\u4f60\u53ef\u80fd\u5df2\u7ecf\u4e0b\u8f7d\u597d\u4e86LightOnOCR-2-1B\u6a21\u578b，\u4e5f\u6210\u529f\u8fd0\u884c\u4e86\u670d\u52a1，\u4f46\u5f53\u4f60\u60f3\u5728\u516c\u53f8\u5185\u7f51\u5206\u4eab\u7ed9\u540c\u4e8b\u3001\u6216\u8005\u7528\u624b\u673a\u626b\u63cf\u4e8c\u7ef4\u7801\u8bbf\u95ee\u65f6，\u5374\u53d1\u73b0\u53ea\u80fd\u5728\u670d\u52a1\u5668\u672c\u5730\u6253\u5f00http:\/\/localhost:7860\u2014\u2014\u8fd9\u8bf4\u660e\u670d\u52a1\u8fd8\u6ca1\u771f\u6b63\u201c\u8d70\u51fa\u53bb\u201d\u3002<\/p>\n
\u66f4\u5e38\u89c1\u7684\u60c5\u51b5\u662f：\u4f60\u5728\u4e91\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u597d\u4e86，\u4f46\u540c\u4e8b\u8bbf\u95ee\u65f6\u63d0\u793a\u201c\u8fde\u63a5\u88ab\u62d2\u7edd\u201d，\u6216\u8005\u7528\u57df\u540d\u8bbf\u95ee\u65f6\u663e\u793a\u4e0d\u5b89\u5168\u8b66\u544a\u3002\u8fd9\u4e9b\u95ee\u9898\u80cc\u540e，\u5176\u5b9e\u90fd\u6307\u5411\u540c\u4e00\u4e2a\u6838\u5fc3：\u670d\u52a1\u66b4\u9732\u65b9\u5f0f\u6ca1\u914d\u5bf9\u3002<\/p>\n
\u8fd9\u7bc7\u6559\u7a0b\u4e0d\u8bb2\u6a21\u578b\u539f\u7406，\u4e0d\u5806\u53c2\u6570\u914d\u7f6e，\u53ea\u805a\u7126\u4e00\u4ef6\u4e8b：\u8ba9\u4f60\u7684LightOnOCR-2-1B\u670d\u52a1，\u7a33\u7a33\u5f53\u5f53\u5730\u8dd1\u5728\u771f\u5b9e\u7f51\u7edc\u73af\u5883\u4e2d，\u80fd\u88ab\u4efb\u4f55\u4eba\u3001\u4efb\u4f55\u8bbe\u5907\u3001\u4efb\u4f55\u65f6\u95f4\u65b9\u4fbf\u5730\u7528\u8d77\u6765\u3002<\/p>\n
\u6211\u4eec\u4f1a\u4ece\u6700\u57fa\u7840\u7684\u670d\u52a1\u5668IP\u786e\u8ba4\u5f00\u59cb，\u4e00\u6b65\u6b65\u5e26\u4f60\u5b8c\u6210\u7aef\u53e3\u5f00\u653e\u3001\u57df\u540d\u7ed1\u5b9a\u3001Nginx\u53cd\u5411\u4ee3\u7406，\u6700\u540e\u52a0\u4e0aHTTPS\u52a0\u5bc6\u3002\u6bcf\u4e00\u6b65\u90fd\u6709\u660e\u786e\u547d\u4ee4\u3001\u5e38\u89c1\u62a5\u9519\u548c\u5bf9\u5e94\u89e3\u6cd5，\u4e0d\u9700\u8981\u4f60\u67e5\u6587\u6863\u3001\u8bd5\u4e09\u6b21\u3001\u91cd\u542f\u4e94\u6b21\u3002<\/p>\n
\u5982\u679c\u4f60\u6b63\u5361\u5728\u201c\u80fd\u8dd1\u4f46\u4e0d\u80fd\u7528\u201d\u7684\u9636\u6bb5，\u8fd9\u7bc7\u5c31\u662f\u4e3a\u4f60\u5199\u7684\u3002<\/p>\n
\u5f88\u591a\u65b0\u624b\u7b2c\u4e00\u6b65\u5c31\u9519\u4e86：\u76f4\u63a5\u5728\u670d\u52a1\u5668\u91cc\u6267\u884cifconfig\u6216ip a，\u770b\u5230127.0.0.1\u6216192.168.x.x\u5c31\u4ee5\u4e3a\u8fd9\u662f\u53ef\u8bbf\u95ee\u7684\u5730\u5740\u3002\u5176\u5b9e\u8fd9\u4e9b\u662f\u5185\u7f51\u5730\u5740，\u5916\u90e8\u6839\u672c\u8fde\u4e0d\u4e0a\u3002<\/p>\n
