aankitdas's picture
feat: add RAGAS eval
af2f8e1
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Document Intelligence RAG</title>
<style>
/* -----------------------------
Design tokens (neutral)
------------------------------*/
:root {
--surface: #ffffff;
--surface-subtle: #fafafa;
--bg-main: #f5f7fb;
--card-bg: #ffffff;
--accent: #2563eb;
/* calm blue */
--accent-soft: #eff6ff;
--text-main: #111827;
--text-muted: #6b7280;
--border-soft: #e5e7eb;
--success: #16a34a;
--error: #dc2626;
--info: #2563eb;
--radius-sm: 6px;
--radius-md: 10px;
--radius-lg: 14px;
}
/* -----------------------------
Reset
------------------------------*/
* {
margin: 0;
padding: 0;
box-sizing: border-box;
}
/* -----------------------------
Base
------------------------------*/
body {
font-family: Inter, -apple-system, BlinkMacSystemFont, "Segoe UI",
Roboto, Helvetica, Arial, sans-serif;
background: var(--bg-main);
min-height: 100vh;
padding: 24px;
color: var(--text-main);
}
/* -----------------------------
Container
------------------------------*/
.container {
max-width: 1040px;
margin: 0 auto;
}
/* -----------------------------
Header
------------------------------*/
header {
text-align: center;
margin-bottom: 48px;
}
header h1 {
font-size: 2.2rem;
font-weight: 600;
letter-spacing: -0.02em;
margin-bottom: 8px;
}
header p {
font-size: 1rem;
color: var(--text-muted);
margin-bottom: 20px;
}
header nav {
display: flex;
justify-content: center;
gap: 12px;
flex-wrap: wrap;
}
.eval-button {
display: inline-flex;
align-items: center;
gap: 8px;
padding: 10px 18px;
background: var(--accent);
color: white;
text-decoration: none;
border-radius: var(--radius-md);
font-size: 0.9rem;
font-weight: 500;
transition: background 0.15s ease, transform 0.15s ease,
box-shadow 0.15s ease;
border: none;
cursor: pointer;
}
.eval-button:hover {
background: #1d4ed8;
transform: translateY(-1px);
box-shadow: 0 6px 16px rgba(37, 99, 235, 0.25);
}
.eval-button:active {
transform: translateY(0);
}
/* Dark mode for eval button */
[data-theme="dark"] .eval-button {
background: #60a5fa;
}
[data-theme="dark"] .eval-button:hover {
background: #3b82f6;
}
/* -----------------------------
Layout
------------------------------*/
.main-grid {
display: grid;
grid-template-columns: 1fr 1fr;
gap: 24px;
margin-bottom: 24px;
}
/* -----------------------------
Cards
------------------------------*/
.card {
background: var(--surface);
border-radius: var(--radius-lg);
padding: 28px;
border: 1px solid var(--border-soft);
box-shadow: 0 8px 20px rgba(0, 0, 0, 0.05);
}
.card h2 {
font-size: 1.2rem;
font-weight: 600;
margin-bottom: 18px;
}
/* -----------------------------
Upload area
------------------------------*/
.upload-area {
border: 2px dashed var(--border-soft);
border-radius: var(--radius-md);
padding: 40px 24px;
text-align: center;
cursor: pointer;
background: var(--surface-subtle);
transition: border-color 0.2s ease, background 0.2s ease;
}
.upload-area:hover {
border-color: var(--accent);
background: var(--accent-soft);
}
.upload-area.dragover {
border-color: var(--accent);
background: var(--accent-soft);
}
.upload-area p {
color: var(--text-muted);
margin-bottom: 14px;
}
.upload-area input {
display: none;
}
/* -----------------------------
Buttons
------------------------------*/
.btn {
background: var(--accent);
color: white;
border: none;
padding: 11px 20px;
border-radius: var(--radius-md);
font-size: 0.9rem;
font-weight: 500;
cursor: pointer;
transition: background 0.15s ease, transform 0.15s ease,
box-shadow 0.15s ease;
}
.btn:hover {
background: #1d4ed8;
transform: translateY(-1px);
box-shadow: 0 6px 16px rgba(37, 99, 235, 0.25);
}
.btn:active {
transform: translateY(0);
}
.btn-secondary {
background: #f3f4f6;
color: #374151;
}
.btn-secondary:hover {
background: #e5e7eb;
box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08);
}
/* -----------------------------
Query input
------------------------------*/
.query-input {
display: flex;
gap: 12px;
margin-bottom: 20px;
}
.query-input input {
flex: 1;
padding: 12px 14px;
border: 1.5px solid var(--border-soft);
border-radius: var(--radius-md);
font-size: 0.9rem;
}
.query-input input:focus {
