Spaces:
Sleeping
Sleeping
File size: 4,889 Bytes
5cd3431 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 |
import React, { useState } from 'react';
import './App.css';
interface DocumentResponse {
text: string;
type: string;
score?: number;
}
function App() {
const [file, setFile] = useState<File | null>(null);
const [query, setQuery] = useState('');
const [results, setResults] = useState<DocumentResponse[]>([]);
const [loading, setLoading] = useState(false);
const [message, setMessage] = useState('');
const [sessionId, setSessionId] = useState<string | null>(null);
const [currentAnswer, setCurrentAnswer] = useState<string>('');
const handleFileChange = (e: React.ChangeEvent<HTMLInputElement>) => {
if (e.target.files && e.target.files[0]) {
setFile(e.target.files[0]);
}
};
const handleUpload = async () => {
if (!file) {
setMessage('Please select a file first');
return;
}
setLoading(true);
const formData = new FormData();
formData.append('file', file);
try {
const response = await fetch('http://localhost:9000/upload', {
method: 'POST',
body: formData,
});
if (!response.ok) {
throw new Error('Upload failed');
}
const data = await response.json();
setMessage(data.message);
setSessionId(data.session_id);
setResults([]);
setCurrentAnswer('');
} catch (error) {
setMessage('Error uploading file');
} finally {
setLoading(false);
}
};
const handleQuery = async () => {
if (!query.trim()) {
setMessage('Please enter a query');
return;
}
if (!sessionId) {
setMessage('Please upload a document first');
return;
}
setLoading(true);
setCurrentAnswer('');
try {
const response = await fetch(`http://localhost:9000/query/${sessionId}`, {
method: 'POST',
headers: {
'Content-Type': 'application/json',
},
body: JSON.stringify({ text: query, k: 4 }),
});
if (!response.ok) {
throw new Error('Query failed');
}
// Handle streaming response
const reader = response.body?.getReader();
const decoder = new TextDecoder();
let buffer = '';
if (!reader) {
throw new Error('No reader available');
}
while (true) {
const { done, value } = await reader.read();
if (done) break;
buffer += decoder.decode(value, { stream: true });
const lines = buffer.split('\n');
buffer = lines.pop() || '';
for (const line of lines) {
if (line.startsWith('data: ')) {
const data = JSON.parse(line.slice(6));
if (data.type === 'token') {
setCurrentAnswer(prev => prev + data.text);
} else if (data.type === 'context') {
setResults(data.context);
}
}
}
}
} catch (error) {
setMessage('Error querying documents');
} finally {
setLoading(false);
}
};
return (
<div className="App">
<header className="App-header">
<h1>RAG System</h1>
</header>
<main className="App-main">
<section className="upload-section">
<h2>Upload PDF Document</h2>
<input type="file" accept=".pdf" onChange={handleFileChange} />
<button onClick={handleUpload} disabled={loading || !file}>
{loading ? 'Uploading...' : 'Upload'}
</button>
</section>
<section className="query-section">
<h2>Query Documents</h2>
<input
type="text"
value={query}
onChange={(e) => setQuery(e.target.value)}
placeholder="Enter your query..."
disabled={!sessionId}
/>
<button onClick={handleQuery} disabled={loading || !query.trim() || !sessionId}>
{loading ? 'Searching...' : 'Search'}
</button>
</section>
{message && <div className="message">{message}</div>}
<section className="results-section">
<h2>Results</h2>
{currentAnswer && (
<div className="llm-response">
<h3>AI Response</h3>
<p className="result-text">{currentAnswer}</p>
</div>
)}
{results.length > 0 && (
<div className="relevant-chunks">
<h3>Relevant Document Chunks</h3>
{results.map((result, index) => (
<div key={index} className="result-item">
<p className="result-text">{result.text}</p>
{result.score !== undefined && (
<p className="result-score">Relevance Score: {result.score.toFixed(2)}</p>
)}
</div>
))}
</div>
)}
</section>
</main>
</div>
);
}
export default App;
|