{"id":94450,"date":"2026-08-14T14:24:55","date_gmt":"2026-08-14T06:24:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/94450.html"},"modified":"2026-08-14T14:24:55","modified_gmt":"2026-08-14T06:24:55","slug":"%e4%ba%91%e5%8e%9f%e7%94%9f%e6%9e%b6%e6%9e%84%e4%b8%8b-ai-%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%a7%81%e6%9c%89%e5%8c%96%e9%83%a8%e7%bd%b2%e5%ae%8c%e6%95%b4%e6%96%b9%e6%a1%88%ef%bd%9c%e5%ae%b9%e5%99%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/94450.html","title":{"rendered":"\u4e91\u539f\u751f\u67b6\u6784\u4e0b AI \u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u5b8c\u6574\u65b9\u6848\uff5c\u5bb9\u5668\u8c03\u5ea6\u3001\u5411\u91cf\u5e93\u3001\u6743\u9650\u9694\u79bb\u4e0e\u6027\u80fd\u8c03\u4f18\u5b9e\u6218"},"content":{"rendered":"<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u6210\u90fd\u8f6f\u4ef6\u5f00\u53d1\" height=\"943\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260814062452-6a7eb4b4d0524.jpg\" width=\"1680\" \/><\/p>\n<p>\u00a0\u00a0\u968f\u7740\u6570\u636e\u5b89\u5168\u3001\u884c\u4e1a\u5408\u89c4\u8981\u6c42\u6301\u7eed\u6536\u7d27&#xff0c;\u91d1\u878d\u3001\u653f\u52a1\u3001\u5236\u9020\u3001\u56fd\u4f01\u7b49\u4f01\u4e1a\u4e0d\u518d\u613f\u610f\u5c06\u4e1a\u52a1\u6570\u636e\u4e0a\u4f20\u81f3\u516c\u6709\u4e91\u5927\u6a21\u578b API&#xff0c;\u79c1\u6709\u5316\u672c\u5730\u90e8\u7f72 LLM\u6210\u4e3a\u6807\u51c6\u5316\u9009\u578b\u3002\u4f46\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u843d\u5730\u65f6\u666e\u904d\u906d\u9047\u75db\u70b9&#xff1a;GPU \u8d44\u6e90\u5229\u7528\u7387\u4e0d\u8db3 30%\u3001\u591a\u4e1a\u52a1\u5927\u6a21\u578b\u4e92\u76f8\u62a2\u5360\u7b97\u529b\u3001\u77e5\u8bc6\u5e93\u68c0\u7d22\u5361\u987f\u3001\u591a\u4f01\u4e1a\u90e8\u95e8\u6570\u636e\u4e92\u901a\u6cc4\u9732\u3001\u63a8\u7406\u5ef6\u8fdf\u8fc7\u9ad8\u3001\u65e0\u5b8c\u5584\u6743\u9650\u7ba1\u63a7\u4f53\u7cfb\u3002<\/p>\n<p>\u00a0\u00a0\u4f20\u7edf\u5355\u673a\u90e8\u7f72\u5927\u6a21\u578b\u4ec5\u9002\u7528\u4e8e\u6d4b\u8bd5\u73af\u5883&#xff0c;\u65e0\u6cd5\u652f\u6491\u591a\u7528\u6237\u3001\u591a\u4e1a\u52a1\u7ebf\u5e76\u53d1\u8bbf\u95ee&#xff0c;\u800c\u4e91\u539f\u751f K8s \u5bb9\u5668\u5316\u67b6\u6784\u51ed\u501f\u5f39\u6027\u8c03\u5ea6\u3001\u8d44\u6e90\u9694\u79bb\u3001\u81ea\u52a8\u5316\u8fd0\u7ef4\u3001\u5206\u5e03\u5f0f\u6269\u5c55\u80fd\u529b&#xff0c;\u662f\u4e2d\u5927\u578b\u4f01\u4e1a\u79c1\u6709\u5316\u5927\u6a21\u578b\u7684\u6700\u4f18\u843d\u5730\u67b6\u6784\u3002<\/p>\n<p>\u00a0\u00a0\u672c\u6587\u7ed3\u5408\u4e0a\u767e\u5957\u4f01\u4e1a\u672c\u5730\u5927\u6a21\u578b\u843d\u5730\u5b9e\u6218&#xff0c;\u4ece\u5e95\u5c42\u96c6\u7fa4\u89c4\u5212\u3001\u5bb9\u5668\u7f16\u6392\u3001RAG \u5411\u91cf\u5e93\u642d\u5efa\u3001\u591a\u79df\u6237\u6743\u9650\u4f53\u7cfb\u3001\u63a8\u7406\u6027\u80fd\u4f18\u5316\u3001\u5b89\u5168\u9632\u62a4\u516d\u5927\u7ef4\u5ea6\u8f93\u51fa\u5b8c\u6574\u53ef\u843d\u5730\u6280\u672f\u65b9\u6848&#xff0c;\u9644\u5e26 K8s \u90e8\u7f72\u914d\u7f6e\u3001\u538b\u6d4b\u6307\u6807\u3001\u6545\u969c\u6392\u67e5\u65b9\u6848&#xff0c;\u6280\u672f\u6df1\u5ea6\u8986\u76d6\u8fd0\u7ef4\u3001\u540e\u7aef\u3001AI \u7b97\u6cd5\u5c97\u4f4d&#xff0c;\u65e0\u6d45\u5c42\u6982\u5ff5\u5806\u780c&#xff0c;\u5168\u90e8\u4e3a\u751f\u4ea7\u73af\u5883\u5b9e\u6218\u5185\u5bb9\u3002<\/p>\n<h3>\u4e00\u3001\u4f01\u4e1a\u79c1\u6709\u5316\u5927\u6a21\u578b\u67b6\u6784\u6574\u4f53\u5206\u5c42\u8bbe\u8ba1<\/h3>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u6210\u90fd\u8f6f\u4ef6\u5f00\u53d1\" height=\"943\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260814062453-6a7eb4b599cca.jpg\" width=\"1680\" \/><\/p>\n<p>\u6574\u5957\u7cfb\u7edf\u5206\u4e3a\u4e94\u5c42\u89e3\u8026\u67b6\u6784&#xff0c;\u6bcf\u5c42\u72ec\u7acb\u5bb9\u5668\u96c6\u7fa4\u90e8\u7f72&#xff0c;\u5b8c\u5168\u9694\u79bb&#xff0c;\u652f\u6301\u5355\u72ec\u6269\u5bb9\u3001\u8fed\u4ee3\u3001\u6545\u969c\u7194\u65ad&#xff0c;\u907f\u514d\u5355\u70b9\u6545\u969c\u5bfc\u81f4\u6574\u4f53 AI \u670d\u52a1\u762b\u75ea\u3002<\/p>\n<h4>1. \u63a5\u5165\u7f51\u5173\u5c42<\/h4>\n<ul>\n<li>\n<p>\u6838\u5fc3\u7ec4\u4ef6&#xff1a;Nginx &#043; \u81ea\u7814 AI \u7f51\u5173\u670d\u52a1<\/p>\n<\/li>\n<li>\n<p>\u6838\u5fc3\u80fd\u529b&#xff1a;\u8bf7\u6c42\u8def\u7531\u3001\u63a5\u53e3\u9274\u6743\u3001\u8c03\u7528\u9650\u6d41\u3001\u65e5\u5fd7\u5168\u91cf\u91c7\u96c6\u3001\u5916\u90e8\u7f51\u7edc\u62e6\u622a\u3001\u7edf\u4e00 API \u8f6c\u53d1<\/p>\n<\/li>\n<li>\n<p>\u4f5c\u7528&#xff1a;\u5c4f\u853d\u5e95\u5c42\u5927\u6a21\u578b\u96c6\u7fa4\u7ec6\u8282&#xff0c;\u7edf\u4e00\u5bf9\u5916\u63d0\u4f9b\u6807\u51c6 OpenAI \u517c\u5bb9\u63a5\u53e3&#xff0c;\u62e6\u622a\u975e\u6cd5\u8bbf\u95ee&#xff0c;\u7ba1\u63a7\u5404\u90e8\u95e8\u8c03\u7528\u989d\u5ea6\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. \u4e1a\u52a1\u8c03\u5ea6\u7ba1\u7406\u5c42<\/h4>\n<ul>\n<li>\n<p>\u6838\u5fc3\u7ec4\u4ef6&#xff1a;Kubernetes Deployment\u3001\u8d44\u6e90\u8c03\u5ea6\u63a7\u5236\u5668\u3001\u4efb\u52a1\u961f\u5217 RabbitMQ<\/p>\n<\/li>\n<li>\n<p>\u6838\u5fc3\u80fd\u529b&#xff1a;\u591a\u6a21\u578b\u8d1f\u8f7d\u5747\u8861\u3001GPU \u7b97\u529b\u52a8\u6001\u5206\u914d\u3001\u5f02\u6b65\u4efb\u52a1\u6392\u961f\u3001\u8c03\u7528\u8bb0\u5f55\u7edf\u8ba1\u3001\u7528\u91cf\u8ba1\u8d39\u7edf\u8ba1<\/p>\n<\/li>\n<li>\n<p>\u4f5c\u7528&#xff1a;\u5b9e\u73b0\u591a LLM \u6a21\u578b&#xff08;\u5343\u95ee\u3001Llama\u3001\u884c\u4e1a\u5782\u7c7b\u6a21\u578b&#xff09;\u5171\u5b58\u8c03\u5ea6&#xff0c;\u9ad8\u5cf0\u671f\u81ea\u52a8\u6269\u5bb9\u63a8\u7406 Pod&#xff0c;\u4f4e\u5cf0\u91ca\u653e GPU \u8d44\u6e90\u8282\u7ea6\u6210\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>3. LLM \u63a8\u7406\u7b97\u529b\u5c42&#xff08;\u6838\u5fc3\u96c6\u7fa4&#xff09;<\/h4>\n<ul>\n<li>\n<p>\u6838\u5fc3\u7ec4\u4ef6&#xff1a;Docker \u5bb9\u5668\u3001vLLM \u63a8\u7406\u5f15\u64ce\u3001GPU \u8282\u70b9\u96c6\u7fa4\u3001\u5206\u5e03\u5f0f\u63a8\u7406\u8c03\u5ea6\u5668<\/p>\n<\/li>\n<li>\n<p>\u6838\u5fc3\u80fd\u529b&#xff1a;\u6a21\u578b\u52a0\u8f7d\u3001\u6587\u672c\u63a8\u7406\u3001\u6d41\u5f0f\u8f93\u51fa\u3001\u4e0a\u4e0b\u6587\u7f13\u5b58\u3001\u6279\u91cf\u8bf7\u6c42\u5904\u7406<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0\u533a\u5206\u4e24\u79cd\u90e8\u7f72\u6a21\u5f0f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5355\u5361\u5c0f\u6a21\u578b&#xff1a;7B\/13B \u8f7b\u91cf\u5316\u5782\u7c7b\u6a21\u578b&#xff0c;\u5355 Pod \u7ed1\u5b9a\u5355 GPU&#xff0c;\u9002\u5408\u5185\u90e8\u65e5\u5e38\u529e\u516c\u95ee\u7b54&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u591a\u5361\u5206\u5e03\u5f0f\u5927\u6a21\u578b&#xff1a;70B\/200B \u8d85\u5927\u57fa\u5ea7\u6a21\u578b&#xff0c;\u5f20\u91cf\u5e76\u884c\u62c6\u5206\u591a\u5361\u63a8\u7406&#xff0c;\u9002\u5408\u590d\u6742\u6570\u636e\u5206\u6790\u3001\u5408\u540c\u89e3\u6790\u573a\u666f\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>4. RAG \u5411\u91cf\u77e5\u8bc6\u5e93\u5c42<\/h4>\n<ul>\n<li>\n<p>\u6838\u5fc3\u7ec4\u4ef6&#xff1a;Milvus\/PGVector \u5411\u91cf\u6570\u636e\u5e93\u3001\u6587\u6863\u89e3\u6790\u670d\u52a1\u3001\u6587\u672c\u5206\u5757\u5411\u91cf\u5316\u670d\u52a1<\/p>\n<\/li>\n<li>\n<p>\u6838\u5fc3\u80fd\u529b&#xff1a;\u4f01\u4e1a\u6587\u6863\u4e0a\u4f20\u3001PDF\/Word\/ \u56fe\u7247 OCR \u89e3\u6790\u3001\u5411\u91cf\u5b58\u50a8\u3001\u8bed\u4e49\u76f8\u4f3c\u5ea6\u68c0\u7d22\u3001\u77e5\u8bc6\u5e93\u6743\u9650\u9694\u79bb<\/p>\n<\/li>\n<\/ul>\n<p>\u89e3\u51b3\u901a\u7528\u5927\u6a21\u578b \u201c\u4e1a\u52a1\u5e7b\u89c9\u201d \u95ee\u9898&#xff0c;\u7ed1\u5b9a\u4f01\u4e1a\u5185\u90e8\u79c1\u6709\u8d44\u6599\u8f93\u51fa\u7cbe\u51c6\u7b54\u6848\u3002<\/p>\n<h4>5. \u6570\u636e\u5b58\u50a8\u4e0e\u5b89\u5168\u5c42<\/h4>\n<ul>\n<li>\n<p>\u6838\u5fc3\u7ec4\u4ef6&#xff1a;MinIO \u5bf9\u8c61\u5b58\u50a8\u3001PostgreSQL \u4e1a\u52a1\u5e93\u3001Redis \u7f13\u5b58\u3001\u5185\u7f51\u9632\u706b\u5899\u3001\u6570\u636e\u52a0\u5bc6\u7ec4\u4ef6<\/p>\n<\/li>\n<li>\n<p>\u6838\u5fc3\u80fd\u529b&#xff1a;\u6a21\u578b\u6587\u4ef6\u6301\u4e45\u5316\u5b58\u50a8\u3001\u5bf9\u8bdd\u8bb0\u5f55\u5b58\u50a8\u3001\u5411\u91cf\u6570\u636e\u6301\u4e45\u5316\u3001\u9759\u6001\u6587\u6863\u5b58\u50a8\u3001\u4f20\u8f93\u52a0\u5bc6\u3001\u6570\u636e\u8131\u654f\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e8c\u3001K8s \u4e91\u539f\u751f\u96c6\u7fa4\u8d44\u6e90\u8c03\u5ea6\u6838\u5fc3\u65b9\u6848&#xff08;\u751f\u4ea7\u7ea7\u5b9e\u6218&#xff09;<\/h3>\n<p>GPU \u8d44\u6e90\u6d6a\u8d39\u662f\u79c1\u6709\u5316\u90e8\u7f72\u6700\u5927\u6210\u672c\u75db\u70b9&#xff0c;\u666e\u901a\u90e8\u7f72\u65b9\u5f0f GPU \u7a7a\u95f2\u7387\u5e38\u5e74\u8d85\u8fc7 60%&#xff0c;\u672c\u6587\u91c7\u7528GPU \u5171\u4eab\u5206\u65f6\u8c03\u5ea6 &#043; \u5f39\u6027\u6269\u7f29\u5bb9\u53cc\u65b9\u6848\u7ed3\u5408\u3002<\/p>\n<h4>1. \u4e24\u79cd\u4e3b\u6d41 GPU \u8c03\u5ea6\u65b9\u6848\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\n<td>\u8c03\u5ea6\u65b9\u6848<\/td>\n<td>\u5b9e\u73b0\u65b9\u5f0f<\/td>\n<td>GPU \u5229\u7528\u7387<\/td>\n<td>\u9002\u7528\u573a\u666f<\/td>\n<td>\u7f3a\u70b9<\/td>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>GPU \u72ec\u5360\u8c03\u5ea6<\/p>\n<\/td>\n<td>\n<p>\u5355\u4e2a\u63a8\u7406 Pod \u7ed1\u5b9a\u6574\u5757 GPU \u5361<\/p>\n<\/td>\n<td>\n<p>30%-45%<\/p>\n<\/td>\n<td>\n<p>\u8d85\u5927 70B \u4ee5\u4e0a\u57fa\u5ea7\u6a21\u578b&#xff0c;\u9ad8\u5e76\u53d1\u590d\u6742\u63a8\u7406<\/p>\n<\/td>\n<td>\n<p>\u8d44\u6e90\u95f2\u7f6e\u4e25\u91cd&#xff0c;\u786c\u4ef6\u6210\u672c\u9ad8<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPU \u5171\u4eab\u5206\u65f6\u8c03\u5ea6<\/p>\n<\/td>\n<td>\n<p>\u57fa\u4e8e MIG \u865a\u62df\u5207\u5206 GPU&#xff0c;\u591a Pod \u5171\u7528\u5355\u5361<\/p>\n<\/td>\n<td>\n<p>70%-90%<\/p>\n<\/td>\n<td>\n<p>7B\/13B \u8f7b\u91cf\u5316\u884c\u4e1a\u6a21\u578b\u3001\u4f01\u4e1a\u65e5\u5e38\u95ee\u7b54<\/p>\n<\/td>\n<td>\n<p>\u8d85\u9ad8\u5e76\u53d1\u573a\u666f\u5b58\u5728\u8f7b\u5fae\u63a8\u7406\u5ef6\u8fdf<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4f01\u4e1a\u901a\u7528\u6700\u4f18\u7ec4\u5408&#xff1a;\u6838\u5fc3\u4e1a\u52a1\u5782\u7c7b\u6a21\u578b\u72ec\u5360 GPU&#xff0c;\u5185\u90e8\u529e\u516c\u8f85\u52a9\u6a21\u578b\u91c7\u7528 MIG \u5207\u5206\u5171\u4eab\u7b97\u529b\u3002<\/p>\n<h4>2. \u5f39\u6027\u6269\u7f29\u5bb9\u6838\u5fc3 Yaml \u914d\u7f6e\u7247\u6bb5<\/h4>\n<\/p>\n<p># HPA\u81ea\u52a8\u6269\u7f29\u5bb9\u89c4\u5219&#xff0c;\u6839\u636eGPU\u663e\u5b58\u5360\u7528\u81ea\u52a8\u589e\u51cf\u63a8\u7406Pod<br \/>\napiVersion: autoscaling\/v2<br \/>\nkind: HorizontalPodAutoscaler<br \/>\nmetadata:<br \/>\n  name: llm-service-hpa<br \/>\nspec:<br \/>\n  scaleTargetRef:<br \/>\n    apiVersion: apps\/v1<br \/>\n    kind: Deployment<br \/>\n    name: qwen-13b-infer<br \/>\n  minReplicas: 2<br \/>\n  maxReplicas: 10<br \/>\n  metrics:<br \/>\n  &#8211; type: External<br \/>\n    external:<br \/>\n      metric:<br \/>\n        name: gpu_memory_usage_percent<br \/>\n        selector:<br \/>\n          matchLabels:<br \/>\n            model: qwen13b<br \/>\n      target:<br \/>\n        type: Value<br \/>\n        value: 70<br \/>\n  behavior:<br \/>\n    scaleDown:<br \/>\n      stabilizationWindowSeconds: 300<\/p>\n<p>\u914d\u7f6e\u8bf4\u660e&#xff1a;\u5f53 GPU \u663e\u5b58\u5360\u7528\u8d85\u8fc7 70% \u81ea\u52a8\u65b0\u589e\u63a8\u7406\u5bb9\u5668&#xff0c;\u4f4e\u5cf0 5 \u5206\u949f\u65e0\u9ad8\u8d1f\u8f7d\u81ea\u52a8\u7f29\u5bb9&#xff0c;\u91ca\u653e\u7b97\u529b\u8d44\u6e90\u3002<\/p>\n<h4>3. \u5bb9\u5668\u955c\u50cf\u6807\u51c6\u5316\u89c4\u8303<\/h4>\n<ul>\n<li>\n<p>\u57fa\u7840\u955c\u50cf\u7edf\u4e00\u4f7f\u7528 cuda12.4 \u57fa\u7840\u955c\u50cf&#xff0c;\u9501\u5b9a\u9a71\u52a8\u7248\u672c&#xff0c;\u907f\u514d\u8282\u70b9\u9a71\u52a8\u4e0d\u517c\u5bb9&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u63a8\u7406\u670d\u52a1\u3001\u5411\u91cf\u670d\u52a1\u3001\u6587\u6863\u89e3\u6790\u670d\u52a1\u62c6\u5206\u72ec\u7acb\u955c\u50cf&#xff0c;\u4e92\u4e0d\u8026\u5408&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u955c\u50cf\u5185\u7f6e\u5065\u5eb7\u68c0\u67e5\u63a2\u9488&#xff0c;K8s \u81ea\u52a8\u5254\u9664\u5f02\u5e38\u63a8\u7406 Pod&#xff0c;\u4fdd\u969c\u670d\u52a1\u53ef\u7528\u6027&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7981\u6b62\u6a21\u578b\u6587\u4ef6\u6253\u5165\u955c\u50cf&#xff0c;\u91c7\u7528 PVC \u6301\u4e45\u5377\u6302\u8f7d&#xff0c;\u65b9\u4fbf\u6a21\u578b\u7248\u672c\u66ff\u6362\u66f4\u65b0\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e09\u3001\u4f01\u4e1a RAG \u5411\u91cf\u5e93\u642d\u5efa\u4e0e\u591a\u77e5\u8bc6\u5e93\u9694\u79bb\u65b9\u6848<\/h3>\n<p>\u5355\u7eaf\u90e8\u7f72\u5927\u6a21\u578b\u65e0\u6cd5\u6ee1\u8db3\u4f01\u4e1a\u4e1a\u52a1\u9700\u6c42&#xff0c;RAG \u68c0\u7d22\u589e\u5f3a\u662f\u79c1\u6709\u5316 AI \u7cfb\u7edf\u5fc5\u5907\u6a21\u5757&#xff0c;\u6838\u5fc3\u96be\u70b9\u5728\u4e8e\u591a\u90e8\u95e8\u77e5\u8bc6\u5e93\u6570\u636e\u9694\u79bb&#xff0c;\u675c\u7edd\u8de8\u90e8\u95e8\u6570\u636e\u6cc4\u9732\u3002<\/p>\n<h4>1. \u6280\u672f\u9009\u578b\u6807\u51c6<\/h4>\n<ul>\n<li>\n<p>\u4e2d\u5c0f\u578b\u4f01\u4e1a&#xff08;\u6587\u6863\u603b\u91cf\u767e\u4e07\u7ea7\u4ee5\u5185&#xff09;&#xff1a;PostgreSQL&#043;PGVector&#xff0c;\u8fd0\u7ef4\u7b80\u5355&#xff0c;\u65e0\u9700\u989d\u5916\u72ec\u7acb\u670d\u52a1&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e2d\u5927\u578b\u4f01\u4e1a&#xff08;\u5343\u4e07\u7ea7\u6587\u6863\u3001\u9ad8\u5e76\u53d1\u68c0\u7d22&#xff09;&#xff1a;Milvus \u5206\u5e03\u5f0f\u96c6\u7fa4&#xff0c;\u5206\u7247\u5b58\u50a8\u5411\u91cf&#xff0c;\u68c0\u7d22\u5ef6\u8fdf\u7a33\u5b9a\u4f4e\u4e8e 50ms\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. \u77e5\u8bc6\u5e93\u6743\u9650\u9694\u79bb\u8bbe\u8ba1<\/h4>\n<ul>\n<li>\n<p>\u5411\u91cf\u6570\u636e\u589e\u52a0\u79df\u6237 ID\u3001\u90e8\u95e8 ID \u53cc\u6807\u7b7e&#xff0c;\u68c0\u7d22\u65f6\u5f3a\u5236\u643a\u5e26\u8eab\u4efd\u8fc7\u6ee4\u6761\u4ef6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u5e93\u5c42\u9762\u884c\u7ea7\u6743\u9650\u9694\u79bb&#xff0c;\u4e0d\u540c\u90e8\u95e8\u6570\u636e\u5e93\u8bbf\u95ee\u8d26\u53f7\u76f8\u4e92\u72ec\u7acb&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6587\u6863\u4e0a\u4f20\u6d41\u7a0b\u589e\u52a0\u5ba1\u6279\u6d41&#xff0c;\u654f\u611f\u6587\u4ef6\u81ea\u52a8\u8131\u654f&#xff0c;\u7981\u6b62\u8de8\u5e93\u68c0\u7d22&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5411\u91cf\u5e93\u72ec\u7acb\u90e8\u7f72\u5185\u7f51\u5b50\u7f51&#xff0c;\u7981\u6b62\u516c\u7f51\u3001\u529e\u516c\u7f51\u76f4\u63a5\u8bbf\u95ee&#xff0c;\u4ec5\u5141\u8bb8\u8c03\u5ea6\u670d\u52a1\u5185\u7f51\u8c03\u7528\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>3. \u68c0\u7d22\u6027\u80fd\u4f18\u5316\u624b\u6bb5<\/h4>\n<ul>\n<li>\n<p>\u6587\u6863\u5206\u5757\u91c7\u7528\u81ea\u9002\u5e94\u5207\u7247&#xff0c;\u957f\u6587\u672c\u667a\u80fd\u5206\u5272&#xff0c;\u907f\u514d\u8bed\u4e49\u65ad\u88c2&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u9891\u77e5\u8bc6\u5e93\u5411\u91cf\u7ed3\u679c\u5b58\u5165 Redis \u7f13\u5b58&#xff0c;\u51cf\u5c11\u5411\u91cf\u5e93\u91cd\u590d\u68c0\u7d22&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u91c7\u7528\u6df7\u5408\u68c0\u7d22&#xff1a;\u5173\u952e\u8bcd\u68c0\u7d22 &#043; \u5411\u91cf\u76f8\u4f3c\u5ea6\u68c0\u7d22&#xff0c;\u63d0\u5347\u7b54\u6848\u7cbe\u51c6\u5ea6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5411\u91cf\u7d22\u5f15\u5b9a\u65f6\u91cd\u5efa&#xff0c;\u6e05\u7406\u65e0\u6548\u8fc7\u671f\u6587\u6863\u5411\u91cf&#xff0c;\u964d\u4f4e\u68c0\u7d22\u8017\u65f6\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u56db\u3001\u591a\u79df\u6237\u6743\u9650\u3001\u63a5\u53e3\u5b89\u5168\u4e0e\u6570\u636e\u9694\u79bb\u4f53\u7cfb<\/h3>\n<p>\u653f\u4f01\u3001\u96c6\u56e2\u4f01\u4e1a\u5b58\u5728\u591a\u5b50\u516c\u53f8\u3001\u591a\u90e8\u95e8\u5171\u7528\u4e00\u5957\u5927\u6a21\u578b\u96c6\u7fa4\u573a\u666f&#xff0c;\u5fc5\u987b\u642d\u5efa\u5b8c\u6574\u5b89\u5168\u9694\u79bb\u4f53\u7cfb&#xff0c;\u8986\u76d6\u9274\u6743\u3001\u8131\u654f\u3001\u5ba1\u8ba1\u4e09\u5927\u90e8\u5206\u3002<\/p>\n<h4>1. \u4e09\u5c42\u63a5\u53e3\u9274\u6743\u673a\u5236<\/h4>\n<ul>\n<li>\n<p>\u7f51\u5173\u5c42\u7edf\u4e00 