\u4f60\u9700\u8981\u7684\u662f\u670d\u52a1\u5668\u5bf9\u5916\u66b4\u9732\u7684\u516c\u7f51IP\u3002\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4：<\/p>\n
curl -s https:\/\/api.ipify.org<\/p>\n
\u5982\u679c\u8fd4\u56de\u4e00\u4e2a\u7c7b\u4f3c203.205.128.45\u7684IPv4\u5730\u5740，\u606d\u559c，\u8fd9\u5c31\u662f\u4f60\u7684\u516c\u7f51IP\u3002\u628a\u5b83\u8bb0\u4e0b\u6765，\u540e\u9762\u6240\u6709<\u670d\u52a1\u5668IP>\u90fd\u8981\u66ff\u6362\u6210\u8fd9\u4e2a\u503c\u3002<\/p>\n
\u6ce8\u610f：\u5982\u679c\u4f60\u7528\u7684\u662f\u963f\u91cc\u4e91\u3001\u817e\u8baf\u4e91\u7b49\u5382\u5546\u7684\u4e91\u670d\u52a1\u5668，\u8fd8\u9700\u8981\u989d\u5916\u68c0\u67e5\u5b89\u5168\u7ec4\u89c4\u5219\u3002\u786e\u4fdd\u5165\u65b9\u5411（Inbound）\u5df2\u653e\u884c\u7aef\u53e3 7860 \u548c 8000，\u534f\u8bae\u4e3a TCP\u3002\u6ca1\u5f00\u7684\u8bdd，\u54ea\u6015IP\u6b63\u786e，\u5916\u90e8\u8bf7\u6c42\u4e5f\u4f1a\u88ab\u76f4\u63a5\u62e6\u622a\u3002<\/p>\n
LightOnOCR-2-1B\u9ed8\u8ba4\u542f\u52a8\u4e24\u4e2a\u670d\u52a1：Gradio\u524d\u7aef（7860\u7aef\u53e3）\u548cvLLM\u540e\u7aef（8000\u7aef\u53e3）\u3002\u4f46\u6709\u65f6\u5019\u670d\u52a1\u770b\u4f3c\u542f\u52a8\u4e86，\u5b9e\u9645\u5374\u6ca1\u7ed1\u5b9a\u5230\u516c\u7f51IP\u3002<\/p>\n
\u6267\u884c\u8fd9\u6761\u547d\u4ee4，\u67e5\u770b\u7aef\u53e3\u76d1\u542c\u72b6\u6001：<\/p>\n
ss -tlnp | grep -E "7860|8000"<\/p>\n
\u6b63\u5e38\u8f93\u51fa\u5e94\u8be5\u7c7b\u4f3c\u8fd9\u6837：<\/p>\n
LISTEN 0 128 *:7860 *:* users:(("python",pid=12345,fd=5))
\nLISTEN 0 128 *:8000 *:* users:(("python",pid=12346,fd=7))<\/p>\n
\u5173\u952e\u770b *:7860 \u548c *:8000 \u2014\u2014 \u661f\u53f7*\u4ee3\u8868\u76d1\u542c\u6240\u6709\u7f51\u7edc\u63a5\u53e3（\u5305\u62ec\u516c\u7f51）\u3002\u5982\u679c\u770b\u5230\u7684\u662f 127.0.0.1:7860，\u8bf4\u660e\u670d\u52a1\u53ea\u7ed1\u5b9a\u4e86\u672c\u5730\u56de\u73af，\u5916\u90e8\u65e0\u6cd5\u8bbf\u95ee\u3002<\/p>\n
\u89e3\u51b3\u65b9\u6cd5：\u4fee\u6539\u542f\u52a8\u811a\u672c，\u5f3a\u5236\u6307\u5b9a–host 0.0.0.0\u3002<\/p>\n
\u6253\u5f00 \/root\/LightOnOCR-2-1B\/start.sh，\u627e\u5230\u542f\u52a8Gradio\u7684\u90a3\u884c（\u901a\u5e38\u662fpython app.py），\u6539\u6210：<\/p>\n
python app.py –host 0.0.0.0 –port 7860<\/p>\n
vLLM\u670d\u52a1\u540c\u7406，\u5728\u542f\u52a8\u547d\u4ee4\u4e2d\u52a0\u5165 –host 0.0.0.0 \u53c2\u6570\u3002<\/p>\n
\u6539\u5b8c\u4fdd\u5b58，\u91cd\u542f\u670d\u52a1：<\/p>\n
pkill -f "vllm serve" && pkill -f "python app.py"
\ncd \/root\/LightOnOCR-2-1B && bash start.sh<\/p>\n
