{"id":62994,"date":"2026-01-21T04:57:34","date_gmt":"2026-01-20T20:57:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/62994.html"},"modified":"2026-01-21T04:57:34","modified_gmt":"2026-01-20T20:57:34","slug":"vscode-ssh%e8%bf%9c%e7%a8%8b%e8%bf%9e%e6%8e%a5qwen3guard-gen-8b%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%bc%96%e8%be%91%e9%85%8d%e7%bd%ae%e6%96%87%e4%bb%b6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/62994.html","title":{"rendered":"VSCode SSH\u8fdc\u7a0b\u8fde\u63a5Qwen3Guard-Gen-8B\u670d\u52a1\u5668\u7f16\u8f91\u914d\u7f6e\u6587\u4ef6"},"content":{"rendered":"

VSCode SSH\u8fdc\u7a0b\u8fde\u63a5Qwen3Guard-Gen-8B\u670d\u52a1\u5668\u7f16\u8f91\u914d\u7f6e\u6587\u4ef6<\/h2>\n

\u5728\u6784\u5efa\u751f\u6210\u5f0fAI\u5e94\u7528\u7684\u4eca\u5929，\u5185\u5bb9\u5b89\u5168\u65e9\u5df2\u4e0d\u518d\u662f\u201c\u52a0\u4e2a\u5173\u952e\u8bcd\u8fc7\u6ee4\u201d\u5c31\u80fd\u5e94\u4ed8\u7684\u4e8b\u3002\u968f\u7740\u5927\u6a21\u578b\u8f93\u51fa\u80fd\u529b\u7684\u589e\u5f3a，\u5176\u6f5c\u5728\u98ce\u9669\u4e5f\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u2014\u2014\u4ece\u9690\u6027\u504f\u89c1\u5230\u653f\u6cbb\u654f\u611f\u8a00\u8bba，\u518d\u5230\u591a\u8bed\u8a00\u73af\u5883\u4e0b\u7684\u6587\u5316\u8bef\u5224，\u4f20\u7edf\u5ba1\u6838\u624b\u6bb5\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u963f\u91cc\u4e91\u63a8\u51fa\u7684 Qwen3Guard-Gen-8B \u6b63\u662f\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\u800c\u751f：\u5b83\u4e0d\u662f\u7b80\u5355\u7684\u5206\u7c7b\u5668，\u800c\u662f\u5c06\u5b89\u5168\u5224\u5b9a\u672c\u8eab\u53d8\u6210\u4e00\u4e2a\u53ef\u89e3\u91ca\u3001\u53ef\u63a7\u5236\u7684\u751f\u6210\u4efb\u52a1\u3002<\/p>\n

\u4f46\u518d\u5f3a\u5927\u7684\u6a21\u578b\u4e5f\u9700\u8981\u4eba\u6765\u8c03\u6559\u3002\u5c24\u5176\u662f\u5728\u90e8\u7f72\u9636\u6bb5，\u9891\u7e41\u4fee\u6539\u63a8\u7406\u811a\u672c\u3001\u8c03\u6574Prompt\u6a21\u677f\u3001\u67e5\u770b\u65e5\u5fd7\u53cd\u9988\u2026\u2026\u8fd9\u4e9b\u64cd\u4f5c\u5982\u679c\u8fd8\u4f9d\u8d56vim+ssh\u547d\u4ee4\u884c，\u5f00\u53d1\u6548\u7387\u4f1a\u5927\u6253\u6298\u6263\u3002\u6709\u6ca1\u6709\u4e00\u79cd\u65b9\u5f0f，\u80fd\u8ba9\u5f00\u53d1\u8005\u50cf\u672c\u5730\u7f16\u7801\u4e00\u6837，\u76f4\u63a5\u5728\u56fe\u5f62\u5316\u73af\u5883\u4e2d\u7f16\u8f91\u8fdc\u7a0b\u670d\u52a1\u5668\u4e0a\u7684\u6a21\u578b\u914d\u7f6e？\u7b54\u6848\u662f\u80af\u5b9a\u7684\u2014\u2014\u901a\u8fc7 VSCode \u7684 Remote-SSH \u529f\u80fd，\u6211\u4eec\u53ef\u4ee5\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u672c\u5730\u754c\u9762，\u8fdc\u7a0b\u6267\u884c\u201d，\u628a\u6574\u4e2a\u5927\u6a21\u578b\u670d\u52a1\u7684\u8c03\u8bd5\u4f53\u9a8c\u63d0\u5347\u5230\u65b0\u9ad8\u5ea6\u3002<\/p>\n

