{"id":208968,"date":"2025-09-30T01:39:06","date_gmt":"2025-09-29T17:39:06","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208968\/"},"modified":"2025-09-30T01:39:07","modified_gmt":"2025-09-29T17:39:07","slug":"vps-142","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208968\/","title":{"rendered":"\u9999\u6e2fVPS\u52a9\u529b\u5f3a\u5316\u5b66\u4e60AI\u8bad\u7ec3\uff1a\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u6548\u90e8\u7f72"},"content":{"rendered":"<p>\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning, 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I\/O \u4e0e\u9ad8\u901f\u7f51\u7edc\u5b58\u50a8\u3002<\/li>\n<\/ul>\n<p>\u57fa\u4e8e\u8fd9\u4e9b\u8981\u70b9\uff0c\u5f3a\u5316\u5b66\u4e60\u7684\u5de5\u7a0b\u5b9e\u73b0\u901a\u5e38\u91c7\u7528\u4ee5\u4e0b\u67b6\u6784\uff1a<\/p>\n<ul>\n<li>\u5206\u5e03\u5f0f\u91c7\u6837\uff1a\u591a\u4e2aRollout Worker\u5728\u4e0d\u540c\u8282\u70b9\u4e0a\u5e76\u884c\u91c7\u6837\uff0c\u5c06\u8f68\u8ff9\u53d1\u9001\u81f3\u4e2d\u592eLearner\u6216\u7ecf\u9a8c\u56de\u653e\u3002<\/li>\n<li>\u5f02\u6b65\u4f18\u5316\u5668\uff1a\u4f7f\u7528\u5f02\u6b65\u6216\u540c\u6b65\u7684\u53c2\u6570\u66f4\u65b0\u673a\u5236\uff08PPO\u3001A3C\u3001IMPALA\u3001SAC\u7b49\uff09\uff0c\u914d\u5408\u9ad8\u6548\u7684\u901a\u4fe1\u6846\u67b6\uff08gRPC\u3001NCCL\u3001MPI\u3001Horovod\uff09\u3002<\/li>\n<li>\u5bb9\u5668\u5316\u4e0e\u7f16\u6392\uff1a\u5229\u7528Docker\/Kubernetes\u7ba1\u7406\u8bad\u7ec3\u4f5c\u4e1a\u4e0e\u8d44\u6e90\u9694\u79bb\uff0c\u65b9\u4fbf\u4f38\u7f29\u4e0e\u7248\u672c\u63a7\u5236\u3002<\/li>\n<\/ul>\n<h2>\u4e3a\u4ec0\u4e48\u9009\u62e9\u9999\u6e2fVPS\uff1a\u4f4e\u5ef6\u8fdf\u5e26\u6765\u7684\u8bad\u7ec3\u4e0e\u63a8\u7406\u4f18\u52bf<\/h2>\n<p>\u5728\u5f3a\u5316\u5b66\u4e60\u573a\u666f\u4e2d\uff0c<strong>\u7f51\u7edc\u5ef6\u8fdf\u76f4\u63a5\u5f71\u54cd\u91c7\u6837\u901f\u5ea6\u4e0e\u540c\u6b65\u6548\u7387<\/strong>\u3002\u82e5\u91c7\u6837\u8282\u70b9\u4e0eLearner\u4f4d\u4e8e\u4e0d\u540c\u5730\u57df\uff08\u4f8b\u5982\u4e9a\u592a\u4e0e\u7f8e\u6d32\u4e4b\u95f4\uff09\uff0c\u8de8\u6d0b\u94fe\u8def\u7684RTT\uff08\u5f80\u8fd4\u65f6\u5ef6\uff09\u4f1a\u663e\u8457\u964d\u4f4e\u6837\u672c\u541e\u5410\uff