\u518d\u6b21\u6267\u884css -tlnp | grep …，\u786e\u8ba4\u663e\u793a*:7860\u3002<\/p>\n
\u6240\u4ee5，\u5f3a\u70c8\u5efa\u8bae\u4e3a\u4f60\u7684OCR\u670d\u52a1\u5355\u72ec\u914d\u4e00\u4e2a\u5b50\u57df\u540d，\u6bd4\u5982 ocr.yourcompany.com \u6216 lighton.yourdomain.cn\u3002<\/p>\n
\u5047\u8bbe\u4f60\u5df2\u6709\u4e00\u4e2a\u4e3b\u57df\u540d yourdomain.com（\u5728\u963f\u91cc\u4e91\/\u817e\u8baf\u4e91\/Cloudflare\u7b49\u5e73\u53f0\u8d2d\u4e70\u5e76\u5b9e\u540d\u8ba4\u8bc1\u8fc7），\u6dfb\u52a0\u5b50\u57df\u540d\u53ea\u9700\u4e09\u6b65：<\/p>\n
dig +short ocr.yourdomain.com<\/p>\n
\u5982\u679c\u8fd4\u56de\u4f60\u7684IP，\u8bf4\u660e\u89e3\u6790\u5df2\u751f\u6548\u3002<\/p>\n
\u5c0f\u6280\u5de7：\u672c\u5730\u6d4b\u8bd5\u65f6，\u53ef\u4e34\u65f6\u4fee\u6539\u7535\u8111\u7684hosts\u6587\u4ef6（Windows\u5728C:\\\\Windows\\\\System32\\\\drivers\\\\etc\\\\hosts，Mac\/Linux\u5728\/etc\/hosts），\u6dfb\u52a0\u4e00\u884c：<\/p>\n
203.205.128.45 ocr.yourdomain.com<\/p>\n
\u8fd9\u6837\u65e0\u9700\u7b49DNS，\u7acb\u523b\u5c31\u80fd\u7528\u57df\u540d\u8bbf\u95ee\u3002<\/p>\n
Nginx\u662f\u8f7b\u91cf\u3001\u7a33\u5b9a\u3001\u5e7f\u6cdb\u4f7f\u7528\u7684\u53cd\u5411\u4ee3\u7406\u5de5\u5177\u3002\u5b83\u4e0d\u5904\u7406OCR\u903b\u8f91，\u53ea\u505a\u4e00\u4ef6\u4e8b：\u5f53\u7528\u6237\u8bbf\u95ee https:\/\/ocr.yourdomain.com \u65f6，\u628a\u8bf7\u6c42\u6084\u6084\u8f6c\u7ed9 http:\/\/127.0.0.1:7860，\u518d\u628a\u7ed3\u679c\u539f\u6837\u8fd4\u56de\u3002<\/p>\n
\u5728Ubuntu\/Debian\u7cfb\u7edf\u4e0a\u5b89\u88c5：<\/p>\n
sudo apt update && sudo apt install -y nginx
\nsudo systemctl enable nginx
\nsudo systemctl start nginx<\/p>\n
\u9a8c\u8bc1Nginx\u662f\u5426\u8fd0\u884c：\u6d4f\u89c8\u5668\u8bbf\u95ee http:\/\/<\u4f60\u7684\u516c\u7f51IP>，\u5e94\u770b\u5230\u201cWelcome to nginx!\u201d\u9875\u9762\u3002<\/p>\n
Nginx\u914d\u7f6e\u63a8\u8350\u201c\u4e00\u670d\u52a1\u4e00\u6587\u4ef6\u201d，\u6e05\u6670\u4e0d\u6df7\u4e71\u3002\u521b\u5efa\u65b0\u914d\u7f6e：<\/p>\n
sudo nano \/etc\/nginx\/sites-available\/lighton-ocr<\/p>\n
\u7c98\u8d34\u4ee5\u4e0b\u5185\u5bb9（\u8bf7\u5c06 ocr.yourdomain.com \u66ff\u6362\u4e3a\u4f60\u7684\u771f\u5b9e\u57df\u540d）：<\/p>\n
server {
\n listen 80;
\n server_name ocr.yourdomain.com;<\/p>\n
# \u628a\u6240\u6709HTTP\u8bf7\u6c42\u91cd\u5b9a\u5411\u5230HTTPS（\u540e\u7eed\u542f\u7528SSL\u540e\u751f\u6548）
\n return 301 https:\/\/$server_name$request_uri;
\n}<\/p>\n
server {
\n listen 443 ssl http2;
\n server_name ocr.yourdomain.com;<\/p>\n