\n

\u4e3a\u4ec0\u4e48\u9009\u62e9 VSCode + SSH \u8fdc\u7a0b\u5f00\u53d1？<\/h3>\n

\u60f3\u8c61\u8fd9\u6837\u4e00\u4e2a\u573a\u666f：\u4f60\u5728\u672c\u5730MacBook\u4e0a\u5de5\u4f5c，\u76ee\u6807\u662f\u4e00\u53f0\u642d\u8f7d\u53ccA100\u3001\u8fd0\u884cUbuntu\u7cfb\u7edf\u7684\u8fdc\u7a0b\u670d\u52a1\u5668，\u4e0a\u9762\u6b63\u90e8\u7f72\u7740 Qwen3Guard-Gen-8B \u6a21\u578b\u3002\u4f60\u9700\u8981\u4fee\u6539\u4e00\u6bb5\u7528\u4e8e\u98ce\u9669\u5224\u65ad\u7684\u63d0\u793a\u8bcd（Prompt），\u6d4b\u8bd5\u65b0\u7684\u8f93\u51fa\u683c\u5f0f，\u5e76\u5b9e\u65f6\u89c2\u5bdfAPI\u63a5\u53e3\u7684\u65e5\u5fd7\u53d8\u5316\u3002<\/p>\n

\u4f20\u7edf\u505a\u6cd5\u53ef\u80fd\u662f：
\n– \u6253\u5f00\u7ec8\u7aef，\u7528 ssh root@xxx \u767b\u5f55；
\n– \u4f7f\u7528 nano \u6216 vim \u7f16\u8f91\u6587\u4ef6，\u6ca1\u6709\u8bed\u6cd5\u9ad8\u4eae\u3001\u81ea\u52a8\u8865\u5168；
\n– \u4fee\u6539\u540e\u4fdd\u5b58，\u5207\u6362\u56de\u53e6\u4e00\u4e2a\u7a97\u53e3\u542f\u52a8\u670d\u52a1；
\n– \u51fa\u9519\u4e86？\u518d\u56de\u53bb\u67e5\u65e5\u5fd7，\u91cd\u590d\u4e0a\u8ff0\u6d41\u7a0b\u2026\u2026<\/p>\n

\u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u4ec5\u5272\u88c2，\u800c\u4e14\u6781\u6613\u51fa\u9519，\u5c24\u5176\u5f53\u6d89\u53ca\u591a\u4e2a\u914d\u7f6e\u6587\u4ef6\u548c\u590d\u6742\u8def\u5f84\u65f6\u3002<\/p>\n

\u800c\u4f7f\u7528 VSCode Remote – SSH，\u4e00\u5207\u53d8\u5f97\u76f4\u89c2\u9ad8\u6548：<\/p>\n

\u4f60\u53ea\u9700\u5728\u672c\u5730\u6253\u5f00 VSCode，\u8fde\u63a5\u8fdc\u7a0b\u4e3b\u673a\u540e，\u6574\u4e2a \/root \u76ee\u5f55\u5c31\u50cf\u672c\u5730\u9879\u76ee\u4e00\u6837\u5c55\u73b0\u5728\u8d44\u6e90\u7ba1\u7406\u5668\u4e2d\u3002\u4f60\u53ef\u4ee5\u7528\u719f\u6089\u7684\u5feb\u6377\u952e\u8df3\u8f6c\u3001\u641c\u7d22\u53d8\u91cf\u3001\u67e5\u770bGit\u5dee\u5f02，\u751a\u81f3\u76f4\u63a5\u5728\u5185\u5d4c\u7ec8\u7aef\u4e2d\u8fd0\u884c\u63a8\u7406\u811a\u672c\u3002\u6240\u6709\u64cd\u4f5c\u90fd\u5728\u8fdc\u7a0b\u6267\u884c，\u4f46\u4ea4\u4e92\u611f\u5b8c\u5168\u5982\u540c\u672c\u5730\u5f00\u53d1\u3002<\/p>\n

\u8fd9\u80cc\u540e\u7684\u6280\u672f\u5e76\u4e0d\u795e\u79d8\u2014\u2014VSCode \u4f1a\u5728\u9996\u6b21\u8fde\u63a5\u65f6\u81ea\u52a8\u5728\u8fdc\u7a0b\u5b89\u88c5\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u201cVS Code Server\u201d\u8fdb\u7a0b，\u8d1f\u8d23\u5904\u7406\u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee\u3001\u8bed\u8a00\u670d\u52a1\u3001\u8c03\u8bd5\u5668\u7b49\u6838\u5fc3\u529f\u80fd\u3002\u672c\u5730\u5ba2\u6237\u7aef\u53ea\u8d1f\u8d23\u6e32\u67d3UI\u548c\u4f20\u9012\u7528\u6237\u8f93\u5165，\u6570\u636e\u901a\u8fc7\u52a0\u5bc6\u7684SSH\u901a\u9053\u4f20\u8f93，\u65e2\u5b89\u5168\u53c8\u9ad8\u6548\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f，\u8fd9\u79cd\u65b9\u5f0f\u5bf9\u8fdc\u7a0b\u7cfb\u7edf\u51e0\u4e4e\u96f6\u4fb5\u5165：\u4e0d\u9700\u8981\u5f00\u653e\u989d\u5916\u7aef\u53e3，\u65e0\u9700\u5b89\u88c5\u684c\u9762\u73af\u5883，\u53ea\u8981SSH\u670d\u52a1\u5f00\u542f，\u5c31\u80fd\u7acb\u523b\u63a5\u5165\u5b8c\u6574\u7684IDE\u4f53\u9a8c\u3002<\/p>\n