0c\u4ece\u800c\u5ef6\u957f\u8bad\u7ec3\u65f6\u95f4\u3002<\/p>\n<p>\u9009\u62e9\u9999\u6e2fVPS\u5177\u6709\u4ee5\u4e0b\u5173\u952e\u4f18\u52bf\uff1a<\/p>\n<ul>\n<li><strong>\u5730\u7406\u4e0e\u7f51\u7edc\u4f18\u52bf\uff1a<\/strong>\u9999\u6e2f\u4f5c\u4e3a\u4e9a\u592a\u7684\u91cd\u8981\u7f51\u7edc\u67a2\u7ebd\uff0c\u8fde\u63a5\u4e2d\u56fd\u5927\u9646\u3001\u4e1c\u5357\u4e9a\u3001\u65e5\u97e9\u4ee5\u53ca\u5168\u7403\u4e3b\u8981\u4e91\u670d\u52a1\u5546\u7684\u94fe\u8def\u90fd\u5f88\u77ed\u3002\u8fd9\u5bf9\u9700\u8981\u9891\u7e41\u4e0e\u73b0\u5b9e\u73af\u5883\u6216\u8fb9\u7f18\u8282\u70b9\u4ea4\u4e92\u7684RL\u5e94\u7528\uff08\u4f8b\u5982\u673a\u5668\u4eba\u3001\u91d1\u878d\u884c\u60c5\u9a71\u52a8\u6a21\u578b\uff09\u975e\u5e38\u6709\u5229\u3002<\/li>\n<li><strong>\u4f4e\u5ef6\u8fdf\u91c7\u6837\uff1a<\/strong>\u5f53\u73af\u5883\u6a21\u62df\u5668\u3001\u6570\u636e\u91c7\u96c6\u5668\u6216\u5728\u7ebfagent\u90e8\u7f72\u5728\u4e9a\u592a\u533a\u57df\u65f6\uff0c\u5c06Rollout Worker\u7f6e\u4e8e\u9999\u6e2f\u8282\u70b9\u80fd\u591f\u964d\u4f4e\u4ea4\u4e92\u5ef6\u8fdf\uff0c\u63d0\u9ad8\u6bcf\u79d2\u6837\u672c\uff08SPS, samples-per-second\uff09\u3002<\/li>\n<li><strong>\u9ad8\u5e26\u5bbd\u4e0e\u7a33\u5b9a\u6027\uff1a<\/strong>\u9999\u6e2fVPS\u901a\u5e38\u63d0\u4f9b\u4f18\u8d28\u7684\u56fd\u9645\u51fa\u53e3\u4e0eBGP\u591a\u7ebf\u63a5\u5165\uff0c\u9002\u5408\u8fdb\u884c\u5927\u89c4\u6a21\u53c2\u6570\u540c\u6b65\u4e0e\u6a21\u578b\u62c9\u53d6\/\u63a8\u9001\uff0c\u51cf\u5c11\u8bad\u7ec3\u4e2d\u7684\u4e22\u5305\u4e0e\u91cd\u4f20\u5f00\u9500\u3002<\/li>\n<li><strong>\u90e8\u7f72\u7075\u6d3b\uff1a<\/strong>VPS\u4fbf\u4e8e\u5feb\u901f\u521b\u5efa\u4e0e\u9500\u6bc1\u5b9e\u4f8b\uff0c\u652f\u6301Docker\u3001Kubernetes\u7b49\u5de5\u5177\u94fe\uff0c\u9002\u5408\u7528\u4e8e\u5b9e\u9a8c\u9a8c\u8bc1\u3001CI\/CD\u6d41\u6c34\u7ebf\u4e0e\u6df7\u5408\u4e91\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<h3>\u5178\u578b\u573a\u666f\u5bf9\u6bd4\uff1a\u9999\u6e2f\u8282\u70b9 vs \u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668<\/h3>\n<ul>\n<li>\u5b9e\u65f6\u5728\u7ebf\u63a8\u7406\uff08\u5982\u6e38\u620fAI\u6216\u91d1\u878d\u98ce\u63a7\uff09\uff1a\u9999\u6e2f\u8282\u70b9\u66f4\u6709\u4f18\u52bf\uff0c\u56e0\u4e3a\u7528\u6237\u6216\u6570\u636e\u6e90\u591a\u5728\u4e9a\u592a\uff1b\u82e5\u6570\u636e\u6e90\u5728\u5317\u7f8e\uff0c\u4f7f\u7528\u7f8e\u56fdVPS\u53ef\u51cf\u5c11\u6570\u636e\u56de\u4f20\u3002<\/li>\n<li>\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3\uff08\u591aGPU\/\u591a\u673a\uff09\uff1a\u82e5GPU\u8d44\u6e90\u96c6\u4e2d\u5728\u5317\u7f8e\uff0c\u4f7f\u7528\u7f8e\u56fd\u670d\u52a1\u5668\u6216\u7f8e\u56fdVPS\u80fd\u964d\u4f4eGPU\u95f4\u5e26\u5bbd\u4e0e\u5ef6\u8fdf\u95ee\u9898\uff1b\u4f46\u82e5\u8bad\u7ec3\u9700\u8981\u9891\u7e41\u8bbf\u95ee\u4e9a\u592a\u6570\u636e\u6e90\u6216\u4e0e\u8fb9\u7f18\u8bbe\u5907\u4ea4\u4e92\uff0c\u9999\u6e2f\u670d\u52a1\u5668\u66f4\u5408\u9002\u3002<\/li>\n<li>\u6df7\u5408\u90e8\u7f72\uff1a\u5e38\u89c1\u7b56\u7565\u662f\u5c06\u6570\u636e\u91c7\u96c6\u4e0e\u63a8\u7406\u653e\u5728\u9999\u6e2f\u8282\u70b9\uff0c\u800c\u5c06GPU\u5bc6\u96c6\u578b\u7684\u8bad\u7ec3\u4e3b\u673a\uff08\u6709\u66f4\u5f3aGPU\/\u7b97\u529b\uff09\u653e\u5728\u7f8e\u56fd\u6216\u4e13\u7528\u4e91\uff0c\u901a\u8fc7\u9ad8\u6548\u6570\u636e\u901a\u9053\u540c\u6b65\u6a21\u578b\u53c2\u6570\u3002<\/li>\n<\/ul>\n<h2>\u5177\u4f53\u6280\u672f\u5b9e\u8df5\uff1a\u5728\u9999\u6e2fVPS\u4e0a\u90e8\u7f72\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6d41\u6c34\u7ebf<\/h2>\n<p>\u4ee5\u4e0b\u4e3a\u4ece\u73af\u5883\u642d\u5efa\u5230\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u4e00\u5957\u53ef\u843d\u5730\u5b9e\u8df5\uff0c\u9488\u5bf9\u9999\u6e2fVPS\u7684\u7279\u70b9\u505a\u4e86\u4f18\u5316\u5efa\u8bae\u3002<\/p>\n<h3>1. \u73af\u5883\u4e0e\u5bb9\u5668\u5316<\/h3>\n<ul>\n<li>\u5728VPS\u4e0a\u4f7f\u7528Docker\u6784\u5efa\u955c\u50cf\uff0c\u5305\u542bPython\u3001PyTorch\/TensorFlow\u3001gym\u3001rllib\/ray\u7b49\u4f9d\u8d56\uff0c\u786e\u4fdd\u955c\u50cf\u4f53\u79ef\u5c3d\u53ef\u80fd\u7cbe\u7b80\u4ee5\u52a0\u901f\u62c9\u53d6\u3002\u4f7f\u7528\u79c1\u6709Registry\u6216\u955c\u50cf\u7f13\u5b58\u53ef\u4ee5\u51cf\u5c11\u8de8\u533a\u57df\u955c\u50cf\u62c9\u53d6\u65f6\u95f4\u3002<\/li>\n<li>\u82e5\u9700\u8981GPU\u52a0\u901f\uff0c\u91c7\u7528\u652f\u6301NVIDIA\u9a71\u52a8\u7684\u5bbf\u4e3b\u673a\u6216\u4f7f\u7528\u8fdc\u