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Initial commit: RAG Agent chat UI for Vietnamese law

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- RAG agent (main.py) with Azure OpenAI + ChromaDB
- FastAPI + Socket.IO backend (server.py)
- React 18 + Vite + Tailwind CSS chat frontend

Files changed (19) hide show
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  8. frontend/postcss.config.js +6 -0
  9. frontend/src/App.tsx +130 -0
  10. frontend/src/components/ChatMessage.tsx +27 -0
  11. frontend/src/index.css +10 -0
  12. frontend/src/main.tsx +10 -0
  13. frontend/tailwind.config.js +8 -0
  14. frontend/tsconfig.json +20 -0
  15. frontend/vite.config.ts +9 -0
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+ <title>Hỏi đáp Pháp luật Việt Nam</title>
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+ "integrity": "sha512-+Oxm7q9hDoLMyJOYfUYBuHQo+dkAloi33apOPP56pzj+vsdJDzr+j1NISE5pyaAuKL4A3UD34qd0lx5+kfKp2g==",
2715
+ "dev": true,
2716
+ "license": "MIT",
2717
+ "peer": true,
2718
+ "dependencies": {
2719
+ "esbuild": "^0.25.0",
2720
+ "fdir": "^6.4.4",
2721
+ "picomatch": "^4.0.2",
2722
+ "postcss": "^8.5.3",
2723
+ "rollup": "^4.34.9",
2724
+ "tinyglobby": "^0.2.13"
2725
+ },
2726
+ "bin": {
2727
+ "vite": "bin/vite.js"
2728
+ },
2729
+ "engines": {
2730
+ "node": "^18.0.0 || ^20.0.0 || >=22.0.0"
2731
+ },
2732
+ "funding": {
2733
+ "url": "https://github.com/vitejs/vite?sponsor=1"
2734
+ },
2735
+ "optionalDependencies": {
2736
+ "fsevents": "~2.3.3"
2737
+ },
2738
+ "peerDependencies": {
2739
+ "@types/node": "^18.0.0 || ^20.0.0 || >=22.0.0",
2740
+ "jiti": ">=1.21.0",
2741
+ "less": "*",
2742
+ "lightningcss": "^1.21.0",
2743
+ "sass": "*",
2744
+ "sass-embedded": "*",
2745
+ "stylus": "*",
2746
+ "sugarss": "*",
2747
+ "terser": "^5.16.0",
2748
+ "tsx": "^4.8.1",
2749
+ "yaml": "^2.4.2"
2750
+ },
2751
+ "peerDependenciesMeta": {
2752
+ "@types/node": {
2753
+ "optional": true
2754
+ },
2755
+ "jiti": {
2756
+ "optional": true
2757
+ },
2758
+ "less": {
2759
+ "optional": true
2760
+ },
2761
+ "lightningcss": {
2762
+ "optional": true
2763
+ },
2764
+ "sass": {
2765
+ "optional": true
2766
+ },
2767
+ "sass-embedded": {
2768
+ "optional": true
2769
+ },
2770
+ "stylus": {
2771
+ "optional": true
2772
+ },
2773
+ "sugarss": {
2774
+ "optional": true
2775
+ },
2776
+ "terser": {
2777
+ "optional": true
2778
+ },
2779
+ "tsx": {
2780
+ "optional": true
2781
+ },
2782
+ "yaml": {
2783
+ "optional": true
2784
+ }
2785
+ }
2786
+ },
2787
+ "node_modules/vite/node_modules/fdir": {
2788
+ "version": "6.5.0",
2789
+ "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.5.0.tgz",
2790
+ "integrity": "sha512-tIbYtZbucOs0BRGqPJkshJUYdL+SDH7dVM8gjy+ERp3WAUjLEFJE+02kanyHtwjWOnwrKYBiwAmM0p4kLJAnXg==",
2791
+ "dev": true,
2792
+ "license": "MIT",
2793
+ "engines": {
2794
+ "node": ">=12.0.0"
2795
+ },
2796
+ "peerDependencies": {
2797
+ "picomatch": "^3 || ^4"
2798
+ },
2799
+ "peerDependenciesMeta": {
2800
+ "picomatch": {
2801
+ "optional": true
2802
+ }
2803
+ }
2804
+ },
2805
+ "node_modules/vite/node_modules/picomatch": {