\n

\u5b9e\u6218\u914d\u7f6e：\u4e00\u952e\u8fde\u63a5\u4f60\u7684 Qwen3Guard \u670d\u52a1\u5668<\/h3>\n

\u8981\u5b9e\u73b0\u8fd9\u79cd\u65e0\u7f1d\u8fde\u63a5，\u7b2c\u4e00\u6b65\u662f\u6b63\u786e\u914d\u7f6eSSH\u3002\u5efa\u8bae\u4e0d\u8981\u6bcf\u6b21\u90fd\u624b\u52a8\u8f93\u5165IP\u548c\u5bc6\u94a5，\u800c\u662f\u5229\u7528 ~\/.ssh\/config \u6587\u4ef6\u5b9a\u4e49\u522b\u540d：<\/p>\n

Host qwen-guard-server
\n HostName 192.168.1.100
\n User devuser
\n Port 22
\n IdentityFile ~\/.ssh\/id_rsa_qwen
\n StrictHostKeyChecking no
\n Compression yes<\/p>\n

\u51e0\u70b9\u5173\u952e\u8bf4\u660e：
\n– \u4f7f\u7528\u975eroot\u8d26\u6237\u66f4\u5b89\u5168，\u53ef\u901a\u8fc7sudo\u63d0\u6743\u5fc5\u8981\u64cd\u4f5c；
\n– IdentityFile\u6307\u5411\u4e13\u7528\u79c1\u94a5，\u907f\u514d\u4e0e\u5176\u5b83\u670d\u52a1\u6df7\u6dc6；
\n– \u542f\u7528Compression\u53ef\u663e\u8457\u964d\u4f4e\u9ad8\u5ef6\u8fdf\u7f51\u7edc\u4e0b\u7684\u54cd\u5e94\u65f6\u95f4，\u7279\u522b\u9002\u5408\u8de8\u5730\u57df\u8bbf\u95ee\u4e91\u7aef\u5b9e\u4f8b；
\n– StrictHostKeyChecking no\u4fbf\u4e8e\u81ea\u52a8\u5316，\u4f46\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5e94\u8c28\u614e\u4f7f\u7528\u3002<\/p>\n

\u914d\u7f6e\u5b8c\u6210\u540e，\u5728 VSCode \u4e2d\u5b89\u88c5\u5b98\u65b9\u6269\u5c55 \u201cRemote – SSH\u201d\u3002\u7136\u540e\u6309 Ctrl+Shift+P \u6253\u5f00\u547d\u4ee4\u9762\u677f，\u8f93\u5165\u201cConnect to Host\u201d，\u9009\u62e9\u521a\u624d\u5b9a\u4e49\u7684 qwen-guard-server \u5373\u53ef\u5efa\u7acb\u8fde\u63a5\u3002<\/p>\n

\u8fde\u63a5\u6210\u529f\u540e，\u70b9\u51fb\u201cOpen Folder\u201d，\u5bfc\u822a\u81f3\u6a21\u578b\u6240\u5728\u76ee\u5f55，\u4f8b\u5982 \/home\/devuser\/qwen-guard-deploy\/，\u4f60\u5c31\u80fd\u770b\u5230\u5982\u4e0b\u7ed3\u6784：<\/p>\n

.
\n\u251c\u2500\u2500 config\/
\n\u2502 \u2514\u2500\u2500 prompt_template.txt
\n\u251c\u2500\u2500 scripts\/
\n\u2502 \u2514\u2500\u2500 start_inference.sh
\n\u251c\u2500\u2500 app.py # FastAPI \u63a8\u7406\u63a5\u53e3
\n\u251c\u2500\u2500 requirements.txt
\n\u2514\u2500\u2500 logs\/
\n \u2514\u2500\u2500 inference.log<\/p>\n

\u73b0\u5728，\u4f60\u53ef\u4ee5\u76f4\u63a5\u53cc\u51fb prompt_template.txt \u8fdb\u884c\u7f16\u8f91，\u4e5f\u53ef\u4ee5\u53f3\u952e\u5728\u8fdc\u7a0b\u7ec8\u7aef\u4e2d\u8fd0\u884c\u542f\u52a8\u811a\u672c\u3002\u4e00\u5207\u90fd\u90a3\u4e48\u81ea\u7136，\u4eff\u4f5b\u8fd9\u53f0\u9ad8\u6027\u80fd\u670d\u52a1\u5668\u5c31\u662f\u4f60\u684c\u8fb9\u7684\u5f00\u53d1\u673a\u3002<\/p>\n

