\n| \u6269\u5c55\u6027<\/td>\n | \u89c4\u5219\u7ef4\u62a4\u6210\u672c\u9ad8<\/td>\n | \u6a21\u578b\u5fae\u8c03\u5373\u53ef\u9002\u5e94\u65b0\u573a\u666f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u8fd9\u79cd\u5dee\u5f02\u4e0d\u4ec5\u4f53\u73b0\u5728\u6280\u672f\u6307\u6807\u4e0a，\u66f4\u76f4\u63a5\u5f71\u54cd\u4f01\u4e1a\u7684\u8fd0\u8425\u6548\u7387\u3002\u67d0\u91d1\u878d\u5ba2\u6237\u53cd\u9988，\u5728\u5f15\u5165\u8be5\u6a21\u578b\u540e，\u4eba\u5de5\u590d\u6838\u5de5\u4f5c\u91cf\u51cf\u5c11\u4e86\u7ea692%，\u56e0\u4e3a\u5927\u591a\u6570\u4f4e\u98ce\u9669\u90ae\u4ef6\u5df2\u88ab\u81ea\u52a8\u653e\u884c，\u53ea\u6709\u771f\u6b63\u9700\u8981\u5224\u65ad\u7684\u201c\u8fb9\u7f18\u6848\u4f8b\u201d\u624d\u4f1a\u4ea4\u7531\u4eba\u7c7b\u5904\u7406\u3002<\/p>\n
\n\u5982\u4f55\u96c6\u6210\u5230SMTP\u94fe\u8def？<\/h3>\n\u8981\u8ba9\u8fd9\u6837\u4e00\u4e2a\u5927\u6a21\u578b\u771f\u6b63\u53d1\u6325\u4f5c\u7528，\u5fc5\u987b\u5c06\u5176\u65e0\u7f1d\u5d4c\u5165\u73b0\u6709\u901a\u4fe1\u6d41\u7a0b\u3002\u4ee5\u4f01\u4e1a\u5e38\u7528\u7684Postfix\u6216Exim SMTP\u670d\u52a1\u5668\u4e3a\u4f8b，\u6700\u7406\u60f3\u7684\u63a5\u5165\u70b9\u662f\u5728 DATA \u9636\u6bb5\u4e4b\u540e\u3001\u6295\u9012\u4e4b\u524d\u63d2\u5165\u4e00\u4e2a\u5185\u5bb9\u5ba1\u67e5\u4e2d\u95f4\u4ef6\u3002<\/p>\n \u5178\u578b\u7684\u90e8\u7f72\u67b6\u6784\u5982\u4e0b：<\/p>\n [\u5916\u90e8\u53d1\u4ef6\u4eba]
\n \u2193
\n[\u516c\u7f51SMTP\u7f51\u5173]
\n \u2193
\n[\u5185\u5bb9\u8fc7\u6ee4\u5c42]
\n \u251c\u2500\u2500 \u9ed1\u540d\u5355\u8fc7\u6ee4
\n \u251c\u2500\u2500 SPAM\u68c0\u6d4b
\n \u2514\u2500\u2500 AI\u5b89\u5168\u5ba1\u6838 \u2190\u2500 Qwen3Guard-Gen-8B（\u672c\u5730\u90e8\u7f72）
\n \u2193
\n[\u5185\u90e8\u90ae\u4ef6\u670d\u52a1\u5668]
\n \u2193
\n[\u6536\u4ef6\u4eba\u5ba2\u6237\u7aef（Outlook\/Webmail）]<\/p>\n \u5176\u4e2d，AI\u5b89\u5168\u5ba1\u6838\u6a21\u5757\u4f5c\u4e3a\u72ec\u7acb\u5fae\u670d\u52a1\u8fd0\u884c\u4e8e\u9694\u79bb\u73af\u5883（\u5982Kubernetes\u96c6\u7fa4），\u901a\u8fc7REST API\u4e0e\u4e3bSMTP\u670d\u52a1\u901a\u4fe1\u3002\u8fd9\u79cd\u65b9\u5f0f\u5b9e\u73b0\u4e86\u804c\u8d23\u5206\u79bb：SMTP\u670d\u52a1\u5668\u4e13\u6ce8\u534f\u8bae\u5904\u7406，\u5b89\u5168\u6a21\u578b\u4e13\u6ce8\u8bed\u4e49\u5206\u6790\u3002<\/p>\n \u5177\u4f53\u5de5\u4f5c\u6d41\u7a0b\u5982\u4e0b：<\/p>\n \u90ae\u4ef6\u6355\u83b7：SMTP\u670d\u52a1\u5668\u63a5\u6536\u5230\u5b8c\u6574\u90ae\u4ef6\u6570\u636e\u540e，\u63d0\u53d6\u4e3b\u9898\u3001\u6b63\u6587\u53ca\u9644\u4ef6\u6587\u672c；<\/li>\n\u9884\u5904\u7406：