2806
+ "version": "4.0.3",
2807
+ "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
2808
+ "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
2809
+ "dev": true,
2810
+ "license": "MIT",
2811
+ "peer": true,
2812
+ "engines": {
2813
+ "node": ">=12"
2814
+ },
2815
+ "funding": {
2816
+ "url": "https://github.com/sponsors/jonschlinkert"
2817
+ }
2818
+ },
2819
+ "node_modules/ws": {
2820
+ "version": "8.18.3",
2821
+ "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.3.tgz",
2822
+ "integrity": "sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==",
2823
+ "license": "MIT",
2824
+ "engines": {
2825
+ "node": ">=10.0.0"
2826
+ },
2827
+ "peerDependencies": {
2828
+ "bufferutil": "^4.0.1",
2829
+ "utf-8-validate": ">=5.0.2"
2830
+ },
2831
+ "peerDependenciesMeta": {
2832
+ "bufferutil": {
2833
+ "optional": true
2834
+ },
2835
+ "utf-8-validate": {
2836
+ "optional": true
2837
+ }
2838
+ }
2839
+ },
2840
+ "node_modules/xmlhttprequest-ssl": {
2841
+ "version": "2.1.2",
2842
+ "resolved": "https://registry.npmjs.org/xmlhttprequest-ssl/-/xmlhttprequest-ssl-2.1.2.tgz",
2843
+ "integrity": "sha512-TEU+nJVUUnA4CYJFLvK5X9AOeH4KvDvhIfm0vV1GaQRtchnG0hgK5p8hw/xjv8cunWYCsiPCSDzObPyhEwq3KQ==",
2844
+ "engines": {
2845
+ "node": ">=0.4.0"
2846
+ }
2847
+ },
2848
+ "node_modules/yallist": {
2849
+ "version": "3.1.1",
2850
+ "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
2851
+ "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
2852
+ "dev": true,
2853
+ "license": "ISC"
2854
+ }
2855
+ }
2856
+ }
frontend/package.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "rag-chat-ui",
3
+ "private": true,
4
+ "version": "0.1.0",
5
+ "type": "module",
6
+ "scripts": {
7
+ "dev": "vite",
8
+ "build": "tsc && vite build",
9
+ "preview": "vite preview"
10
+ },
11
+ "dependencies": {
12
+ "react": "^18.3.1",
13
+ "react-dom": "^18.3.1",
14
+ "socket.io-client": "^4.8.0"
15
+ },
16
+ "devDependencies": {
17
+ "@types/react": "^18.3.12",
18
+ "@types/react-dom": "^18.3.1",
19
+ "@vitejs/plugin-react": "^4.3.4",
20
+ "autoprefixer": "^10.4.20",
21
+ "postcss": "^8.4.49",
22
+ "tailwindcss": "^3.4.16",
23
+ "typescript": "^5.6.3",
24
+ "vite": "^6.0.3"
25
+ }
26
+ }
frontend/postcss.config.js ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ export default {
2
+ plugins: {
3
+ tailwindcss: {},
4
+ autoprefixer: {},
5
+ },
6
+ };
frontend/src/App.tsx ADDED
@@ -0,0 +1,130 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { useEffect, useRef, useState } from "react";
2
+ import { io, Socket } from "socket.io-client";
3
+ import ChatMessage from "./components/ChatMessage";
4
+
5
+ interface Message {
6
+ role: "user" | "assistant";
7
+ content: string;
8
+ }
9
+
10
+ const SOCKET_URL = `${window.location.protocol}//${window.location.hostname}:8000`;
11
+
12
+ export default function App() {
13
+ const [messages, setMessages] = useState<Message[]>([]);
14
+ const [input, setInput] = useState("");
15
+ const [loading, setLoading] = useState(false);
16
+ const [connected, setConnected] = useState(false);
17