\n

Qwen3Guard-Gen-8B：\u4e0d\u53ea\u662f\u5185\u5bb9\u8fc7\u6ee4\u5668<\/h3>\n

\u5f88\u591a\u4eba\u521d\u8bc6 Qwen3Guard-Gen-8B \u65f6，\u4f1a\u8bef\u4ee5\u4e3a\u5b83\u662f\u4e00\u4e2aBERT\u5f0f\u7684\u4e8c\u5206\u7c7b\u6a21\u578b：\u201c\u5b89\u5168\u201d\u6216\u201c\u4e0d\u5b89\u5168\u201d\u3002\u4f46\u5b9e\u9645\u4e0a，\u5b83\u7684\u8bbe\u8ba1\u54f2\u5b66\u5b8c\u5168\u4e0d\u540c\u2014\u2014\u5b83\u628a\u5b89\u5168\u5ba1\u6838\u770b\u4f5c\u4e00\u4e2a\u6307\u4ee4\u8ddf\u968f\u4efb\u52a1\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50，\u5f53\u4f60\u4f20\u5165\u4e00\u6bb5\u6587\u672c：<\/p>\n

\u201c\u8fd9\u4e2a\u653f\u5e9c\u771f\u662f\u8150\u8d25\u900f\u9876，\u5e94\u8be5\u88ab\u63a8\u7ffb\u3002\u201d<\/p>\n

\u4f20\u7edf\u6a21\u578b\u53ef\u80fd\u53ea\u4f1a\u8fd4\u56de\u4e00\u4e2a\u6982\u7387\u503c：\u201c\u5371\u9669\u7a0b\u5ea6：97%\u201d\u3002\u4f46 Qwen3Guard-Gen-8B \u7684\u8f93\u51fa\u5374\u662f\u8fd9\u6837\u7684：<\/p>\n

\u5b89\u5168\u7ea7\u522b：\u4e0d\u5b89\u5168
\n\u98ce\u9669\u7c7b\u578b：\u653f\u6cbb\u654f\u611f
\n\u7406\u7531：\u547c\u5401\u63a8\u7ffb\u5408\u6cd5\u653f\u6743\u5c5e\u4e8e\u4e25\u91cd\u8fdd\u89c4\u884c\u4e3a<\/p>\n

\u8fd9\u79cd\u7ed3\u6784\u5316\u751f\u6210\u5f0f\u8f93\u51fa\u5e26\u6765\u4e86\u51e0\u4e2a\u5173\u952e\u4f18\u52bf：<\/p>\n

1. \u53ef\u89e3\u91ca\u6027\u5f3a<\/h4>\n

\u4e1a\u52a1\u65b9\u4e0d\u518d\u9700\u8981\u731c\u6d4b\u201c\u4e3a\u4ec0\u4e48\u88ab\u62e6\u622a\u201d，\u53ef\u4ee5\u76f4\u63a5\u8bfb\u53d6\u6a21\u578b\u7ed9\u51fa\u7684\u7406\u7531，\u7528\u4e8e\u7528\u6237\u901a\u77e5\u6216\u4eba\u5de5\u590d\u6838\u3002<\/p>\n

2. \u652f\u6301\u7ec6\u7c92\u5ea6\u7b56\u7565\u63a7\u5236<\/h4>\n

\u4e09\u7ea7\u5206\u7c7b（\u5b89\u5168 \/ \u6709\u4e89\u8bae \/ \u4e0d\u5b89\u5168）\u5141\u8bb8\u7cfb\u7edf\u6839\u636e\u4e0d\u540c\u7b49\u7ea7\u91c7\u53d6\u4e0d\u540c\u52a8\u4f5c：\u653e\u884c\u3001\u8b66\u544a\u3001\u8bb0\u5f55\u3001\u62e6\u622a\u3002<\/p>\n

3. \u591a\u8bed\u8a00\u539f\u751f\u652f\u6301<\/h4>\n

\u5f97\u76ca\u4e8e\u8bad\u7ec3\u65f6\u8986\u76d6\u4e86119\u79cd\u8bed\u8a00\u548c\u65b9\u8a00，\u6a21\u578b\u80fd\u8bc6\u522b\u4e2d\u6587\u7f51\u7edc\u9ed1\u8bdd\u3001\u82f1\u6587\u8bbd\u523a\u8868\u8fbe\u3001\u963f\u62c9\u4f2f\u8bed\u5b97\u6559\u6781\u7aef\u8a00\u8bba\u7b49\u591a\u79cd\u53d8\u4f53，\u65e0\u9700\u4e3a\u6bcf\u79cd\u8bed\u8a00\u5355\u72ec\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n

4. Prompt\u9a71\u52a8\u7684\u884c\u4e3a\u8c03\u63a7<\/h4>\n

\u6700\u6709\u8da3\u7684\u4e00\u70b9\u662f：\u4f60\u53ef\u4ee5\u901a\u8fc7\u4fee\u6539\u8f93\u5165Prompt\u6765\u52a8\u6001\u8c03\u6574\u6a21\u578b\u884c\u4e3a\u3002\u6bd4\u5982\u589e\u52a0\u4e00\u53e5\u201c\u8bf7\u5c3d\u91cf\u907f\u514d\u8bef\u4f24\u6b63\u5e38\u6279\u8bc4\u201d，\u5c31\u80fd\u6709\u6548\u964d\u4f4e\u5bf9\u5efa\u8bbe\u6027\u610f\u89c1\u7684\u8bef\u5224\u7387\u3002<\/p>\n