outline: none;
border-color: var(--accent);
box-shadow: 0 0 0 3px rgba(37, 99, 235, 0.15);
}
/* -----------------------------
Status messages
------------------------------*/
.status {
padding: 14px 16px;
border-radius: var(--radius-md);
margin-bottom: 16px;
font-size: 0.9rem;
}
.status.success {
background: #ecfdf3;
color: var(--success);
border-left: 4px solid var(--success);
}
.status.error {
background: #fef2f2;
color: var(--error);
border-left: 4px solid var(--error);
}
.status.loading {
background: #eff6ff;
color: var(--info);
border-left: 4px solid var(--info);
}
/* -----------------------------
Answer
------------------------------*/
.answer-box {
background: var(--card-bg);
border-left: 4px solid var(--accent);
padding: 18px;
border-radius: var(--radius-md);
margin-bottom: 20px;
}
.answer-box h3 {
font-size: 1rem;
margin-bottom: 8px;
color: var(--text-main);
}
.answer-box p {
color: var(--text-main);
line-height: 1.6;
}
[data-theme="dark"] .answer-box {
background: #020617;
/* slightly darker than cards */
}
/* -----------------------------
Sources
------------------------------*/
.sources {
background: var(--surface);
border-radius: var(--radius-md);
padding: 16px;
border: 1px solid var(--border-soft);
}
.sources h4 {
font-size: 0.85rem;
margin-bottom: 12px;
color: var(--text-muted);
}
.source-item {
background: var(--surface-subtle);
border-radius: var(--radius-sm);
padding: 12px;
margin-bottom: 10px;
border-left: 3px solid var(--accent);
}
.source-item .relevance {
font-size: 0.8rem;
font-weight: 600;
color: var(--accent);
margin-bottom: 6px;
}
.source-item .text {
font-size: 0.85rem;
color: var(--text-muted);
font-style: italic;
}
/* -----------------------------
Stats
------------------------------*/
.stats {
display: grid;
grid-template-columns: repeat(2, 1fr);
gap: 12px;
margin-bottom: 20px;
}
.stat-box {
background: var(--surface-subtle);
padding: 14px;
border-radius: var(--radius-md);
text-align: center;
border: 1px solid var(--border-soft);
}
.stat-box .number {
font-size: 1.4rem;
font-weight: 600;
color: var(--accent);
}
.stat-box .label {
font-size: 0.75rem;
color: var(--text-muted);
margin-top: 6px;
}
/* -----------------------------
System status grid
------------------------------*/
.status-grid {
display: grid;
grid-template-columns: repeat(4, 1fr);
gap: 12px;
}
/* -----------------------------
Spinner
------------------------------*/
.loading-spinner {
display: inline-block;
width: 18px;
height: 18px;
border: 3px solid #e5e7eb;
border-top: 3px solid var(--accent);
border-radius: 50%;
animation: spin 1s linear infinite;
margin-right: 8px;
vertical-align: middle;
}
@keyframes spin {
to {
transform: rotate(360deg);
}
}
/* -----------------------------
Utilities
------------------------------*/
.full-width {
grid-column: 1 / -1;
}
.upload-area,
.stat-box,
.sources,
.source-item,
.card {
border-color: var(--border-soft);
}
.hidden {
display: none;
}
/* -----------------------------
Responsive
------------------------------*/
@media (max-width: 768px) {
.main-grid {
grid-template-columns: 1fr;
}
header h1 {
font-size: 1.7rem;
}
header nav {
flex-direction: column;
}
.eval-button {
width: 100%;
justify-content: center;
}
.stats {
grid-template-columns: 1fr;
}
.status-grid {
grid-template-columns: repeat(2, 1fr);
}
}
[data-theme="dark"] {
--bg-main: #0f172a;
--card-bg: #020617;
--accent: #60a5fa;
--accent-soft: #0b1b33;
--text-main: #e5e7eb;
--text-muted: #9ca3af;
--border-soft: #1f2937;
--success: #22c55e;
--error: #f87171;
--info: #60a5fa;
--surface: #020617;
--surface-subtle: #020617;
}
/* smoother transitions */
body,
.card,
.upload-area,
.btn,
input,
.status,
.answer-box,
.sources,
.stat-box,
.eval-button {
transition: background-color 0.25s ease,
color 0.25s ease,
border-color 0.25s ease;
}
</style>
</head>
<body>
<div class="container">
<header>
<h1>πŸ“š Document Intelligence RAG</h1>
<p>Ask questions about your research papers</p>
<nav>
<a href="/evaluation" class="eval-button">πŸ“Š Evaluation Dashboard</a>
<a href="/ragas-demo" class="eval-button">πŸ”¬ RAGAS Evaluation</a>
</nav>
<button id="themeToggle" aria-label="Toggle dark mode" style="
position: fixed;