# SSL\u8bc1\u4e66\u8def\u5f84（\u5360\u4f4d，\u540e\u7eedLet's Encrypt\u4f1a\u81ea\u52a8\u751f\u6210）
\n ssl_certificate \/etc\/letsencrypt\/live\/ocr.yourdomain.com\/fullchain.pem;
\n ssl_certificate_key \/etc\/letsencrypt\/live\/ocr.yourdomain.com\/privkey.pem;<\/p>\n
# Gradio\u524d\u7aef\u4ee3\u7406
\n location \/ {
\n proxy_pass http:\/\/127.0.0.1:7860;
\n proxy_set_header Host $host;
\n proxy_set_header X-Real-IP $remote_addr;
\n proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
\n proxy_set_header X-Forwarded-Proto $scheme;
\n proxy_http_version 1.1;
\n proxy_set_header Upgrade $http_upgrade;
\n proxy_set_header Connection "upgrade";
\n proxy_read_timeout 300;
\n proxy_send_timeout 300;
\n }<\/p>\n
# API\u63a5\u53e3\u4ee3\u7406（vLLM\u540e\u7aef）
\n location \/v1\/ {
\n proxy_pass http:\/\/127.0.0.1:8000\/v1\/;
\n proxy_set_header Host $host;
\n proxy_set_header X-Real-IP $remote_addr;
\n proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
\n proxy_set_header X-Forwarded-Proto $scheme;
\n proxy_http_version 1.1;
\n proxy_set_header Upgrade $http_upgrade;
\n proxy_set_header Connection "upgrade";
\n proxy_read_timeout 300;
\n proxy_send_timeout 300;
\n }
\n}<\/p>\n
\u5173\u952e\u70b9\u8bf4\u660e：<\/p>\n
\u542f\u7528\u914d\u7f6e：<\/p>\n
sudo ln -sf \/etc\/nginx\/sites-available\/lighton-ocr \/etc\/nginx\/sites-enabled\/
\nsudo nginx -t # \u68c0\u67e5\u8bed\u6cd5\u662f\u5426\u6b63\u786e
\nsudo systemctl reload nginx<\/p>\n
\u6b64\u65f6\u8bbf\u95ee http:\/\/ocr.yourdomain.com \u5e94\u8be5\u80fd\u770b\u5230Gradio\u754c\u9762（\u6682\u65f6\u8fd8\u662fHTTP，\u4e0b\u4e00\u6b65\u52a0HTTPS）\u3002<\/p>\n
\u6211\u4eec\u4f7f\u7528Let's Encrypt\u63d0\u4f9b\u7684\u514d\u8d39SSL\u8bc1\u4e66，\u914d\u5408Certbot\u5de5\u5177\u5168\u81ea\u52a8\u90e8\u7f72\u3002<\/p>\n
sudo apt install -y certbot python3-certbot-nginx
\nsudo certbot –nginx -d ocr.yourdomain.com<\/p>\n
\u6267\u884c\u540e\u4f1a\u5f15\u5bfc\u4f60：<\/p>\n
Certbot\u4f1a\u81ea\u52a8：<\/p>\n
\u5b8c\u6210\u540e，\u6d4f\u89c8\u5668\u8bbf\u95ee https:\/\/ocr.yourdomain.com，\u5730\u5740\u680f\u4f1a\u51fa\u73b0\u7eff\u8272\u9501\u56fe\u6807 \u3002<\/p>\n
Let's Encrypt\u8bc1\u4e66\u6709\u6548\u671f\u53ea\u670990\u5929，\u4f46Certbot\u5df2\u5185\u7f6e\u81ea\u52a8\u7eed\u671f\u673a\u5236\u3002\u9a8c\u8bc1\u662f\u5426\u542f\u7528：<\/p>\n
sudo systemctl list-timers | grep certbot<\/p>\n
\u5e94\u770b\u5230\u7c7b\u4f3c certbot.timer \u7684\u6761\u76ee，\u8868\u793a\u6bcf\u5929\u51cc\u6668\u4f1a\u81ea\u52a8\u68c0\u67e5\u7eed\u671f\u3002<\/p>\n