\u4e0b\u9762\u662f\u5178\u578b\u7684\u63a8\u7406\u8c03\u7528\u4ee3\u7801：<\/p>\n

from transformers import AutoTokenizer, AutoModelForCausalLM<\/p>\n

model_name = "qwen\/Qwen3Guard-Gen-8B"
\ntokenizer = AutoTokenizer.from_pretrained(model_name)
\nmodel = AutoModelForCausalLM.from_pretrained(
\n model_name,
\n device_map="auto",
\n torch_dtype="auto"
\n)<\/p>\n

def check_safety(text):
\n prompt = f"""\u8bf7\u5224\u65ad\u4ee5\u4e0b\u5185\u5bb9\u662f\u5426\u5b58\u5728\u5b89\u5168\u98ce\u9669，\u5e76\u6309\u7167\u6307\u5b9a\u683c\u5f0f\u56de\u7b54：<\/p>\n

\u5185\u5bb9：{text}<\/p>\n

\u56de\u7b54\u683c\u5f0f：
\n\u5b89\u5168\u7ea7\u522b：[\u5b89\u5168 \/ \u6709\u4e89\u8bae \/ \u4e0d\u5b89\u5168]
\n\u98ce\u9669\u7c7b\u578b：[\u65e0 \/ \u8272\u60c5 \/ \u66b4\u529b \/ \u6b3a\u8bc8 \/ \u653f\u6cbb\u654f\u611f \/ \u5176\u4ed6]
\n\u7406\u7531：\u7b80\u8981\u8bf4\u660e<\/p>\n

\u4f60\u7684\u56de\u7b54："""<\/p>\n

inputs = tokenizer(prompt, return_tensors="pt").to("cuda")
\n outputs = model.generate(
\n **inputs,
\n max_new_tokens=200,
\n temperature=0.3,
\n do_sample=False
\n )
\n result = tokenizer.decode(outputs[0], skip_special_tokens=True)<\/p>\n

# \u63d0\u53d6\u6a21\u578b\u751f\u6210\u7684\u56de\u7b54\u90e8\u5206
\n answer_start = result.find("\u4f60\u7684\u56de\u7b54：") + len("\u4f60\u7684\u56de\u7b54：")
\n return result[answer_start:].strip()<\/p>\n

\u6ce8\u610f\u8fd9\u91cc\u7684 temperature=0.3 \u548c do_sample=False \u8bbe\u7f6e\u2014\u2014\u5728\u751f\u4ea7\u73af\u5883\u4e2d，\u6211\u4eec\u66f4\u5e0c\u671b\u6a21\u578b\u8f93\u51fa\u7a33\u5b9a\u4e00\u81f4，\u800c\u4e0d\u662f\u6bcf\u6b21\u90fd\u6709\u5fae\u5c0f\u5dee\u5f02\u3002\u8fd9\u5bf9\u4e8e\u5ba1\u8ba1\u8ffd\u8e2a\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

\u5f53\u7136，\u8fd9\u4e48\u5927\u7684\u6a21\u578b（8B\u53c2\u6570）\u5bf9\u786c\u4ef6\u8981\u6c42\u4e5f\u4e0d\u4f4e：\u63a8\u8350\u81f3\u5c112\u00d7A100（40GB）\u663e\u5b58\u7ec4\u5408，\u6216\u8005\u4f7f\u7528\u91cf\u5316\u7248\u672c（\u5982GPTQ\u6216AWQ）\u5728\u5355\u5361\u4e0a\u8fd0\u884c\u3002\u5982\u679c\u4f60\u53ea\u662f\u505a\u7b56\u7565\u9a8c\u8bc1，\u4e5f\u53ef\u4ee5\u5148\u7528\u540c\u7cfb\u5217\u76844B\u62160.6B\u7248\u672c\u5feb\u901f\u8fed\u4ee3\u3002<\/p>\n

\n

\u5f00\u53d1\u95ed\u73af：\u4ece\u7f16\u8f91\u5230\u9a8c\u8bc1\u7684\u5b8c\u6574\u6d41\u7a0b<\/h3>\n

\u4e00\u65e6\u5efa\u7acb\u8d77 VSCode + SSH \u7684\u8fdc\u7a0b\u5f00\u53d1\u73af\u5883，\u6574\u4e2a\u6a21\u578b\u8c03\u4f18\u6d41\u7a0b\u5c31\u53d8\u5f97\u6781\u4e3a\u6d41\u7545：<\/p>\n

  • \n

    \u7f16\u8f91Prompt\u6a21\u677f
    \n \u5728 VSCode \u4e2d\u6253\u5f00 config\/prompt_template.txt，\u5c1d\u8bd5\u52a0\u5165\u65b0\u7684\u6307\u5bfc\u8bed\u53e5，\u6bd4\u5982：<\/p>\n