top: 16px;
right: 20px;
background: none;
border: none;
padding: 6px;
font-size: 0.9rem;
cursor: pointer;
color: #6b7280;
">
πŸŒ™ Dark
</button>
</header>
<div class="main-grid">
<!-- Upload Section -->
<div class="card">
<h2>πŸ“€ Upload Documents</h2>
<div class="upload-area" id="uploadArea">
<p>πŸ“ Drag & drop PDFs here or click to browse</p>
<input type="file" id="fileInput" multiple accept=".pdf">
<button class="btn" onclick="document.getElementById('fileInput').click()">
Choose Files
</button>
</div>
<div id="uploadStatus" class="status hidden"></div>
<div id="stats" class="stats">
<div class="stat-box">
<div class="number" id="totalChunks">0</div>
<div class="label">Total Chunks</div>
</div>
<div class="stat-box">
<div class="number" id="docCount">0</div>
<div class="label">Documents</div>
</div>
</div>
<button class="btn btn-secondary" onclick="loadStats()">
πŸ”„ Refresh Stats
</button>
<button class="btn btn-secondary" style="background: #ff6b6b; color: white; margin-top: 10px;"
onclick="resetSystem()">
πŸ—‘οΈ Delete All Documents
</button>
<p style="font-size: 0.85em; color: #999; margin-top: 10px;">
πŸ’Ύ Documents are stored persistently. They remain after restart.
</p>
</div>
<!-- Query Section -->
<div class="card">
<h2>❓ Ask Questions</h2>
<div class="query-input">
<input type="text" id="queryInput" placeholder="Ask about your documents?"
onkeypress="if(event.key==='Enter') submitQuery()">
<button class="btn" onclick="submitQuery()">Search</button>
</div>
<div id="queryStatus" class="status hidden"></div>
<div id="answerContainer" class="hidden">
<div class="answer-box">
<h3>Answer</h3>
<p id="answerText"></p>
</div>
<div class="sources" id="sourcesBox">
<h4>πŸ“– Sources Used</h4>
<div id="sourcesList"></div>
</div>
</div>
</div>
</div>
<!-- Status Indicators -->
<div class="card full-width">
<h2>πŸ”§ System Status</h2>
<div id="healthStatus" class="status-grid">Loading...</div>
</div>
</div>
<script>
const API_URL = window.location.origin; // 'http://localhost:8000';
// Upload handlers
const uploadArea = document.getElementById('uploadArea');
const fileInput = document.getElementById('fileInput');
// uploadArea.addEventListener('click', () => fileInput.click());
uploadArea.addEventListener('dragover', (e) => {
e.preventDefault();
uploadArea.classList.add('dragover');
});
uploadArea.addEventListener('dragleave', () => {
uploadArea.classList.remove('dragover');
});
uploadArea.addEventListener('drop', (e) => {
e.preventDefault();
uploadArea.classList.remove('dragover');
handleFiles(e.dataTransfer.files);
});
fileInput.addEventListener('change', (e) => {
handleFiles(e.target.files);
});
async function handleFiles(files) {
const statusDiv = document.getElementById('uploadStatus');
for (const file of files) {
if (!file.name.endsWith('.pdf')) {
showStatus(statusDiv, `Skipping ${file.name} - only PDFs supported`, 'error');
continue;
}
showStatus(statusDiv, `Uploading ${file.name}...`, 'loading');
const formData = new FormData();
formData.append('file', file);
try {
const response = await fetch(`${API_URL}/ingest`, {
method: 'POST',
body: formData
});
if (response.ok) {
const data = await response.json();
showStatus(
statusDiv,
`βœ“ ${file.name}: ${data.chunks_embedded} chunks ingested`,
'success'
);
loadStats();
} else {
const error = await response.json();
showStatus(statusDiv, `βœ— ${file.name}: ${error.detail}`, 'error');
}
} catch (error) {
showStatus(statusDiv, `βœ— Upload failed: ${error.message}`, 'error');
}
}
fileInput.value = '';
}
async function submitQuery() {
const query = document.getElementById('queryInput').value.trim();
if (!query) {
showStatus(
document.getElementById('queryStatus'),
'Please enter a question',
'error'
);
return;
}
const statusDiv = document.getElementById('queryStatus');
showStatus(statusDiv, 'Searching your documents...', 'loading');
try {
const response = await fetch(`${API_URL}/query`, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({ query, top_k: 3 })
});
if (response.ok) {
const data = await response.json();
displayAnswer(data);
statusDiv.classList.add('hidden');
} else {
const error = await response.json();