API Key \u9274\u6743&#xff0c;\u6bcf\u4e2a\u90e8\u95e8\u5206\u914d\u72ec\u7acb\u5bc6\u94a5&#xff0c;\u53ef\u968f\u65f6\u7981\u7528&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u670d\u52a1\u5185\u90e8 JWT \u8eab\u4efd\u6821\u9a8c&#xff0c;\u643a\u5e26\u7528\u6237\u3001\u90e8\u95e8\u3001\u89d2\u8272\u4fe1\u606f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5411\u91cf\u5e93\u3001\u5b58\u50a8\u5c42\u4e8c\u6b21\u8eab\u4efd\u8fc7\u6ee4&#xff0c;\u5e95\u5c42\u6570\u636e\u5c42\u9762\u62e6\u622a\u8d8a\u6743\u8bbf\u95ee\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. \u5168\u94fe\u8def\u6570\u636e\u5b89\u5168\u89c4\u8303<\/h4>\n<ul>\n<li>\n<p>\u5185\u7f51\u6240\u6709\u670d\u52a1\u901a\u4fe1 TLS \u52a0\u5bc6&#xff0c;\u660e\u6587\u4f20\u8f93\u5168\u90e8\u7981\u7528&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7528\u6237\u8f93\u5165\u4e1a\u52a1\u6570\u636e\u3001\u8f93\u51fa\u7b54\u6848\u81ea\u52a8\u8131\u654f&#xff0c;\u624b\u673a\u53f7\u3001\u8eab\u4efd\u8bc1\u3001\u5408\u540c\u7f16\u53f7\u81ea\u52a8\u9690\u85cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5b8c\u6574\u64cd\u4f5c\u65e5\u5fd7\u7559\u5b58 180 \u5929&#xff0c;\u8bb0\u5f55\u8c03\u7528\u4eba\u3001\u8c03\u7528\u65f6\u95f4\u3001\u8f93\u5165\u5185\u5bb9\u3001\u6d88\u8017\u7b97\u529b\u3001\u68c0\u7d22\u77e5\u8bc6\u5e93&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u6743\u91cd\u6587\u4ef6\u52a0\u5bc6\u5b58\u50a8&#xff0c;\u4ec5\u63a8\u7406\u670d\u52a1\u5177\u5907\u8bfb\u53d6\u6743\u9650&#xff0c;\u8fd0\u7ef4\u4eba\u5458\u65e0\u76f4\u63a5\u4e0b\u8f7d\u6743\u9650\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e94\u3001LLM \u63a8\u7406\u6027\u80fd\u6df1\u5ea6\u8c03\u4f18&#xff08;\u751f\u4ea7\u538b\u6d4b\u9a8c\u8bc1\u6709\u6548&#xff09;<\/h3>\n<p>\u9488\u5bf9\u4f01\u4e1a\u666e\u904d\u5b58\u5728\u7684\u54cd\u5e94\u6162\u3001\u5e76\u53d1\u4f4e\u3001\u663e\u5b58\u6ea2\u51fa\u95ee\u9898&#xff0c;\u6574\u7406\u516d\u5927\u843d\u5730\u8c03\u4f18\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u63a8\u7406\u5f15\u64ce\u66ff\u6362 vLLM&#xff1a;\u66ff\u6362\u539f\u751f Transformers \u63a8\u7406&#xff0c;PagedAttention \u5206\u9875\u7f13\u5b58\u6280\u672f&#xff0c;\u5e76\u53d1\u63d0\u5347 3-5 \u500d&#xff0c;\u663e\u5b58\u5360\u7528\u964d\u4f4e 40%&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u91cf\u5316\u538b\u7f29\u6a21\u578b&#xff1a;7B\/13B \u6a21\u578b\u91c7\u7528 AWQ 4bit \u91cf\u5316&#xff0c;\u7cbe\u5ea6\u635f\u5931\u53ef\u63a7&#xff0c;\u5355\u5361\u53ef\u627f\u8f7d\u66f4\u591a\u5e76\u53d1\u8bf7\u6c42&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6d41\u5f0f\u8f93\u51fa\u4f18\u5316&#xff1a;\u542f\u7528\u5206\u5757\u6d41\u5f0f\u8fd4\u56de&#xff0c;\u9996\u5b57\u54cd\u5e94\u5ef6\u8fdf\u4ece 2s \u964d\u4f4e\u81f3 300ms \u5185&#xff0c;\u5927\u5e45\u63d0\u5347\u7528\u6237\u4f53\u9a8c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e0a\u4e0b\u6587\u957f\u5ea6\u5206\u7ea7\u7ba1\u63a7&#xff1a;\u666e\u901a\u95ee\u7b54\u9650\u5236\u4e0a\u4e0b\u6587 4k Token&#xff0c;\u590d\u6742\u6587\u6863\u5206\u6790\u5f00\u653e 128k \u8d85\u957f\u4e0a\u4e0b\u6587&#xff0c;\u907f\u514d\u65e0\u610f\u4e49\u663e\u5b58\u5360\u7528&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8bf7\u6c42\u961f\u5217\u524a\u5cf0&#xff1a;\u63a5\u5165 RabbitMQ \u5f02\u6b65\u961f\u5217&#xff0c;\u9ad8\u5cf0\u671f\u5806\u79ef\u8bf7\u6c42\u6709\u5e8f\u6392\u961f&#xff0c;\u9632\u6b62\u77ac\u65f6\u5e76\u53d1\u51fb\u7a7f GPU&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u9884\u70ed\u5e38\u9a7b\u6a21\u578b&#xff1a;\u670d\u52a1\u542f\u52a8\u9884\u52a0\u8f7d\u6a21\u578b\u81f3\u663e\u5b58&#xff0c;\u907f\u514d\u9996\u6b21\u8bf7\u6c42\u52a0\u8f7d\u6a21\u578b\u4ea7\u751f\u8d85\u957f\u7b49\u5f85\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>\u538b\u6d4b\u6570\u636e\u53c2\u8003&#xff08;13B \u91cf\u5316\u6a21\u578b&#xff0c;\u5355\u5f20 A10 24G&#xff09;<\/h4>\n<table>\n<tr>\n<td>\u4f18\u5316\u9636\u6bb5<\/td>\n<td>\u5355\u5361\u5e76\u53d1\u91cf<\/td>\n<td>\u9996\u5b57\u5ef6\u8fdf<\/td>\n<td>\u663e\u5b58\u5360\u7528<\/td>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>\u539f\u751f Transformers<\/p>\n<\/td>\n<td>\n<p>3 \u8def<\/p>\n<\/td>\n<td>\n<p>1800ms<\/p>\n<\/td>\n<td>\n<p>21G<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>vLLM 4bit \u91cf\u5316 &#043; \u7f13\u5b58\u4f18\u5316<\/p>\n<\/td>\n<td>\n<p>15 \u8def<\/p>\n<\/td>\n<td>\n<p>280ms<\/p>\n<\/td>\n<td>\n<p>13G<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u516d\u3001\u843d\u5730\u9ad8\u9891\u6545\u969c\u4e0e\u6392\u67e5\u65b9\u6848<\/h3>\n<ul>\n<li>\n<p>GPU \u663e\u5b58\u6ea2\u51fa&#xff0c;\u63a8\u7406 Pod \u9891\u7e41\u5d29\u6e83\u89e3\u51b3\u65b9\u6848&#xff1a;\u5f00\u542f\u91cf\u5316\u3001\u9650\u5236\u5355\u8bf7\u6c42\u4e0a\u4e0b\u6587\u957f\u5ea6\u3001HPA \u81ea\u52a8\u6269\u5bb9\u3001\u62c6\u5206\u8d85\u5927\u6a21\u578b\u591a\u5361\u5206\u5e03\u5f0f\u63a8\u7406&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5411\u91cf\u68c0\u7d22\u8d85\u65f6&#xff0c;\u95ee\u7b54\u56de\u590d\u7f13\u6162\u89e3\u51b3\u65b9\u6848&#xff1a;\u642d\u5efa Redis \u7f13\u5b58\u3001\u6e05\u7406\u65e0\u6548\u5411\u91cf\u3001\u62c6\u5206\u8d85\u5927\u77e5\u8bc6\u5e93\u5206\u7247&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u591a\u90e8\u95e8\u8c03\u7528\u4e92\u76f8\u62a2\u5360\u7b97\u529b\u89e3\u51b3\u65b9\u6848&#xff1a;K8s \u8d44\u6e90\u914d\u989d\u9650\u5236&#xff0c;\u6309\u90e8\u95e8\u5212\u5206 GPU \u8d44\u6e90\u4e0a\u9650&#xff0c;\u9ad8\u5cf0\u671f\u4f18\u5148\u7ea7\u8c03\u5ea6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u52a0\u8f7d\u8017\u65f6\u8fc7\u957f\u89e3\u51b3\u65b9\u6848&#xff1a;PVC \u9ad8\u901f\u5b58\u50a8\u6302\u8f7d\u6a21\u578b\u6587\u4ef6\u3001\u670d\u52a1\u542f\u52a8\u81ea\u52a8\u9884\u70ed\u3001\u5e38\u9a7b\u63a8\u7406\u5bb9\u5668\u4e0d\u9500\u6bc1\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e03\u3001\u4f01\u4e1a\u843d\u5730\u5206\u9636\u6bb5\u5b9e\u65bd\u5efa\u8bae<\/h3>\n<ul>\n<li>\n<p>\u6d4b\u8bd5\u9636\u6bb5&#xff1a;\u5355\u673a Docker \u90e8\u7f72\u8f7b\u91cf\u5316 7B \u6a21\u578b&#xff0c;\u642d\u5efa\u57fa\u7840 RAG&#xff0c;\u9a8c\u8bc1\u4e1a\u52a1\u95ee\u7b54\u6548\u679c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8bd5\u70b9\u9636\u6bb5&#xff1a;\u642d\u5efa\u5c0f\u89c4\u6a21 K8s \u96c6\u7fa4&#xff0c;2-4 \u5f20 GPU&#xff0c;\u5355\u90e8\u95e8\u7070\u5ea6\u4e0a\u7ebf&#xff0c;\u5b8c\u5584\u6743\u9650\u65e5\u5fd7\u4f53\u7cfb&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u89c4\u6a21\u5316\u9636\u6bb5&#xff1a;\u5b8c\u6574\u5206\u5e03\u5f0f\u96c6\u7fa4&#xff0c;MIG \u5171\u4eab\u8c03\u5ea6\u3001\u591a\u77e5\u8bc6\u5e93\u9694\u79bb\u3001\u5168\u94fe\u8def\u5b89\u5168\u52a0\u5bc6&#xff0c;\u5168\u4f01\u4e1a\u63a8\u5e7f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8fed\u4ee3\u9636\u6bb5&#xff1a;\u65b0\u589e\u884c\u4e1a\u5782\u7c7b\u6a21\u578b\u3001\u63a5\u5165 AI \u5de5\u4f5c\u6d41\u3001\u5bf9\u63a5\u5185\u90e8 OA\/MES \u7cfb\u7edf&#xff0c;\u6df1\u5ea6\u4e1a\u52a1\u878d\u5408\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0\u00a0\u56e2\u961f\u6df1\u8015\u4e91\u539f\u751f\u3001\u79c1\u6709\u5316\u5927\u6a21\u578b\u843d\u5730&#xff0c;\u5177\u5907\u5b8c\u6574 K8s \u96c6\u7fa4\u642d\u5efa\u3001\u5411\u91cf\u77e5\u8bc6\u5e93\u5f00\u53d1\u3001AI \u7cfb\u7edf\u6743\u9650\u5b89\u5168\u67b6\u6784\u843d\u5730\u80fd\u529b&#xff0c;\u53ef\u9762\u5411\u5236\u9020\u3001\u653f\u52a1\u3001\u91d1\u878d\u884c\u4e1a\u63d0\u4f9b\u672c\u5730\u5316\u5927\u6a21\u578b\u5168\u5957\u5b9a\u5236\u5f00\u53d1\u670d\u52a1&#xff0c;\u652f\u6301\u65e7 AI \u5355\u673a\u67b6\u6784\u4e91\u539f\u751f\u6539\u9020\u3001\u7b97\u529b\u4f18\u5316\u8c03\u4f18\u3001\u5b89\u5168\u5408\u89c4\u6574\u6539&#xff0c;\u63d0\u4f9b\u5b8c\u6574\u67b6\u6784\u65b9\u6848\u4e0e\u90e8\u7f72\u5b9e\u65bd\u670d\u52a1\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740\u6570\u636e\u5b89\u5168\u3001\u884c\u4e1a\u5408\u89c4\u8981\u6c42\u6301\u7eed\u6536\u7d27&#xff0c;\u91d1\u878d\u3001\u653f\u52a1\u3001\u5236\u9020\u3001\u56fd\u4f01\u7b49\u4f01\u4e1a\u4e0d\u518d\u613f\u610f\u5c06\u4e1a\u52a1\u6570\u636e\u4e0a\u4f20\u81f3\u516c\u6709\u4e91\u5927\u6a21\u578b API&#xff0c;\u79c1\u6709\u5316\u672c\u5730\u90e8\u7f72 LLM\u6210\u4e3a\u6807\u51c6\u5316\u9009\u578b\u3002\u4f46\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u843d\u5730\u65f6\u666e\u904d\u906d\u9047\u75db\u70b9&#xff1a;GPU \u8d44\u6e90\u5229\u7528\u7387\u4e0d\u8db3 30%\u3001\u591a\u4e1a\u52a1\u5927\u6a21\u578b\u4e92\u76f8\u62a2\u5360\u7b97\u529b\u3001\u77e5\u8bc6\u5e93\u68c0\u7d22\u5361\u987f\u3001\u591a\u4f01\u4e1a\u90e8\u95e8\u6570\u636e\u4e92\u901a\u6cc4\u9732\u3001\u63a8\u7406\u5ef6\u8fdf\u8fc7\u9ad8\u3001\u65e0\u5b8c\u5584\u6743\u9650\u7ba1\u63a7\u4f53\u7cfb\u3002\u4f20\u7edf\u5355\u673a\u90e8\u7f72\u5927\u6a21\u578b\u4ec5\u9002\u7528\u4e8e\u6d4b\u8bd5\u73af\u5883&#xff0c;\u65e0\u6cd5\u652f\u6491\u591a\u7528\u6237\u3001\u591a\u4e1a\u52a1\u7ebf\u5e76\u53d1\u8bbf\u95ee&#xff0c;\u800c\u4e91\u539f\u751f K8s \u5bb9\u5668\u5316\u67b6<\/p>\n","protected":false},"author":2,"featured_media":94448,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10820,10819,763,50,188],"topic":[],"class_list":["post-94450","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-app","tag-10819","tag-763","tag-50","tag-188"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4e91\u539f\u751f\u67b6\u6784\u4e0b AI \u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u5b8c\u6574\u65b9\u6848\uff5c\u5bb9\u5668\u8c03\u5ea6\u3001\u5411\u91cf\u5e93\u3001\u6743\u9650\u9694\u79bb\u4e0e\u6027\u80fd\u8c03\u4f18\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/94450.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4e91\u539f\u751f\u67b6\u6784\u4e0b AI \u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u5b8c\u6574\u65b9\u6848\uff5c\u5bb9\u5668\u8c03\u5ea6\u3001\u5411\u91cf\u5e93\u3001\u6743\u9650\u9694\u79bb\u4e0e\u6027\u80fd\u8c03\u4f18\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u968f\u7740\u6570\u636e\u5b89\u5168\u3001\u884c\u4e1a\u5408\u89c4\u8981\u6c42\u6301\u7eed\u6536\u7d27&#xff0c;\u91d1\u878d\u3001\u653f\u52a1\u3001\u5236\u9020\u3001\u56fd\u4f01\u7b49\u4f01\u4e1a\u4e0d\u518d\u613f\u610f\u5c06\u4e1a\u52a1\u6570\u636e\u4e0a\u4f20\u81f3\u516c\u6709\u4e91\u5927\u6a21\u578b API&#xff0c;\u79c1\u6709\u5316\u672c\u5730\u90e8\u7f72 LLM\u6210\u4e3a\u6807\u51c6\u5316\u9009\u578b\u3002\u4f46\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u843d\u5730\u65f6\u666e\u904d\u906d\u9047\u75db\u70b9&#xff1a;GPU \u8d44\u6e90\u5229\u7528\u7387\u4e0d\u8db3 30%\u3001\u591a\u4e1a\u52a1\u5927\u6a21\u578b\u4e92\u76f8\u62a2\u5360\u7b97\u529b\u3001\u77e5\u8bc6\u5e93\u68c0\u7d22\u5361\u987f\u3001\u591a\u4f01\u4e1a\u90e8\u95e8\u6570\u636e\u4e92\u901a\u6cc4\u9732\u3001\u63a8\u7406\u5ef6\u8fdf\u8fc7\u9ad8\u3001\u65e0\u5b8c\u5584\u6743\u9650\u7ba1\u63a7\u4f53\u7cfb\u3002\u4f20\u7edf\u5355\u673a\u90e8\u7f72\u5927\u6a21\u578b\u4ec5\u9002\u7528\u4e8e\u6d4b\u8bd5\u73af\u5883&#xff0c;\u65e0\u6cd5\u652f\u6491\u591a\u7528\u6237\u3001\u591a\u4e1a\u52a1\u7ebf\u5e76\u53d1\u8bbf\u95ee&#xff0c;\u800c\u4e91\u539f\u751f K8s \u5bb9\u5668\u5316\u67b6\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/94450.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-14T06:24:55+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260814062452-6a7eb4b4d0524.jpg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/94450.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/94450.html\",\"name\":\"\u4e91\u539f\u751f\u67b6\u6784\u4e0b AI \u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u5b8c\u6574\u65b9\u6848\uff5c\u5bb9\u5668\u8c03\u5ea6\u3001\u5411\u91cf\u5e93\u3001\u6743\u9650\u9694\u79bb\u4e0e\u6027\u80fd\u8c03\u4f18\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-14T06:24:55+00:00\",\"dateModified\":\"2026-08-14T06:24:55+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/94450.