+ const socketRef = useRef<Socket | null>(null);
18
+ const bottomRef = useRef<HTMLDivElement>(null);
19
+
20
+ useEffect(() => {
21
+ const socket = io(SOCKET_URL);
22
+ socketRef.current = socket;
23
+
24
+ socket.on("connect", () => setConnected(true));
25
+ socket.on("disconnect", () => setConnected(false));
26
+
27
+ socket.on("answer", (data: { answer?: string; error?: string }) => {
28
+ const content = data.answer ?? `Lỗi: ${data.error}`;
29
+ setMessages((prev) => [...prev, { role: "assistant", content }]);
30
+ setLoading(false);
31
+ });
32
+
33
+ return () => {
34
+ socket.disconnect();
35
+ };
36
+ }, []);
37
+
38
+ useEffect(() => {
39
+ bottomRef.current?.scrollIntoView({ behavior: "smooth" });
40
+ }, [messages, loading]);
41
+
42
+ const handleSend = () => {
43
+ const question = input.trim();
44
+ if (!question || loading || !connected) return;
45
+
46
+ setMessages((prev) => [...prev, { role: "user", content: question }]);
47
+ setInput("");
48
+ setLoading(true);
49
+ socketRef.current?.emit("ask", { question });
50
+ };
51
+
52
+ const handleKeyDown = (e: React.KeyboardEvent) => {
53
+ if (e.key === "Enter" && !e.shiftKey) {
54
+ e.preventDefault();
55
+ handleSend();
56
+ }
57
+ };
58
+
59
+ return (
60
+ <div className="flex flex-col h-screen bg-white">
61
+ {/* Header */}
62
+ <header className="bg-blue-700 text-white px-6 py-4 shadow-md">
63
+ <h1 className="text-xl font-bold">Hỏi đáp Pháp luật Việt Nam</h1>
64
+ <p className="text-blue-200 text-sm mt-0.5">
65
+ RAG Agent - Tra cứu văn bản pháp luật
66
+ </p>
67
+ </header>
68
+
69
+ {/* Messages */}
70
+ <main className="flex-1 overflow-y-auto px-4 py-6 md:px-8">
71
+ {messages.length === 0 && !loading && (
72
+ <div className="text-center text-gray-400 mt-20">
73
+ <p className="text-lg">Chào mừng bạn!</p>
74
+ <p className="text-sm mt-1">
75
+ Hãy đặt câu hỏi về pháp luật Việt Nam.
76
+ </p>
77
+ </div>
78
+ )}
79
+ {messages.map((msg, i) => (
80
+ <ChatMessage key={i} role={msg.role} content={msg.content} />
81
+ ))}
82
+ {loading && (
83
+ <div className="flex justify-start mb-4">
84
+ <div className="bg-gray-100 rounded-2xl px-4 py-3 text-gray-500">
85
+ <p className="text-sm font-medium mb-1 opacity-70">
86
+ Trợ lý Pháp luật
87
+ </p>
88
+ <span className="inline-flex gap-1">
89
+ <span className="w-2 h-2 bg-gray-400 rounded-full animate-bounce [animation-delay:0ms]" />
90
+ <span className="w-2 h-2 bg-gray-400 rounded-full animate-bounce [animation-delay:150ms]" />
91
+ <span className="w-2 h-2 bg-gray-400 rounded-full animate-bounce [animation-delay:300ms]" />
92
+ </span>
93
+ </div>
94
+ </div>
95
+ )}
96
+ <div ref={bottomRef} />
97
+ </main>
98
+
99
+ {/* Input */}
100
+ <footer className="border-t bg-white px-4 py-3 md:px-8">
101
+ <div className="flex items-center gap-3 max-w-4xl mx-auto">
102
+ <input
103
+ type="text"
104
+ className="flex-1 border border-gray-300 rounded-xl px-4 py-3 text-[15px] focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-transparent disabled:bg-gray-50"
105
+ placeholder={
106
+ connected ? "Nhập câu hỏi..." : "Đang kết nối server..."