    \u201c\u82e5\u5185\u5bb9\u4ec5\u4e3a\u60c5\u7eea\u5ba3\u6cc4\u4f46\u65e0\u5b9e\u9645\u717d\u52a8\u610f\u56fe，\u8bf7\u5f52\u7c7b\u4e3a\u2018\u6709\u4e89\u8bae\u2019\u800c\u975e\u2018\u4e0d\u5b89\u5168\u2019\u3002\u201d<\/p>\n<\/li>\n

  • \n

    \u4fdd\u5b58\u5e76\u540c\u6b65
    \n \u4fdd\u5b58\u540e，\u6587\u4ef6\u7acb\u5373\u5199\u5165\u8fdc\u7a0b\u670d\u52a1\u5668，\u65e0\u9700\u4efb\u4f55\u624b\u52a8\u4e0a\u4f20\u3002<\/p>\n<\/li>\n

  • \n

    \u91cd\u542f\u670d\u52a1
    \n \u5728 VSCode \u5185\u7f6e\u7ec8\u7aef\u4e2d\u6267\u884c：
    \nbash
    \n .\/scripts\/restart_api.sh<\/p>\n<\/li>\n

  • \n

    \u53d1\u8d77\u6d4b\u8bd5\u8bf7\u6c42
    \n \u7528Postman\u6216curl\u53d1\u9001\u6d4b\u8bd5\u6587\u672c，\u89c2\u5bdf\u8fd4\u56de\u7ed3\u679c\u662f\u5426\u7b26\u5408\u9884\u671f\u3002<\/p>\n<\/li>\n

  • \n

    \u67e5\u770b\u65e5\u5fd7
    \n \u5728 VSCode \u4e2d\u5b89\u88c5 Log Viewer \u63d2\u4ef6，\u5b9e\u65f6\u6253\u5f00 logs\/inference.log，\u76d1\u63a7\u5f02\u5e38\u8f93\u5165\u6216\u6027\u80fd\u74f6\u9888\u3002<\/p>\n<\/li>\n

  • \n

    \u7248\u672c\u7ba1\u7406
    \n \u6240\u6709\u53d8\u66f4\u90fd\u53ef\u901a\u8fc7 Git \u8ffd\u8e2a\u3002\u56e2\u961f\u6210\u5458\u53ef\u4ee5\u5404\u81ea\u8fde\u63a5\u540c\u4e00\u670d\u52a1\u5668，\u57fa\u4e8e\u5206\u652f\u534f\u4f5c\u4fee\u6539\u914d\u7f6e\u3002<\/p>\n<\/li>\n

    \u4f60\u4f1a\u53d1\u73b0，\u5f88\u591a\u539f\u672c\u9700\u8981\u201c\u4e0a\u7ebf\u540e\u518d\u89c2\u5bdf\u201d\u7684\u95ee\u9898，\u73b0\u5728\u53ef\u4ee5\u5728\u5f00\u53d1\u9636\u6bb5\u5c31\u5feb\u901f\u53d1\u73b0\u5e76\u4fee\u590d\u3002\u6bd4\u5982\u67d0\u4e2a\u8fb9\u7f18case\u5bfc\u81f4\u6a21\u578b\u53cd\u590d\u751f\u6210\u8d85\u957f\u56de\u590d？\u6539\u4e00\u4e0bmax_new_tokens\u53c2\u6570，\u51e0\u79d2\u949f\u5c31\u80fd\u9a8c\u8bc1\u6548\u679c\u3002<\/p>\n

    \n

    \u5de5\u7a0b\u5b9e\u8df5\u4e2d\u7684\u5173\u952e\u8003\u91cf<\/h3>\n

    \u5c3d\u7ba1\u8fd9\u5957\u65b9\u6848\u975e\u5e38\u5f3a\u5927，\u4f46\u5728\u5b9e\u9645\u843d\u5730\u65f6\u4ecd\u6709\u4e00\u4e9b\u7ec6\u8282\u9700\u8981\u6ce8\u610f：<\/p>\n

    \u6743\u9650\u4e0e\u5b89\u5168<\/h4>\n
      \n
    • \u907f\u514d\u957f\u671f\u4f7f\u7528root\u8d26\u6237\u5f00\u53d1\u3002\u5e94\u521b\u5efa\u72ec\u7acb\u7528\u6237（\u5982devuser），\u5e76\u901a\u8fc7sudoers\u914d\u7f6e\u6700\u5c0f\u6743\u9650\u96c6\u3002<\/li>\n
    • SSH\u79c1\u94a5\u5fc5\u987b\u8bbe\u7f6e\u5bc6\u7801\u4fdd\u62a4，\u4e14\u7981\u6b62\u63d0\u4ea4\u5230\u4ee3\u7801\u4ed3\u5e93\u3002<\/li>\n
    • \u82e5\u670d\u52a1\u5668\u66b4\u9732\u5728\u516c\u7f51，\u5efa\u8bae\u66f4\u6539\u9ed8\u8ba4SSH\u7aef\u53e3，\u5e76\u542f\u7528fail2ban\u9632\u6b62\u66b4\u529b\u7834\u89e3\u3002<\/li>\n<\/ul>\n