7a0bGPU\u670d\u52a1\uff1b\u5728\u9999\u6e2fVPS\u4e0a\u53ef\u4f5c\u4e3a\u91c7\u6837\/\u63a8\u7406\u8282\u70b9\uff0cGPU\u53ef\u4ee5\u653e\u5728\u540c\u5730\u533a\u7684GPU\u5b9e\u4f8b\u6216\u901a\u8fc7PCIe\u76f4\u8fde\u7684\u4e13\u7528\u670d\u52a1\u5668\u3002<\/li>\n<\/ul>\n<h3>2. \u5206\u5e03\u5f0f\u91c7\u6837\u4e0e\u53c2\u6570\u540c\u6b65<\/h3>\n<ul>\n<li>Rollout Worker\uff08\u90e8\u7f72\u5728\u9999\u6e2fVPS\uff09\u4e0eLearner\u4e4b\u95f4\u5efa\u8bae\u4f7f\u7528gRPC\u6216WebSocket\u4fdd\u6301\u957f\u8fde\u63a5\uff0c\u51cf\u5c11\u8fde\u63a5\u5efa\u7acb\u5f00\u9500\u3002\u5bf9\u9ad8\u5e76\u53d1\u573a\u666f\u4f7f\u7528HTTP\/2\u53ef\u4ee5\u63d0\u5347\u541e\u5410\u4e0e\u591a\u8def\u590d\u7528\u80fd\u529b\u3002<\/li>\n<li>\u91c7\u7528\u68af\u5ea6\u538b\u7f29\uff08Gradient Compression\uff09\u3001\u7a00\u758f\u66f4\u65b0\u6216\u5c40\u90e8SGD\u7b56\u7565\u6765\u964d\u4f4e\u8de8\u533a\u57df\u540c\u6b65\u5e26\u5bbd\uff0c\u4f8b\u5982\u53ea\u540c\u6b65\u91cd\u8981\u53c2\u6570\u6216\u4f7f\u7528\u91cf\u5316\uff088-bit\/16-bit\uff09\u4f20\u8f93\u3002<\/li>\n<li>\u5bf9\u4e8e\u9700\u8981\u5f3a\u4e00\u81f4\u6027\u7684\u8bad\u7ec3\uff08\u5982\u540c\u6b65PPO\uff09\uff0c\u5e94\u4f18\u5148\u9009\u62e9\u5e26\u5bbd\u4e0e\u5ef6\u8fdf\u66f4\u4f18\u7684\u8282\u70b9\u4f5c\u4e3a\u53c2\u6570\u670d\u52a1\u5668\uff1b\u9999\u6e2fVPS\u9002\u5408\u653e\u7f6e\u591a\u4e2a\u91c7\u6837\u8282\u70b9\u4e0e\u672c\u5730\u53c2\u6570\u7f13\u5b58\uff0c\u63d0\u9ad8\u91c7\u6837\u541e\u5410\u3002<\/li>\n<\/ul>\n<h3>3. \u5b58\u50a8\u4e0e\u6570\u636e\u7ba1\u9053<\/h3>\n<ul>\n<li>\u7ecf\u9a8c\u56de\u653e\u5e93\uff08Replay Buffer\uff09\u5bf9\u8bfb\u5199\u5ef6\u8fdf\u654f\u611f\u3002\u5efa\u8bae\u5c06\u4e3b\u56de\u653e\u653e\u5728\u4f4e\u5ef6\u8fdf\u7684\u672c\u5730\u5b58\u50a8\uff08NVMe\uff09\u6216\u5185\u5b58\u6570\u636e\u5e93\uff08Redis\uff09\uff0c\u5e76\u5728\u9999\u6e2fVPS\u4e0a\u90e8\u7f72\u8fd1\u7aef\u7f13\u5b58\u4ee5\u51cf\u5c11\u8fdc\u7a0bIO\u3002<\/li>\n<li>\u5229\u7528\u5206\u7247\u4e0e\u5f52\u6863\u7b56\u7565\u7ba1\u7406\u957f\u671f\u8f68\u8ff9\u6570\u636e\uff0c\u5c06\u51b7\u6570\u636e\u540c\u6b65\u5230\u5bf9\u8c61\u5b58\u50a8\u6216\u540c\u533a\u57df\u7684\u5757\u5b58\u50a8\u3002<\/li>\n<\/ul>\n<h3>4. \u7f16\u6392\u4e0e\u5f39\u6027\u4f38\u7f29<\/h3>\n<ul>\n<li>\u4f7f\u7528Kubernetes\u6216Docker