107
+ }
108
+ value={input}
109
+ onChange={(e) => setInput(e.target.value)}
110
+ onKeyDown={handleKeyDown}
111
+ disabled={!connected || loading}
112
+ />
113
+ <button
114
+ onClick={handleSend}
115
+ disabled={!input.trim() || loading || !connected}
116
+ className="bg-blue-600 text-white px-5 py-3 rounded-xl font-medium hover:bg-blue-700 disabled:opacity-40 disabled:cursor-not-allowed transition-colors"
117
+ >
118
+ Gửi
119
+ </button>
120
+ </div>
121
+ {!connected && (
122
+ <p className="text-center text-red-500 text-xs mt-2">
123
+ Chưa kết nối được server. Hãy chắc chắn backend đang chạy tại{" "}
124
+ {SOCKET_URL}
125
+ </p>
126
+ )}
127
+ </footer>
128
+ </div>
129
+ );
130
+ }
frontend/src/components/ChatMessage.tsx ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ interface ChatMessageProps {
2
+ role: "user" | "assistant";
3
+ content: string;
4
+ }
5
+
6
+ export default function ChatMessage({ role, content }: ChatMessageProps) {
7
+ const isUser = role === "user";
8
+
9
+ return (
10
+ <div className={`flex ${isUser ? "justify-end" : "justify-start"} mb-4`}>
11
+ <div
12
+ className={`max-w-[75%] rounded-2xl px-4 py-3 ${
13
+ isUser
14
+ ? "bg-blue-600 text-white"
15
+ : "bg-gray-100 text-gray-900"
16
+ }`}
17
+ >
18
+ <p className="text-sm font-medium mb-1 opacity-70">
19
+ {isUser ? "Bạn" : "Trợ lý Pháp luật"}
20
+ </p>
21
+ <div className="whitespace-pre-wrap text-[15px] leading-relaxed">
22
+ {content}
23
+ </div>
24
+ </div>
25
+ </div>
26
+ );
27
+ }
frontend/src/index.css ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ @tailwind base;
2
+ @tailwind components;
3
+ @tailwind utilities;
4
+
5
+ body {
6
+ margin: 0;
7
+ font-family:
8
+ -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue",
9
+ Arial, sans-serif;
10
+ }
frontend/src/main.tsx ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ import React from "react";
2
+ import ReactDOM from "react-dom/client";
3
+ import App from "./App";
4
+ import "./index.css";
5
+
6
+ ReactDOM.createRoot(document.getElementById("root")!).render(
7
+ <React.StrictMode>
8
+ <App />
9
+ </React.StrictMode>,
10
+ );
frontend/tailwind.config.js ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ /** @type {import('tailwindcss').Config} */
2
+ export default {
3
+ content: ["./index.html", "./src/**/*.{ts,tsx}"],
4
+ theme: {
5
+ extend: {},
6
+ },
7
+ plugins: [],
8
+ };
frontend/tsconfig.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "compilerOptions": {
3
+ "target": "ES2020",
4
+ "useDefineForClassFields": true,
5
+ "lib": ["ES2020", "DOM", "DOM.Iterable"],
6
+ "module": "ESNext",
7
+ "skipLibCheck": true,
8
+ "moduleResolution": "bundler",
9
+ "allowImportingTsExtensions": true,
10
+ "isolatedModules": true,
11
+ "moduleDetection": "force",
12
+ "noEmit": true,
13
+ "jsx": "react-jsx",
14
+ "strict": true,
15
+ "noUnusedLocals": true,
16
+ "noUnusedParameters": true,
17
+ "noFallthroughCasesInSwitch": true
18
+ },
19
+ "include": ["src"]
20
+ }
frontend/vite.config.ts ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ import react from "@vitejs/plugin-react";
2
+ import { defineConfig } from "vite";
3
+
4
+ export default defineConfig({
5
+ plugins: [react()],
6
+ server: {
7
+ port: 5173,
8
+ },
9
+ });
main.py ADDED
@@ -0,0 +1,170 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import time
3
+ from pathlib import Path
4
+
5
+ from datasets import load_dataset
6
+ from dotenv import load_dotenv
7
+ from langchain_text_splitters import RecursiveCharacterTextSplitter
8
+ from langchain_chroma import Chroma
9
+ from langchain_core.documents import Document
10
+ from langchain_core.output_parsers import StrOutputParser
11
+ from langchain_core.prompts import ChatPromptTemplate
12
+ from langchain_core.runnables import RunnablePassthrough
13
+ from langchain_openai import AzureChatOpenAI, AzureOpenAIEmbeddings
14
+
15
+ CHROMA_DIR = Path(__file__).parent / "chroma_db"
16
+ DATASET_NAME = "undertheseanlp/UTS_VLC"
17
+ DATASET_SPLIT = "2026"
18
+ MAX_CHUNKS = 1000
19
+
20
+ SYSTEM_PROMPT = """\
21
+ Bạn là trợ lý pháp luật Việt Nam. Hãy trả lời câu hỏi dựa trên các văn bản luật được cung cấp bên dưới.