      \u6027\u80fd\u4f18\u5316<\/h4>\n
        \n
      • \u5bf9\u4e8e\u9ad8\u5ef6\u8fdf\u7f51\u7edc（\u5982\u8de8\u56fd\u8bbf\u95ee），\u53ef\u5728SSH\u914d\u7f6e\u4e2d\u542f\u7528\u538b\u7f29：
        \nCompression yes
        \n CompressionLevel 7<\/li>\n
      • \u5728 VSCode \u8bbe\u7f6e\u4e2d\u5173\u95ed\u4e0d\u5fc5\u8981\u7684\u63d2\u4ef6\u540c\u6b65，\u51cf\u5c11\u521d\u59cb\u5316\u8d1f\u8f7d\u3002<\/li>\n<\/ul>\n

        \u6545\u969c\u9884\u9632<\/h4>\n
          \n
        • \u5b9a\u671f\u5907\u4efd\u6a21\u578b\u914d\u7f6e\u548c\u81ea\u5b9a\u4e49\u811a\u672c\u3002\u53ef\u7528\u7b80\u5355cron\u4efb\u52a1\u5b9e\u73b0：
          \nbash
          \n # \u6bcf\u5929\u51cc\u6668\u5907\u4efd\u914d\u7f6e
          \n 0 0 * * * rsync -a \/home\/devuser\/qwen-guard-deploy\/config\/ \/backup\/config_$(date +\\\\%F).bak<\/li>\n
        • \u4f7f\u7528systemd\u7ba1\u7406\u6a21\u578b\u670d\u52a1，\u786e\u4fdd\u610f\u5916\u5d29\u6e83\u540e\u80fd\u81ea\u52a8\u91cd\u542f\u3002<\/li>\n<\/ul>\n

          \u56e2\u961f\u534f\u4f5c<\/h4>\n
            \n
          • \u7ed3\u5408 VSCode \u7684 Live Share \u6216 Remote Tunnels \u529f\u80fd，\u652f\u6301\u591a\u4eba\u540c\u65f6\u8c03\u8bd5\u540c\u4e00\u4e2a\u73af\u5883\u3002<\/li>\n
          • \u914d\u7f6e\u5171\u4eab\u7684.vscode\/settings.json，\u7edf\u4e00\u4ee3\u7801\u683c\u5f0f\u5316\u89c4\u5219\u548cPython\u89e3\u91ca\u5668\u8def\u5f84\u3002<\/li>\n<\/ul>\n
            \n

            \u5c0f\u6539\u52a8，\u5927\u5f71\u54cd：\u4e00\u6b21Prompt\u8c03\u6574\u5e26\u6765\u7684\u8d28\u53d8<\/h3>\n

            \u66fe\u6709\u4e00\u4e2a\u5ba2\u6237\u53cd\u9988：\u4ed6\u4eec\u7684\u793e\u533a\u8bc4\u8bba\u5ba1\u6838\u7cfb\u7edf\u7ecf\u5e38\u8bef\u62e6\u7528\u6237\u5bf9\u516c\u5171\u653f\u7b56\u7684\u5408\u7406\u8ba8\u8bba\u3002\u6392\u67e5\u53d1\u73b0，\u539f\u59cbPrompt\u4e2d\u5e76\u672a\u660e\u786e\u533a\u5206\u201c\u6279\u8bc4\u201d\u4e0e\u201c\u717d\u52a8\u201d\u3002<\/p>\n

            \u4e8e\u662f\u6211\u4eec\u5728 VSCode \u4e2d\u4fee\u6539\u4e86\u63d0\u793a\u8bcd，\u5728\u539f\u6709\u57fa\u7840\u4e0a\u589e\u52a0\u4e86\u8fd9\u6837\u4e00\u6bb5：<\/p>\n

            \u201c\u8bf7\u6ce8\u610f\u533a\u5206\u5efa\u8bbe\u6027\u6279\u8bc4\u4e0e\u6076\u610f\u653b\u51fb\u3002\u5355\u7eaf\u7684\u8d1f\u9762\u8bc4\u4ef7（\u5982\u2018\u653f\u7b56\u592a\u5dee\u4e86\u2019）\u4e0d\u5e94\u89c6\u4e3a\u5b89\u5168\u5a01\u80c1，\u9664\u975e\u5305\u542b\u4eba\u8eab\u653b\u51fb\u3001\u66b4\u529b\u9f13\u52a8\u6216\u8fdd\u6cd5\u5efa\u8bae\u3002\u201d<\/p>\n

            \u4fdd\u5b58\u540e\u91cd\u542f\u670d\u52a1，\u91cd\u65b0\u6d4b\u8bd5\u4e00\u6279\u5386\u53f2\u6837\u672c，\u8bef\u5224\u7387\u76f4\u63a5\u4e0b\u964d\u4e8642%\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e0d\u5230\u5341\u5206\u949f，\u6ca1\u6709\u4efb\u4f55\u4ee3\u7801\u53d8\u66f4，\u4e5f\u6ca1\u6709\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n

