdf", ".csv", ".docx"],
                    elem_classes="upload-zone",
                )

                upload_btn = gr.Button(
                    "⚙️  Process & Index Documents",
                    variant="primary",
                    size="lg",
                )

                gr.HTML('<div class="div-line"></div>')

                upload_status = gr.Textbox(
                    label="Processing Log",
                    lines=10,
                    interactive=False,
                    placeholder="Status messages will appear here …",
                    elem_classes="status-box",
                )

                upload_btn.click(fn=handle_upload, inputs=[file_input], outputs=[upload_status])

            # ─ Tab 2: Chat ───────────────────────────────────────────────────
            with gr.Tab("💬  Ask Questions"):

                gr.HTML("""
                <div class="sec-eyebrow">Step 02 / 02</div>
                <div class="sec-title">Ask Anything</div>
                <div class="sec-desc">Type your question below. The AI retrieves the most relevant passages from your documents and generates a grounded answer.</div>
                """)

                question_input = gr.Textbox(
                    label="Your Question",
                    placeholder="e.g.  What is the bias-variance tradeoff and how do you manage it?",
                    lines=3,
                )

                ask_btn = gr.Button("🔍  Get Answer", variant="primary", size="lg")

                gr.HTML('<div class="div-line"></div>')

                with gr.Row():
                    with gr.Column(scale=3):
                        answer_output = gr.Textbox(
                            label="Answer",
                            lines=14,
                            interactive=False,
                            placeholder="Your answer will appear here …",
                            elem_classes="answer-box",
                        )
                    with gr.Column(scale=2):
                        sources_output = gr.Textbox(
                            label="Sources Referenced",
                            lines=14,
                            interactive=False,
                            placeholder="Source documents used …",
                            elem_classes="sources-box",
                        )

                question_input.submit(fn=handle_question, inputs=[question_input], outputs=[answer_output, sources_output])
                ask_btn.click(fn=handle_question, inputs=[question_input], outputs=[answer_output, sources_output])

            # ─ Tab 3: Help ───────────────────────────────────────────────────
            with gr.Tab("ℹ️  Help"):

                gr.HTML("""
                <div class="sec-eyebrow">Documentation</div>
                <div class="sec-title">How It Works</div>
                <div class="sec-desc">Everything you need to get the best results from your RAG assistant.</div>

                <div style="display:grid; grid-template-columns:1fr 1fr; gap:20px; margin-top:8px;">
                    <div class="hcard">
                        <span class="hcard-icon">📤</span>
                        <h3>Uploading Documents</h3>
                        <ol>
                            <li>Click the <strong>Upload</strong> tab</li>
                            <li>Drag & drop your files (PDF, TXT, CSV, DOCX)</li>
                            <li>Click <strong>Process & Index Documents</strong></li>
                            <li>Wait for the ✅ confirmation</li>
                        </ol>
                    </div>
                    <div class="hcard">
                        <span class="hcard-icon">💬</span>
                        <h3>Asking Questions</h3>
                        <ol>
                            <li>Click the <strong>Ask Questions</strong> tab</li>
                            <li>Type your question in the text box</li>
                            <li>Press <strong>Enter</strong> or click <strong>Get Answer</strong></li>
                            <li>Check the Sources panel to verify</li>
                        </ol>
                    </div>
                    <div class="hcard">
                        <span class="hcard-icon">💡</span>
                        <h3>Tips for Better Answers</h3>
                        <ul>
                            <li>Be specific in your questions</li>
                            <li>Upload topic-focused documents</li>
                            <li>Check the Sources box to verify answers</li>
                            <li>Rephrase if the first answer is incomplete</li>
                        </ul>
                    </div>
                    <div class="hcard">
                        <span class="hcard-icon">⚙️</span>
                        <h3>Configuration</h3>
                        <ul> </li>
                        </ul>
                    </div>
                </div>
                """)

        gr.HTML("</div>")  # close main-wrap

    return demo


if __name__ == "__main__":
    print("=" * 60)
    print("  RAG Document Chatbot — Ultra Premium UI")
    print("=" * 60)
    print(f"  LLM : {os.getenv('LLM_PROVIDER', 'groq')} / {os.getenv('GROQ_MODEL', 'llama-3.1-8b-instant')}")
    print(f"  URL : http://localhost:7860")
    print("=" * 60)

    app = build_interface()
    app.launch()