22
+
23
+ Quy tắc:
24
+ - Chỉ trả lời dựa trên nội dung trong context được cung cấp.
25
+ - Trích dẫn tên văn bản luật, điều khoản cụ thể khi có thể.
26
+ - Nếu context không đủ thông tin, hãy nói rõ rằng không tìm thấy thông tin liên quan.
27
+ - Trả lời bằng tiếng Việt.
28
+
29
+ Context:
30
+ {context}"""
31
+
32
+
33
+ def load_env():
34
+ load_dotenv(Path(__file__).parent / ".env")
35
+
36
+
37
+ def load_documents():
38
+ print("Đang tải dữ liệu từ HuggingFace...")
39
+ ds = load_dataset(DATASET_NAME, split=DATASET_SPLIT)
40
+ documents = []
41
+ for row in ds:
42
+ content = row.get("content", "")
43
+ if not content:
44
+ continue
45
+ metadata = {k: v for k, v in row.items() if k != "content" and v is not None}
46
+ documents.append(Document(page_content=content, metadata=metadata))
47
+ print(f"Đã tải {len(documents)} văn bản luật.")
48
+ return documents
49
+
50
+
51
+ def chunk_documents(documents):
52
+ print("Đang chia nhỏ văn bản...")
53
+ splitter = RecursiveCharacterTextSplitter(
54
+ chunk_size=1000,
55
+ chunk_overlap=200,
56
+ )
57
+ chunks = splitter.split_documents(documents)
58
+ print(f"Đã tạo {len(chunks)} chunks.")
59
+ return chunks
60
+
61
+
62
+ def get_embeddings():
63
+ return AzureOpenAIEmbeddings(
64
+ azure_deployment=os.environ["AZURE_OPENAI_EMBEDDING_MODEL"],
65
+ azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"],
66
+ api_key=os.environ["AZURE_OPENAI_API_KEY"],
67
+ api_version=os.environ["AZURE_OPENAI_API_VERSION"],
68
+ )
69
+
70
+
71
+ def build_vectorstore():
72
+ embeddings = get_embeddings()
73
+
74
+ if CHROMA_DIR.exists() and any(CHROMA_DIR.iterdir()):
75
+ print("Đang tải vector store từ ổ đĩa...")
76
+ vectorstore = Chroma(
77
+ persist_directory=str(CHROMA_DIR),
78
+ embedding_function=embeddings,
79
+ )
80
+ count = vectorstore._collection.count()
81
+ print(f"Đã tải vector store với {count} chunks.")
82
+ return vectorstore
83
+
84
+ documents = load_documents()
85
+ chunks = chunk_documents(documents)
86
+ chunks = chunks[:MAX_CHUNKS]
87
+ print(f"Sử dụng {len(chunks)} chunks (sample).")
88
+
89
+ print("Đang tạo vector store...")
90
+ batch_size = 100
91
+ vectorstore = Chroma(
92
+ persist_directory=str(CHROMA_DIR),
93
+ embedding_function=embeddings,
94
+ )
95
+ for i in range(0, len(chunks), batch_size):
96
+ batch = chunks[i : i + batch_size]
97
+ for attempt in range(5):
98
+ try:
99
+ vectorstore.add_documents(batch)
100
+ break
101
+ except Exception as e:
102
+ if "429" in str(e) or "RateLimit" in str(e):
103
+ wait = 60 * (attempt + 1)
104
+ print(f" Rate limit, đợi {wait}s...")
105
+ time.sleep(wait)
106
+ else:
107
+ raise
108
+ print(f" Đã index {min(i + batch_size, len(chunks))}/{len(chunks)} chunks")
109
+ print("Đã tạo vector store thành công.")