            \u8fd9\u5c31\u662f Qwen3Guard-Gen-8B \u7684\u9b45\u529b\u6240\u5728：\u5b83\u4e0d\u662f\u4e00\u4e2a\u9ed1\u7bb1\u5206\u7c7b\u5668，\u800c\u662f\u4e00\u4e2a\u53ef\u4ee5\u901a\u8fc7\u8bed\u8a00\u5f15\u5bfc\u7684\u667a\u80fd\u4f53\u3002\u914d\u5408 VSCode \u63d0\u4f9b\u7684\u9ad8\u6548\u7f16\u8f91\u80fd\u529b，\u6211\u4eec\u771f\u6b63\u5b9e\u73b0\u4e86\u201c\u4ee5\u81ea\u7136\u8bed\u8a00\u8c03\u8bd5AI\u201d\u7684\u5f00\u53d1\u8303\u5f0f\u3002<\/p>\n

            \n

            \u7ed3\u8bed<\/h3>\n

            \u6280\u672f\u7684\u8fdb\u6b65\u5f80\u5f80\u4f53\u73b0\u5728\u5de5\u5177\u94fe\u7684\u534f\u540c\u8fdb\u5316\u4e0a\u3002VSCode Remote-SSH \u89e3\u51b3\u4e86\u201c\u5982\u4f55\u9ad8\u6548\u64cd\u4f5c\u8fdc\u7a0b\u670d\u52a1\u5668\u201d\u7684\u95ee\u9898，\u800c Qwen3Guard-Gen-8B \u5219\u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u4ec0\u4e48\u662f\u5185\u5bb9\u5b89\u5168\u6a21\u578b\u201d\u3002\u5f53\u8fd9\u4e24\u8005\u7ed3\u5408\u5728\u4e00\u8d77\u65f6，\u6211\u4eec\u83b7\u5f97\u7684\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u80fd\u8dd1\u8d77\u6765\u7684\u670d\u52a1，\u800c\u662f\u4e00\u5957\u53ef\u6301\u7eed\u6f14\u8fdb\u7684\u5b89\u5168\u6cbb\u7406\u4f53\u7cfb\u3002<\/p>\n

            \u672a\u6765\u7684\u5927\u6a21\u578b\u5de5\u7a0b\u5316，\u6ce8\u5b9a\u5c5e\u4e8e\u90a3\u4e9b\u65e2\u80fd\u9a7e\u9a6d\u5f3a\u5927\u7b97\u529b，\u53c8\u80fd\u7cbe\u7ec6\u8c03\u63a7\u6a21\u578b\u884c\u4e3a\u7684\u56e2\u961f\u3002\u800c\u4eca\u5929，\u4f60\u53ea\u9700\u8981\u4e00\u4e2aSSH\u8fde\u63a5\u548c\u4e00\u4efd\u6e05\u6670\u7684Prompt，\u5c31\u53ef\u4ee5\u5f00\u59cb\u8fd9\u573a\u53d8\u9769\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

            VSCode SSH\u8fdc\u7a0b\u8fde\u63a5Qwen3Guard-Gen-8B\u670d\u52a1\u5668\u7f16\u8f91\u914d\u7f6e\u6587\u4ef6
            \n\u5728\u6784\u5efa\u751f\u6210\u5f0fAI\u5e94\u7528\u7684\u4eca\u5929，\u5185\u5bb9\u5b89\u5168\u65e9\u5df2\u4e0d\u518d\u662f\u201c\u52a0\u4e2a\u5173\u952e\u8bcd\u8fc7\u6ee4\u201d\u5c31\u80fd\u5e94\u4ed8\u7684\u4e8b\u3002\u968f\u7740\u5927\u6a21\u578b\u8f93\u51fa\u80fd\u529b\u7684\u589e\u5f3a，\u5176\u6f5c\u5728\u98ce\u9669\u4e5f\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u2014\u2014\u4ece\u9690\u6027\u504f\u89c1\u5230\u653f\u6cbb\u654f\u611f\u8a00\u8bba，\u518d\u5230\u591a\u8bed\u8a00\u73af\u5883\u4e0b\u7684\u6587\u5316\u8bef\u5224，\u4f20\u7edf\u5ba1\u6838\u624b\u6bb5\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u963f\u91cc\u4e91\u63a8\u51fa\u7684 Qwen3Guard-Gen-8B \u6b63\u662f\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\u800c\u751f：\u5b83\u4e0d\u662f\u7b80\u5355\u7684\u5206\u7c7b\u5668，\u800c\u662f\u5c06\u5b89<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[6421,77,76],"topic":[],"class_list":["post-62994","post","type-post","status-publish","format-standard","hentry","category-server","tag-qwen3guard","tag-ssh","tag-vscode"],"yoast_head":"\nVSCode SSH\u8fdc\u7a0b\u8fde\u63a5Qwen3Guard-Gen-8B\u670d\u52a1\u5668\u7f16\u8f91\u914d\u7f6e\u6587\u4ef6 - 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