\n – \u6e05\u7406HTML\u6807\u7b7e，\u63d0\u53d6\u7eaf\u6587\u672c；
\n – \u82e5\u542bPDF\u3001Word\u7b49\u9644\u4ef6，\u8c03\u7528OCR\u6216\u6587\u6863\u89e3\u6790\u5de5\u5177\u63d0\u53d6\u53ef\u8bfb\u5185\u5bb9；<\/li>\n\u53d1\u8d77\u5ba1\u6838\u8bf7\u6c42：
\n – \u6784\u9020\u6807\u51c6\u5316\u6307\u4ee4\u5e76\u63d0\u4ea4\u81f3Qwen3Guard-Gen-8B\u670d\u52a1；
\n – \u8bbe\u7f6e\u8d85\u65f6\u4fdd\u62a4（\u5efa\u8bae\u226430\u79d2），\u9632\u6b62\u963b\u585e\u4e3b\u94fe\u8def；<\/li>\n\u7b56\u7565\u6267\u884c：
\n – safe：\u6dfb\u52a0\u5934\u5b57\u6bb5 X-AI-Moderation: PASSED，\u7ee7\u7eed\u6295\u9012；
\n – controversial：\u589e\u52a0 X-AI-Moderation: REVIEW_NEEDED，\u901a\u77e5\u7ba1\u7406\u5458\u4ecb\u5165；
\n – unsafe：\u62d2\u7edd\u6295\u9012，\u8fd4\u56deSMTP\u9519\u8bef\u7801 554 Message rejected due to policy violation；<\/li>\n\u65e5\u5fd7\u5f52\u6863：
\n – \u6240\u6709\u5ba1\u6838\u8bb0\u5f55\u5199\u5165ELK\u6216Splunk\u7b49\u65e5\u5fd7\u7cfb\u7edf；
\n – \u5b58\u50a8\u539f\u59cb\u6587\u672c\u54c8\u5e0c\u800c\u975e\u660e\u6587，\u6ee1\u8db3GDPR\u3001CCPA\u7b49\u5408\u89c4\u8981\u6c42\u3002<\/li>\n\u4e0b\u9762\u662f\u4e00\u4e2a\u5b9e\u9645\u53ef\u7528\u7684Python\u5ba2\u6237\u7aef\u793a\u4f8b，\u53ef\u7528\u4e8e\u6784\u5efaSMTP\u63d2\u4ef6：<\/p>\n import requests
\nimport json<\/p>\n def check_email_content(text: str) -> dict:
\n """
\n \u8c03\u7528\u672c\u5730Qwen3Guard-Gen-8B\u6a21\u578b\u8fdb\u884c\u90ae\u4ef6\u5185\u5bb9\u5b89\u5168\u68c0\u6d4b
\n :param text: \u5f85\u5ba1\u6838\u7684\u90ae\u4ef6\u6b63\u6587\u6216\u6807\u9898
\n :return: \u89e3\u6790\u540e\u7684\u5b89\u5168\u5224\u5b9a\u7ed3\u679c\u5b57\u5178
\n """
\n prompt = f"""
\n \u8bf7\u5224\u65ad\u4ee5\u4e0b\u5185\u5bb9\u662f\u5426\u5b58\u5728\u5b89\u5168\u98ce\u9669，\u5e76\u4e25\u683c\u6309\u683c\u5f0f\u56de\u7b54：
\n [\u5b89\u5168\u72b6\u6001] – [\u98ce\u9669\u7c7b\u578b] – [\u7b80\u8981\u8bf4\u660e]<\/p>\n \u5185\u5bb9\u5982\u4e0b：
\n {text}
\n """<\/p>\n try:
\n response = requests.post(