\u4f60\u4e5f\u53ef\u4ee5\u624b\u52a8\u6d4b\u8bd5\u7eed\u671f\u6d41\u7a0b（\u4e0d\u5b9e\u9645\u66f4\u65b0，\u53ea\u6a21\u62df）：<\/p>\n
sudo certbot renew –dry-run<\/p>\n
\u5982\u679c\u8fd4\u56de Congratulations, all simulated renewals succeeded，\u8bf4\u660e\u4e00\u5207\u5c31\u7eea\u3002<\/p>\n
\u73b0\u5728，\u4f60\u7684LightOnOCR-2-1B\u5df2\u5177\u5907\u751f\u4ea7\u7ea7\u8bbf\u95ee\u80fd\u529b\u3002\u6211\u4eec\u7528\u4e00\u4e2a\u771f\u5b9e\u573a\u666f\u9a8c\u8bc1：<\/p>\n
\u63d0\u793a：\u9996\u6b21\u52a0\u8f7d\u53ef\u80fd\u7a0d\u6162（Gradio\u9700\u521d\u59cb\u5316），\u540e\u7eed\u64cd\u4f5c\u4f1a\u660e\u663e\u52a0\u5feb\u3002\u5982\u9047\u7a7a\u767d\u9875，\u8bf7\u6309F12\u6253\u5f00\u5f00\u53d1\u8005\u5de5\u5177，\u770bConsole\u662f\u5426\u6709WebSocket connection failed\u62a5\u9519\u2014\u2014\u5927\u6982\u7387\u662fNginx\u7f3a\u5c11Upgrade\u5934，\u56de\u5934\u68c0\u67e5\u7b2c4.2\u8282\u914d\u7f6e\u3002<\/p>\n
\u7528curl\u76f4\u63a5\u8c03\u7528\u540e\u7aefAPI，\u9a8c\u8bc1\u670d\u52a1\u94fe\u8def\u5b8c\u6574\u6027：<\/p>\n
# \u5c06\u56fe\u7247\u8f6cbase64（Linux\/macOS）
\nIMAGE_BASE64=$(base64 -i .\/receipt.jpg | tr -d '\\\\n')<\/p>\n
# \u8c03\u7528API（\u6ce8\u610f：URL\u5df2\u4eceIP\u53d8\u4e3a\u57df\u540d，\u4e14\u534f\u8bae\u4e3ahttps）
\ncurl -X POST https:\/\/ocr.yourdomain.com\/v1\/chat\/completions \\\\
\n -H "Content-Type: application\/json" \\\\
\n -d '{
\n "model": "\/root\/ai-models\/lightonai\/LightOnOCR-2-1B",
\n "messages": [{
\n "role": "user",
\n "content": [{"type": "image_url", "image_url": {"url": "data:image\/jpeg;base64,'"$IMAGE_BASE64"'"}}]
\n }],
\n "max_tokens": 4096
\n }'<\/p>\n
\u5982\u679c\u8fd4\u56deJSON\u683c\u5f0f\u7684\u8bc6\u522b\u6587\u672c（\u542bchoices[0].message.content\u5b57\u6bb5），\u8bf4\u660e：<\/p>\n
LightOnOCR-2-1B\u5355\u5b9e\u4f8b\u9002\u5408\u8f7b\u91cf\u5e76\u53d1\u3002\u5982\u9700\u652f\u630110+\u4eba\u540c\u65f6\u4e0a\u4f20：<\/p>\n
\u56de\u987e\u6574\u4e2a\u6d41\u7a0b，\u4f60\u5b9e\u9645\u4e0a\u5b8c\u6210\u4e86\u6280\u672f\u6808\u4e2d\u4e09\u4e2a\u5173\u952e\u5c42\u7684\u8d2f\u901a：<\/p>\n
\u8fd9\u4e0d\u518d\u662f\u201c\u8dd1\u901a\u4e00\u4e2aDemo\u201d，\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u53ef\u4ea4\u4ed8\u3001\u53ef\u7ef4\u62a4\u3001\u53ef\u6269\u5c55\u7684OCR\u670d\u52a1\u80fd\u529b\u3002\u4e0b\u4e00\u6b65，\u4f60\u53ef\u4ee5：<\/p>\n
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