Swarm\u7ba1\u7406\u8d44\u6e90\uff0c\u7ed3\u5408Horizontal Pod Autoscaler\uff08HPA\uff09\u6839\u636e\u961f\u5217\u957f\u5ea6\u6216CPU\/GPU\u8d1f\u8f7d\u81ea\u52a8\u6269\u5c55\u91c7\u6837\u4e0e\u8bad\u7ec3\u526f\u672c\u3002<\/li>\n<li>\u57fa\u4e8e\u7b56\u7565\u7684\u7070\u5ea6\u53d1\u5e03\uff08Canary\uff09\u6709\u52a9\u4e8e\u5728\u7ebf\u7b56\u7565\u66f4\u65b0\u4e0eA\/B\u6d4b\u8bd5\uff0c\u5c24\u5176\u5728\u4f7f\u7528\u9999\u6e2f\u670d\u52a1\u5668\u8fdb\u884c\u5b9e\u65f6\u63a8\u7406\u65f6\u964d\u4f4e\u98ce\u9669\u3002<\/li>\n<\/ul>\n<h2>\u4f18\u52bf\u5bf9\u6bd4\uff1a\u9999\u6e2fVPS \u4e0e \u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668<\/h2>\n<p>\u6bd4\u8f83\u65f6\u9700\u5173\u6ce8\u7f51\u7edc\u3001\u6210\u672c\u3001\u5408\u89c4\u4e0e\u53ef\u7528\u8d44\u6e90\u7c7b\u578b\uff1a<\/p>\n<ul>\n<li><strong>\u5ef6\u8fdf\u4e0e\u5730\u57df\u5339\u914d\uff1a<\/strong>\u9999\u6e2fVPS\u5728\u8fde\u63a5\u4e9a\u592a\u7528\u6237\u4e0e\u8bbe\u5907\u65f6\u5177\u6709\u663e\u8457\u5ef6\u8fdf\u4f18\u52bf\uff1b\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u66f4\u9002\u5408\u5317\u7f8e\u573a\u666f\u3002<\/li>\n<li><strong>\u5e26\u5bbd\u4e0e\u51fa\u53e3\u7a33\u5b9a\u6027\uff1a<\/strong>\u9999\u6e2f\u673a\u623f\u901a\u5e38\u63d0\u4f9b\u5bf9\u4e9a\u6d32\u591a\u5730\u7684\u4f18\u8d28\u94fe\u8def\uff0c\u800c\u7f8e\u56fd\u670d\u52a1\u5668\u7684\u56fd\u9645\u94fe\u8def\u66f4\u591a\u9762\u5411\u6b27\u6d32\u4e0e\u7f8e\u6d32\u3002<\/li>\n<li><strong>\u6210\u672c\uff1a<\/strong>\u5355\u7eaf\u8ba1\u7b97\u8d44\u6e90\u53ef\u80fd\u5728\u4e0d\u540c\u5730\u533a\u4ef7\u683c\u5dee\u5f02\u660e\u663e\u3002VPS\u901a\u5e38\u5728\u6210\u672c\u4e0e\u7075\u6d3b\u6027\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u800c\u5927\u89c4\u6a21GPU\u8bad\u7ec3\u53ef\u80fd\u9700\u8981\u4e13\u7528\u670d\u52a1\u5668\u6216\u4e91GPU\u5b9e\u4f8b\u3002<\/li>\n<li><strong>\u5408\u89c4\u4e0e\u6570\u636e\u4e3b\u6743\uff1a<\/strong>\u82e5\u5904\u7406\u6d89\u53ca\u4e2d\u56fd\u5927\u9646\u6216\u9999\u6e2f\u672c\u5730\u7684\u654f\u611f\u6570\u636e\uff0c\u9009\u62e9\u9999\u6e2f\u670d\u52a1\u5