\n "http:\/\/localhost:8080\/infer",
\n json={"input": prompt},
\n timeout=30
\n )
\n result = response.json()
\n output_text = result.get("output", "")<\/p>\n parts = [p.strip() for p in output_text.split(" – ", 2)]
\n if len(parts) == 3:
\n status, risk_type, explanation = parts
\n severity_map = {
\n "\u5b89\u5168": "safe",
\n "\u6709\u4e89\u8bae": "controversial",
\n "\u4e0d\u5b89\u5168": "unsafe"
\n }
\n return {
\n "status": severity_map.get(status, "unknown"),
\n "risk_type": risk_type,
\n "explanation": explanation,
\n "raw_output": output_text
\n }
\n else:
\n return {
\n "status": "error",
\n "message": "\u6a21\u578b\u8f93\u51fa\u683c\u5f0f\u5f02\u5e38",
\n "raw_output": output_text
\n }<\/p>\n except Exception as e:
\n return {
\n "status": "error",
\n "message": str(e)
\n }<\/p>\n # \u4f7f\u7528\u793a\u4f8b
\nif __name__ == "__main__":
\n email_body = "\u6211\u89c9\u5f97\u90a3\u4e2a\u56fd\u5bb6\u7684\u653f\u6cbb\u4f53\u5236\u6839\u672c\u4e0d\u9002\u5408\u6c11\u4e3b\u53d1\u5c55\u3002"
\n result = check_email_content(email_body)
\n print(json.dumps(result, ensure_ascii=False, indent=2))<\/p>\n \u8fd9\u6bb5\u4ee3\u7801\u53ef\u4ee5\u4f5c\u4e3aSMTP\u63d2\u4ef6\u7684\u6838\u5fc3\u903b\u8f91，\u5728\u90ae\u4ef6\u4f20\u8f93\u8fc7\u7a0b\u4e2d\u52a8\u6001\u8c03\u7528\u3002\u8fd4\u56de\u7684\u7ed3\u679c\u53ef\u76f4\u63a5\u7528\u4e8e\u63a7\u5236\u6d41\u51b3\u7b56，\u4f8b\u5982\u62e6\u622a\u9ad8\u98ce\u9669\u90ae\u4ef6\u3001\u6807\u8bb0\u5f85\u5ba1\u90ae\u4ef6\u6216\u8bb0\u5f55\u5ba1\u8ba1\u65e5\u5fd7\u3002<\/p>\n
\n\u5de5\u7a0b\u843d\u5730\u7684\u5173\u952e\u8003\u91cf<\/h3>\n\u5c3d\u7ba1\u6280\u672f\u524d\u666f\u5e7f\u9614，\u4f46\u5728\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u4e2d\u90e8\u7f72\u4ecd\u9700\u9762\u5bf9\u4e00\u7cfb\u5217\u6311\u6218\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u5728\u591a\u4e2a\u5ba2\u6237\u73b0\u573a\u603b\u7ed3\u51fa\u7684\u5173\u952e\u5b9e\u8df5\u5efa\u8bae\u3002<\/p>\n \u6027\u80fd\u4e0e\u5ef6\u8fdf\u63a7\u5236<\/h4>\nQwen3Guard-Gen-8B \u4f5c\u4e3a8B\u7ea7\u6a21\u578b，\u5355\u6b21\u63a8\u7406\u8017\u65f6\u901a\u5e38\u57285~15\u79d2\u4e4b\u95f4（\u53d6\u51b3\u4e8eGPU\u914d\u7f6e）\u3002\u5bf9\u4e8e\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8\u7684\u90ae\u4ef6\u7cfb\u7edf，\u8fd9\u663e\u7136\u662f\u4e0d\u53ef\u63a5\u53d7\u7684\u963b\u585e\u65f6\u95f4\u3002<\/p>\n \u89e3\u51b3\u65b9\u6848\u6709\u4e24\u79cd：<\/p>\n \n- \u5f02\u6b65\u5ba1\u6838\u6a21\u5f0f：\u90ae\u4ef6\u5148\u6682\u5b58\u81f3\u961f\u5217，\u540e\u53f0\u5b8c\u6210\u5ba1\u6838\u540e\u518d\u51b3\u5b9a\u662f\u5426\u91ca\u653e\u3002\u9002\u7528\u4e8e\u5916\u53d1\u5ba1\u6279\u3001\u7fa4\u53d1\u901a\u77e5\u7b49\u975e\u5373\u65f6\u573a\u666f\u3002<\/li>\n
- \u7f13\u5b58\u673a\u5236：\u5bf9\u91cd\u590d\u5185\u5bb9（\u5982\u6a21\u677f\u5316\u516c\u544a）\u8ba1\u7b97\u6587\u672c\u6307\u7eb9，\u547d\u4e2d\u5386\u53f2\u7ed3\u679c\u5219\u76f4\u63a5\u590d\u7528，\u907f\u514d\u91cd\u590d\u63a8\u7406\u3002<\/li>\n<\/ul>\n
\u6b64\u5916，\u63a8\u8350\u4f7f\u7528\u91cf\u5316\u7248\u672c（\u5982GPTQ-int4），\u53ef\u5728\u4fdd\u630195%\u4ee5\u4e0a\u51c6\u786e\u7387\u7684\u540c\u65f6，\u5c06\u663e\u5b58\u5360\u7528\u4ece24GB\u964d\u81f316GB，\u4f7fRTX 4090\u7ea7\u522b\u7684\u6d88\u8d39\u7ea7\u663e\u5361\u4e5f\u80fd\u80dc\u4efb\u8fb9\u7f18\u90e8\u7f72\u3002<\/p>\n \u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168<\/h4>\n\u8bb8\u591a\u4f01\u4e1a\u62c5\u5fc3\u5c06\u90ae\u4ef6\u5185\u5bb9\u9001\u5165AI\u6a21\u578b\u4f1a\u5e26\u6765\u6570\u636e\u6cc4\u9732\u98ce\u9669\u3002\u5bf9\u6b64，\u6211\u4eec\u5efa\u8bae\u91c7\u53d6\u4ee5\u4e0b\u63aa\u65bd：<\/p>\n \n- \u672c\u5730\u5316\u90e8\u7f72：\u786e\u4fdd\u6a21\u578b\u548c\u670d\u52a1\u5747\u8fd0\u884c\u5728\u5185\u7f51\u73af\u5883，\u6570\u636e\u4e0d\u51fa\u57df；<\/li>\n
- \u5185\u5bb9\u8131\u654f：\u5728\u9001\u5ba1\u524d\u81ea\u52a8\u66ff\u6362\u8eab\u4efd\u8bc1\u53f7\u3001\u94f6\u884c\u5361\u7b49PII\u4fe1\u606f\u4e3a\u5360\u4f4d\u7b26；<\/li>\n
- \u4ec5\u4fdd\u7559\u54c8\u5e0c：\u65e5\u5fd7\u7cfb\u7edf\u4e2d\u4e0d\u5b58\u50a8\u539f\u59cb\u6587\u672c，\u4ec5\u8bb0\u5f55SHA-256\u54c8\u5e0c\u503c\u7528\u4e8e\u8ffd\u6eaf\u6bd4\u5bf9\u3002<\/li>\n<\/ul>\n