110
+ return vectorstore
111
+
112
+
113
+ def build_rag_chain(vectorstore):
114
+ retriever = vectorstore.as_retriever(search_kwargs={"k": 5})
115
+
116
+ llm = AzureChatOpenAI(
117
+ azure_deployment=os.environ["AZURE_OPENAI_DEPLOYMENT"],
118
+ azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"],
119
+ api_key=os.environ["AZURE_OPENAI_API_KEY"],
120
+ api_version=os.environ["AZURE_OPENAI_API_VERSION"],
121
+ )
122
+
123
+ prompt = ChatPromptTemplate.from_messages([
124
+ ("system", SYSTEM_PROMPT),
125
+ ("human", "{question}"),
126
+ ])
127
+
128
+ def format_docs(docs):
129
+ return "\n\n---\n\n".join(
130
+ f"[{doc.metadata.get('title', 'Không rõ')}]\n{doc.page_content}"
131
+ for doc in docs
132
+ )
133
+
134
+ chain = (
135
+ {"context": retriever | format_docs, "question": RunnablePassthrough()}
136
+ | prompt
137
+ | llm
138
+ | StrOutputParser()
139
+ )
140
+ return chain
141
+
142
+
143
+ def main():
144
+ load_env()
145
+
146
+ print("=" * 60)
147
+ print(" RAG Agent - Hỏi đáp Pháp luật Việt Nam")
148
+ print("=" * 60)
149
+
150
+ vectorstore = build_vectorstore()
151
+ chain = build_rag_chain(vectorstore)
152
+
153
+ print("\nSẵn sàng! Nhập câu hỏi về pháp luật Việt Nam (gõ 'quit' để thoát).\n")
154
+
155
+ while True:
156
+ question = input("Câu hỏi: ").strip()
157
+ if not question:
158
+ continue
159
+ if question.lower() in ("quit", "exit", "q"):
160
+ print("Tạm biệt!")
161
+ break
162
+
163
+ print("\nĐang tìm kiếm và trả lời...\n")
164
+ answer = chain.invoke(question)
165
+ print(answer)
166
+ print()
167
+
168
+
169
+ if __name__ == "__main__":
170
+ main()
pyproject.toml ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [project]
2
+ name = "agents"
3
+ version = "0.1.0"
4
+ description = "Add your description here"
5
+ readme = "README.md"
6
+ requires-python = ">=3.12"
7
+ dependencies = [
8
+ "langchain>=0.3",
9
+ "langchain-openai>=0.3",
10
+ "langchain-chroma>=0.2",
11
+ "langchain-text-splitters>=0.3",
12
+ "chromadb>=0.6",
13
+ "datasets>=3.0",
14
+ "python-dotenv>=1.0",
15
+ "fastapi>=0.115",
16
+ "python-socketio>=5.11",
17
+ "uvicorn[standard]>=0.32",
18
+ ]
server.py ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import socketio
2
+ import uvicorn
3
+ from fastapi import FastAPI
4
+
5
+ from main import build_rag_chain, build_vectorstore, load_env
6
+
7
+ load_env()
8
+
9
+ app = FastAPI()
10
+ sio = socketio.AsyncServer(async_mode="asgi", cors_allowed_origins="*")
11
+ socket_app = socketio.ASGIApp(sio, other_asgi_app=app)
12
+
13
+ rag_chain = None
14
+
15
+
16
+ @app.on_event("startup")
17
+ async def startup():
18
+ global rag_chain
19
+ print("Loading vectorstore...")
20
+ vectorstore = build_vectorstore()
21
+ print("Building RAG chain...")
22
+ rag_chain = build_rag_chain(vectorstore)
23
+ print("Server ready!")
24
+
25
+
26
+ @sio.event
27
+ async def connect(sid, environ):
28
+ print(f"Client connected: {sid}")
29
+
30
+
31
+ @sio.event
32
+ async def disconnect(sid):
33
+ print(f"Client disconnected: {sid}")
34
+
35
+
36
+ @sio.event
37
+ async def ask(sid, data):
38
+ question = data.get("question", "").strip()
39
+ if not question:
40
+ await sio.emit("answer", {"error": "Câu hỏi trống"}, to=sid)
41
+ return
42
+
43
+ try:
44
+ answer = await rag_chain.ainvoke(question)
45
+ await sio.emit("answer", {"answer": answer}, to=sid)
46
+ except Exception as e:
47
+ print(f"Error: {e}")
48
+ await sio.emit("answer", {"error": str(e)}, to=sid)
49
+
50
+
51
+ if __name__ == "__main__":
52
+ uvicorn.run(socket_app, host="0.0.0.0", port=8000)
uv.lock ADDED
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