668\u6709\u52a9\u4e8e\u66f4\u597d\u6ee1\u8db3\u672c\u5730\u5408\u89c4\u8981\u6c42\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u5efa\u8bae\uff1a\u4e3a\u5f3a\u5316\u5b66\u4e60\u90e8\u7f72\u6311\u9009\u5408\u9002\u7684\u9999\u6e2fVPS\u914d\u7f6e<\/h2>\n<p>\u5728\u8d2d\u4e70\u6216\u79df\u7528VPS\u65f6\uff0c\u9488\u5bf9\u5f3a\u5316\u5b66\u4e60\u573a\u666f\u5e94\u91cd\u70b9\u8003\u8651\u4ee5\u4e0b\u786c\u4ef6\u4e0e\u7f51\u7edc\u6307\u6807\uff1a<\/p>\n<ul>\n<li><strong>CPU\u6838\u6570\u4e0e\u4e3b\u9891\uff1a<\/strong>\u91c7\u6837\u548c\u73af\u5883\u6a21\u62df\u901a\u5e38CPU\u5bc6\u96c6\uff0c\u5efa\u8bae\u9009\u62e9\u591a\u6838\u9ad8\u4e3b\u9891\u914d\u7f6e\uff088\u6838+\uff09\uff0c\u4ee5\u652f\u6301\u5e76\u53d1\u73af\u5883\u8fdb\u7a0b\u3002<\/li>\n<li><strong>\u5185\u5b58\uff1a<\/strong>\u56de\u653e\u7f13\u5b58\u3001\u961f\u5217\u4e0e\u5e76\u53d1worker\u9700\u8981\u5145\u8db3\u5185\u5b58\uff0c16GB\u8d77\u6b65\uff0c\u590d\u6742\u4efb\u52a1\u63a8\u835032\u2013128GB\u3002<\/li>\n<li><strong>\u78c1\u76d8\u7c7b\u578b\u4e0eIO\uff1a<\/strong>\u4f7f\u7528NVMe\u6216SSD\u63d0\u9ad8\u672c\u5730\u8bfb\u5199\u6027\u80fd\uff0c\u8bad\u7ec3Checkpoint\u4e0e\u56de\u653e\u5feb\u7167\u9891\u7e41\u8bfb\u5199\u65f6\u4f18\u52bf\u660e\u663e\u3002<\/li>\n<li><strong>\u7f51\u7edc\u5e26\u5bbd\u4e0e\u5cf0\u503c\u6d41\u91cf\uff1a<\/strong>\u9009\u62e9\u9ad8\u5e26\u5bbd\uff08&gt;=1Gbps\uff09\u4e0e\u4f4e\u6296\u52a8\u7684\u7ebf\u8def\uff0c\u82e5\u9700\u9891\u7e41\u8de8\u533a\u540c\u6b65\uff0c\u8003\u8651\u5e26\u5bbd\u5305\u6216\u4e13\u7ebf\u65b9\u6848\u3002<\/li>\n<li><strong>\u516c\u7f51IP\u4e0eBGP\u591a\u7ebf\uff1a<\/strong>\u7a33\u5b9a\u7684\u516c\u7f51IP\u4e0e\u591a\u7ebfBGP\u53ef\u4ee5\u964d\u4f4e\u8de8\u7f51\u7edc\u4e92\u8054\u95ee\u9898\uff0c\u9002\u5408\u9700\u8981\u516c\u7f51\u63a5\u5165\u7684\u63a8\u7406\u670d\u52a1\u3002<\/li>\n<li><strong>\u5feb\u7167\u3001\u5907\u4efd\u4e0eAPI\uff1a<\/strong>\u652f\u6301\u5728\u7ebf\u5feb\u7167\u4e0eAPI\u81ea\u52a8\u5316\u7ba1\u7406\u7684VPS\u80fd\u52a0\u901fCI\/CD\u4e0e\u6a21\u578b\u56de\u6eda\u3002<\/li>\n<li><strong>\u5b89\u5168\u6027\uff1a<\/strong>DDoS\u9632\u62a4\u3001\u79c1\u6709\u7f51\u7edc\u548c\u9632\u706b\u5899\u89c4\