\u8fd9\u4e9b\u505a\u6cd5\u65e2\u80fd\u4fdd\u969c\u5ba1\u6838\u6548\u679c，\u53c8\u80fd\u6ee1\u8db3\u300a\u7f51\u7edc\u5b89\u5168\u6cd5\u300b\u300a\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u300b\u7b49\u76d1\u7ba1\u8981\u6c42\u3002<\/p>\n \u5bb9\u707e\u4e0e\u964d\u7ea7\u673a\u5236<\/h4>\n\u4efb\u4f55AI\u670d\u52a1\u90fd\u53ef\u80fd\u56e0\u8d44\u6e90\u7d27\u5f20\u3001\u7f51\u7edc\u6ce2\u52a8\u7b49\u539f\u56e0\u6682\u65f6\u4e0d\u53ef\u7528\u3002\u6b64\u65f6\u82e5\u6574\u4e2a\u90ae\u4ef6\u7cfb\u7edf\u505c\u6446，\u540e\u679c\u4e0d\u582a\u8bbe\u60f3\u3002<\/p>\n \u56e0\u6b64\u5fc5\u987b\u8bbe\u8ba1\u5065\u58ee\u7684\u964d\u7ea7\u7b56\u7565：<\/p>\n \n- \u5f53\u8fde\u7eed3\u6b21\u8bf7\u6c42\u8d85\u65f6\u6216\u5931\u8d25\u65f6，\u81ea\u52a8\u5207\u6362\u81f3\u57fa\u7840\u89c4\u5219\u5f15\u64ce（\u5982\u5173\u952e\u8bcd\u8fc7\u6ee4+\u6b63\u5219\u5339\u914d）；<\/li>\n
- \u8bbe\u7f6e\u7194\u65ad\u9608\u503c，\u907f\u514d\u96ea\u5d29\u6548\u5e94；<\/li>\n
- \u63d0\u4f9b\u624b\u52a8\u7ed5\u8fc7\u5f00\u5173，\u4f9b\u7d27\u6025\u60c5\u51b5\u4e0b\u7684\u8fd0\u7ef4\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n
\u8fd9\u6837\u5373\u4f7fAI\u6a21\u5757\u5b95\u673a，\u7cfb\u7edf\u4ecd\u80fd\u7ef4\u6301\u57fa\u672c\u7684\u5185\u5bb9\u8fc7\u6ee4\u80fd\u529b\u3002<\/p>\n \u6a21\u578b\u8fed\u4ee3\u4e0e\u9886\u57df\u9002\u914d<\/h4>\n\u867d\u7136Qwen3Guard-Gen-8B\u5177\u5907\u5f3a\u5927\u7684\u901a\u7528\u80fd\u529b，\u4f46\u4e0d\u540c\u884c\u4e1a\u3001\u4e0d\u540c\u4f01\u4e1a\u6587\u5316\u4e0b\u7684\u201c\u654f\u611f\u8fb9\u754c\u201d\u5e76\u4e0d\u76f8\u540c\u3002\u4f8b\u5982，\u79d1\u6280\u516c\u53f8\u53ef\u80fd\u5bb9\u5fcd\u66f4\u81ea\u7531\u7684\u6280\u672f\u8ba8\u8bba，\u800c\u91d1\u878d\u673a\u6784\u5219\u5bf9\u5e02\u573a\u9884\u6d4b\u7c7b\u8868\u8ff0\u6781\u4e3a\u8c28\u614e\u3002<\/p>\n \u4e3a\u6b64，\u5efa\u8bae\u7ed3\u5408\u4f01\u4e1a\u81ea\u6709\u8fdd\u89c4\u6848\u4f8b\u8fdb\u884c\u5c0f\u6837\u672c\u5fae\u8c03（\u5982LoRA），\u63d0\u5347\u6a21\u578b\u5728\u7279\u5b9a\u8bed\u5883\u4e0b\u7684\u5224\u65ad\u7cbe\u5ea6\u3002\u963f\u91cc\u4e91\u4e5f\u5b9a\u671f\u53d1\u5e03\u5b98\u65b9\u66f4\u65b0\u955c\u50cf，\u4fee\u590d\u65b0\u578b\u653b\u51fb\u624b\u6cd5（\u5982\u5bf9\u6297\u6027\u63d0\u793a\u6ce8\u5165）\u3001\u8865\u5145\u65b0\u5174\u98ce\u9669\u7c7b\u578b（\u5982\u6df1\u5ea6\u4f2a\u9020\u58f0\u660e），\u4f01\u4e1a\u5e94\u5efa\u7acb\u81ea\u52a8\u5316\u62c9\u53d6\u4e0e\u9a8c\u8bc1\u6d41\u7a0b，\u786e\u4fdd\u6a21\u578b\u59cb\u7ec8\u5904\u4e8e\u6700\u65b0\u72b6\u6001\u3002<\/p>\n
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