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>
* {
margin: 0;
padding: 0;
box-sizing: border-box;
}
body {
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, sans-serif;
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
min-height: 100vh;
padding: 20px;
}
.container {
max-width: 1000px;
margin: 0 auto;
}
header {
text-align: center;
color: white;
margin-bottom: 40px;
}
header h1 {
font-size: 2.5em;
margin-bottom: 10px;
text-shadow: 0 2px 10px rgba(0, 0, 0, 0.2);
}
header p {
font-size: 1.1em;
opacity: 0.9;
}
.main-grid {
display: grid;
grid-template-columns: 1fr 1fr;
gap: 20px;
margin-bottom: 20px;
}
.card {
background: white;
border-radius: 12px;
padding: 25px;
box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2);
}
.card h2 {
color: #333;
margin-bottom: 15px;
font-size: 1.3em;
}
.upload-area {
border: 2px dashed #667eea;
border-radius: 8px;
padding: 30px;
text-align: center;
cursor: pointer;
transition: all 0.3s;
}
.upload-area:hover {
border-color: #764ba2;
background: #f8f9ff;
}
.upload-area.dragover {
border-color: #764ba2;
background: #f0f2ff;
}
.upload-area input {
display: none;
}
.upload-area p {
color: #666;
margin-bottom: 10px;
}
.btn {
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
color: white;
border: none;
padding: 12px 24px;
border-radius: 8px;
cursor: pointer;
font-size: 1em;
font-weight: 600;
transition: transform 0.2s, box-shadow 0.2s;
}
.btn:hover {
transform: translateY(-2px);
box-shadow: 0 5px 15px rgba(102, 126, 234, 0.4);
}
.btn:active {
transform: translateY(0);
}
.btn-secondary {
background: #f0f0f0;
color: #333;
}
.btn-secondary:hover {
background: #e0e0e0;
box-shadow: 0 5px 15px rgba(0, 0, 0, 0.1);
}
.query-input {
display: flex;
gap: 10px;
margin-bottom: 20px;
}
.query-input input {
flex: 1;
padding: 12px;
border: 2px solid #e0e0e0;
border-radius: 8px;
font-size: 1em;
transition: border-color 0.3s;
}
.query-input input:focus {
outline: none;
border-color: #667eea;
}
.status {
padding: 15px;
border-radius: 8px;
margin-bottom: 15px;
font-size: 0.95em;
}
.status.success {
background: #d4edda;
color: #155724;
border-left: 4px solid #28a745;
}
.status.error {
background: #f8d7da;
color: #721c24;
border-left: 4px solid #f5c6cb;
}
.status.loading {
background: #e7f3ff;
color: #004085;
border-left: 4px solid #0c5ff4;
}
.answer-box {
background: #f8f9fa;
border-left: 4px solid #667eea;
padding: 15px;
border-radius: 8px;
margin-bottom: 20px;
}
.answer-box h3 {
color: #333;
margin-bottom: 10px;
}
.answer-box p {
color: #555;
line-height: 1.6;
margin-bottom: 15px;
}
.sources {
background: white;
border-radius: 8px;
padding: 15px;
margin-bottom: 15px;
}
.sources h4 {
color: #333;
margin-bottom: 12px;
font-size: 0.95em;
}
.source-item {
padding: 10px;
background: #f8f9fa;
border-radius: 6px;
margin-bottom: 8px;
border-left: 3px solid #667eea;
font-size: 0.9em;
}
.source-item .relevance {
color: #667eea;
font-weight: 600;
margin-bottom: 5px;
}
.source-item .text {
color: #555;
font-style: italic;
}
.stats {
display: grid;
grid-template-columns: repeat(2, 1fr);
gap: 10px;
margin-bottom: 20px;
}
.stat-box {
background: #f8f9fa;
padding: 12px;
border-radius: 6px;
text-align: center;
}
.stat-box .number {
font-size: 1.5em;
font-weight: bold;
color: #667eea;
}
.stat-box .label {
font-size: 0.85em;
color: #666;
margin-top: 5px;
}
.status-grid {
display: grid;
grid-template-columns: repeat(4, 1fr);
gap: 10px;
}
.loading-spinner {
display: inline-block;
width: 20px;
height: 20px;
border: 3px solid #f3f3f3;
border-top: 3px solid #667eea;
border-radius: 50%;
animation: spin 1s linear infinite;
margin-right: 10px;
vertical-align: middle;
}
@keyframes spin {
0% {
transform: rotate(0deg);
}
100% {
transform: rotate(360deg);
}
}
.full-width {
grid-column: 1 / -1;
}
@media (max-width: 768px) {
.main-grid {
grid-template-columns: 1fr;
}
header h1 {
font-size: 1.8em;
}
.stats {
grid-template-columns: 1fr;
}
.status-grid {
grid-template-columns: repeat(2, 1fr);
}
}
.hidden {
display: none;
}
</style>
</head>
<body>
<div class="container">
<header>
<h1>πŸ“š Document Intelligence RAG</h1>
<p>Ask questions about your research papers</p>
</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="What would you like to know 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
});
</script>
</body>
</html>