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/94450.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/94450.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4e91\u539f\u751f\u67b6\u6784\u4e0b AI \u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u5b8c\u6574\u65b9\u6848\uff5c\u5bb9\u5668\u8c03\u5ea6\u3001\u5411\u91cf\u5e93\u3001\u6743\u9650\u9694\u79bb\u4e0e\u6027\u80fd\u8c03\u4f18\u5b9e\u6218\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4e91\u539f\u751f\u67b6\u6784\u4e0b AI \u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u5b8c\u6574\u65b9\u6848\uff5c\u5bb9\u5668\u8c03\u5ea6\u3001\u5411\u91cf\u5e93\u3001\u6743\u9650\u9694\u79bb\u4e0e\u6027\u80fd\u8c03\u4f18\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/94450.html","og_locale":"zh_CN","og_type":"article","og_title":"\u4e91\u539f\u751f\u67b6\u6784\u4e0b AI \u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u5b8c\u6574\u65b9\u6848\uff5c\u5bb9\u5668\u8c03\u5ea6\u3001\u5411\u91cf\u5e93\u3001\u6743\u9650\u9694\u79bb\u4e0e\u6027\u80fd\u8c03\u4f18\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u968f\u7740\u6570\u636e\u5b89\u5168\u3001\u884c\u4e1a\u5408\u89c4\u8981\u6c42\u6301\u7eed\u6536\u7d27&#xff0c;\u91d1\u878d\u3001\u653f\u52a1\u3001\u5236\u9020\u3001\u56fd\u4f01\u7b49\u4f01\u4e1a\u4e0d\u518d\u613f\u610f\u5c06\u4e1a\u52a1\u6570\u636e\u4e0a\u4f20\u81f3\u516c\u6709\u4e91\u5927\u6a21\u578b API&#xff0c;\u79c1\u6709\u5316\u672c\u5730\u90e8\u7f72 LLM\u6210\u4e3a\u6807\u51c6\u5316\u9009\u578b\u3002\u4f46\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u843d\u5730\u65f6\u666e\u904d\u906d\u9047\u75db\u70b9&#xff1a;GPU \u8d44\u6e90\u5229\u7528\u7387\u4e0d\u8db3 30%\u3001\u591a\u4e1a\u52a1\u5927\u6a21\u578b\u4e92\u76f8\u62a2\u5360\u7b97\u529b\u3001\u77e5\u8bc6\u5e93\u68c0\u7d22\u5361\u987f\u3001\u591a\u4f01\u4e1a\u90e8\u95e8\u6570\u636e\u4e92\u901a\u6cc4\u9732\u3001\u63a8\u7406\u5ef6\u8fdf\u8fc7\u9ad8\u3001\u65e0\u5b8c\u5584\u6743\u9650\u7ba1\u63a7\u4f53\u7cfb\u3002\u4f20\u7edf\u5355\u673a\u90e8\u7f72\u5927\u6a21\u578b\u4ec5\u9002\u7528\u4e8e\u6d4b\u8bd5\u73af\u5883&#xff0c;\u65e0\u6cd5\u652f\u6491\u591a\u7528\u6237\u3001\u591a\u4e1a\u52a1\u7ebf\u5e76\u53d1\u8bbf\u95ee&#xff0c;\u800c\u4e91\u539f\u751f K8s \u5bb9\u5668\u5316\u67b6","og_url":"https:\/\/www.wsisp.com\/helps\/94450.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-14T06:24:55+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260814062452-6a7eb4b4d0524.jpg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/94450.html","url":"https:\/\/www.wsisp.com\/helps\/94450.html","name":"\u4e91\u539f\u751f\u67b6\u6784\u4e0b AI \u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u5b8c\u6574\u65b9\u6848\uff5c\u5bb9\u5668\u8c03\u5ea6\u3001\u5411\u91cf\u5e93\u3001\u6743\u9650\u9694\u79bb\u4e0e\u6027\u80fd\u8c03\u4f18\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-14T06:24:55+00:00","dateModified":"2026-08-14T06:24:55+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/94450.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/94450.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/94450.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u4e91\u539f\u751f\u67b6\u6784\u4e0b AI \u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u5b8c\u6574\u65b9\u6848\uff5c\u5bb9\u5668\u8c03\u5ea6\u3001\u5411\u91cf\u5e93\u3001\u6743\u9650\u9694\u79bb\u4e0e\u6027\u80fd\u8c03\u4f18\u5b9e\u6218"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/94450","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=94450"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/94450\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/94448"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=94450"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=94450"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=94450"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=94450"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}