showStatus(statusDiv, error.error || 'Query failed', 'error');
}
} catch (error) {
showStatus(statusDiv, `Error: ${error.message}`, 'error');
}
}
function displayAnswer(data) {
document.getElementById('answerText').textContent = data.answer;
const sourcesList = document.getElementById('sourcesList');
sourcesList.innerHTML = data.sources.map(source => `
<div class="source-item">
<div class="relevance">πŸ“Œ Relevance: ${(source.similarity * 100).toFixed(0)}%</div>
<div class="text">${source.preview}</div>
</div>
`).join('');
document.getElementById('answerContainer').classList.remove('hidden');
}
async function loadStats() {
try {
const response = await fetch(`${API_URL}/stats`);
if (response.ok) {
const data = await response.json();
document.getElementById('totalChunks').textContent = data.total_chunks;
}
} catch (error) {
console.error('Failed to load stats:', error);
}
}
async function loadHealth() {
try {
const response = await fetch(`${API_URL}/health`);
if (response.ok) {
const data = await response.json();
// Get embedding backend name
let embeddingName = data.embedding_backend || 'Unknown';
// Format nicely
if (embeddingName === 'sentence-transformers') {
embeddingName = 'Sentence-Transformers';
} else if (embeddingName === 'ollama') {
embeddingName = 'Ollama';
}
const healthHtml = `
<div class="stat-box">
<div class="number">${data.embedding_backend ? 'βœ“' : 'βœ—'}</div>
<div class="label">${embeddingName} (Embeddings)</div>
</div>
<div class="stat-box">
<div class="number">${data.groq === 'βœ“' ? 'βœ“' : 'βœ—'}</div>
<div class="label">Groq (LLM)</div>
</div>
<div class="stat-box">
<div class="number">${data.chroma.status === 'βœ“' ? 'βœ“' : 'βœ—'}</div>
<div class="label">Chroma (Vector DB)</div>
</div>
<div class="stat-box">
<div class="number">${data.status === 'healthy' ? 'βœ“' : '⚠'}</div>
<div class="label">Overall Status</div>
</div>
`;
document.getElementById('healthStatus').innerHTML = healthHtml;
}
} catch (error) {
document.getElementById('healthStatus').innerHTML =
`<div style="grid-column: 1/-1; padding: 15px; background: #f8d7da; color: #721c24; border-radius: 8px;">Cannot connect to API at ${API_URL}</div>`;
}
}
async function resetSystem() {
if (!confirm('⚠️ Delete ALL documents and embeddings? This cannot be undone!')) {
return;
}
const statusDiv = document.getElementById('uploadStatus');
showStatus(statusDiv, 'Resetting system...', 'loading');
try {
const response = await fetch(`${API_URL}/reset`, {
method: 'POST',
headers: {
'Content-Type': 'application/json'
}
});
if (response.ok) {
const data = await response.json();
showStatus(statusDiv, 'βœ“ All documents deleted!', 'success');
loadStats();
} else {
const error = await response.json();
showStatus(statusDiv, `Reset failed: ${error.detail || 'Unknown error'}`, 'error');
}
} catch (error) {
showStatus(statusDiv, `Error: ${error.message}`, 'error');
}
}
function showStatus(element, message, type) {
element.textContent = message;
element.className = `status ${type}`;
element.classList.remove('hidden');
}
// Load stats and health on page load
window.addEventListener('load', () => {
loadStats();
loadHealth();
setInterval(loadHealth, 30000); // Refresh every 30s
});
// -----------------------------
// Dark mode toggle
// -----------------------------
const themeToggle = document.getElementById("themeToggle");
const root = document.documentElement;
// Load saved theme or system preference
const savedTheme = localStorage.getItem("theme");
const prefersDark = window.matchMedia("(prefers-color-scheme: dark)").matches;
if (savedTheme) {
root.setAttribute("data-theme", savedTheme);
} else if (prefersDark) {
root.setAttribute("data-theme", "dark");
}
// Update button text
function updateToggleText() {
const isDark = root.getAttribute("data-theme") === "dark";
themeToggle.textContent = isDark ? "β˜€οΈ Light mode" : "πŸŒ™ Dark mode";
}
updateToggleText();
// Toggle on click
themeToggle.addEventListener("click", () => {
const isDark = root.getAttribute("data-theme") === "dark";
const newTheme = isDark ? "light" : "dark";
root.setAttribute("data-theme", newTheme);
localStorage.setItem("theme", newTheme);
updateToggleText();
});
</script>
</body>
</html>