u5219\u5bf9\u7ebf\u4e0aRL\u63a8\u7406\u670d\u52a1\u5c24\u4e3a\u91cd\u8981\u3002<\/li>\n<\/ul>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u5728\u5f3a\u5316\u5b66\u4e60\u7cfb\u7edf\u8bbe\u8ba1\u4e2d\uff0c\u9999\u6e2fVPS\u51ed\u501f\u5176\u5730\u7406\u4e0e\u7f51\u7edc\u4f18\u52bf\uff0c\u80fd\u591f\u663e\u8457\u964d\u4f4e\u91c7\u6837\u5ef6\u8fdf\u3001\u63d0\u5347\u7f51\u7edc\u7a33\u5b9a\u6027\uff0c\u5e76\u5728\u4e9a\u592a\u533a\u57df\u573a\u666f\u4e0b\u63d0\u4f9b\u66f4\u9ad8\u7684\u8bad\u7ec3\u4e0e\u63a8\u7406\u6548\u7387\u3002\u5bf9\u4e8e\u9700\u8981\u8de8\u533a\u57df\u534f\u540c\u7684\u590d\u6742\u8bad\u7ec3\u4efb\u52a1\uff0c\u53ef\u5c06\u9999\u6e2fVPS\u4f5c\u4e3a\u91c7\u6837\u4e0e\u63a8\u7406\u524d\u7aef\uff0c\u4e0e\u4f4d\u4e8e\u5176\u4ed6\u533a\u57df\uff08\u5982\u7f8e\u56fd\u670d\u52a1\u5668\u6216\u7f8e\u56fdVPS\uff09\u7684\u7b97\u529b\u8282\u70b9\u8054\u5408\u5f62\u6210\u6df7\u5408\u90e8\u7f72\uff0c\u4ee5\u517c\u987e\u5ef6\u8fdf\u4e0e\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<p>\u65e0\u8bba\u662f\u9762\u5411\u8fb9\u7f18\u8bbe\u5907\u7684\u4f4e\u5ef6\u8fdf\u63a8\u7406\uff0c\u8fd8\u662f\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u6df7\u5408\u4e91\u67b6\u6784\uff0c\u5408\u7406\u9009\u62e9\u9999\u6e2fVPS\u7684\u914d\u7f6e\uff08CPU\u3001\u5185\u5b58\u3001\u78c1\u76d8\u3001\u7f51\u7edc\uff09\u4e0e\u90e8\u7f72\u65b9\u5f0f\uff08\u5bb9\u5668\u5316\u3001\u68af\u5ea6\u5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href=\"https:\/\/www.server.hk\/cloud.php\" target=\"_blank\" rel=\"noopener noreferrer\">\u9999\u6e2fVPS\u4ea7\u54c1\u9875<\/a>\u3002\u66f4\u591a\u5173\u4e8eServer.HK\u7684\u670d\u52a1\u4e0e\u6280\u672f\u652f\u6301\uff0c\u8bf7\u53c2\u9605\uff1a<a href=\"https:\/\/www.server.hk\/\" target=\"_blank\" rel=\"noopener noreferrer\">Server.HK \u5b98\u65b9\u7f51\u7ad9<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5c06\u5f3a\u5316\u5b66\u4e60\u4ece\u5c0f\u89c4\u6a21\u5b9e\u9a8c\u6269\u5c55\u5230\u5927\u89c4\u6a21\u8bad\u7ec3\u4e0e\u5b9e\u65f6\u63a8\u7406\uff0c\u7f51\u7edc\u5ef6\u8fdf\u4e0e\u90e8\u7f72\u6548\u7387\u81f3\u5173\u91cd\u8981\uff1b\u9999\u6e2fVPS 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