{"id":209222,"date":"2025-09-30T07:14:48","date_gmt":"2025-09-29T23:14:48","guid":{"rendered":"https:\/\/www.server.hk\/blog\/209222\/"},"modified":"2025-09-30T07:14:49","modified_gmt":"2025-09-29T23:14:49","slug":"vps-218","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/209222\/","title":{"rendered":"\u9999\u6e2fVPS\u5b9e\u6218\uff1a\u4e00\u952e\u90e8\u7f72\u9ad8\u6548NLP\u5206\u6790AI\u5e73\u53f0\u5b9e\u4f8b"},"content":{"rendered":"<p>\u5728\u56fd\u5185\u5916\u4e1a\u52a1\u6269\u5f20\u548c\u6570\u636e\u5408\u89c4\u5e76\u5b58\u7684\u80cc\u666f\u4e0b\uff0c\u8bb8\u591a\u56e2\u961f\u9009\u62e9\u5c06\u6838\u5fc3\u670d\u52a1\u90e8\u7f72\u5728\u5ef6\u8fdf\u66f4\u4f4e\u3001\u5e26\u5bbd\u66f4\u7a33\u5b9a\u7684\u5730\u533a\u8282\u70b9\u4e0a\u3002\u9999\u6e2f\u4f5c\u4e3a\u4e9a\u592a\u91cd\u8981\u7684\u7f51\u7edc\u67a2\u7ebd\uff0c\u5e38\u88ab\u7528\u4e8e\u4f4e\u5ef6\u8fdf\u8de8\u5883\u670d\u52a1\u548cAI\u63a8\u7406\u90e8\u7f72\u3002\u672c\u6587\u4ee5\u5b9e\u6218\u89d2\u5ea6\uff0c\u4ecb\u7ecd\u5728\u9999\u6e2fVPS\u4e0a\u5982\u4f55\u901a\u8fc7\u201c\u4e00\u952e\u90e8\u7f72\u201d\u65b9\u5f0f\u642d\u5efa\u9ad8\u6548\u7684NLP\u5206\u6790AI\u5e73\u53f0\uff0c\u6db5\u76d6\u67b6\u6784\u539f\u7406\u3001\u5173\u952e\u6280\u672f\u7ec6\u8282\u3001\u5178\u578b\u5e94\u7528\u573a\u666f\u3001\u4e0e\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u7684\u4f18\u52bf\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u9009\u8d2d\u4e0e\u8fd0\u7ef4\u5efa\u8bae\uff0c\u9762\u5411\u7ad9\u957f\u3001\u4f01\u4e1a\u7528\u6237\u4e0e\u5f00\u53d1\u8005\u7fa4\u4f53\u3002<\/p>\n<h2>\u67b6\u6784\u4e0e\u539f\u7406\u6982\u8ff0<\/h2>\n<p>\u4e00\u4e2a\u9ad8\u6548\u7684NLP\u5206\u6790\u5e73\u53f0\u901a\u5e38\u5305\u542b\u6a21\u578b\u63a8\u7406\u5c42\u3001API \u7f51\u5173\u3001\u5f02\u6b65\u4efb\u52a1\u961f\u5217\u3001\u6570\u636e\u5b58\u50a8\u4e0e\u68c0\u7d22\u6a21\u5757\u4ee5\u53ca\u76d1\u63a7\u544a\u8b66\u4f53\u7cfb\u3002\u57fa\u4e8e\u9999\u6e2f\u670d\u52a1\u5668\u4e0a\u7684VPS\u5b9e\u4f8b\uff0c\u6211\u4eec\u5efa\u8bae\u91c7\u7528\u5bb9\u5668\u5316\u90e8\u7f72 + \u53cd\u5411\u4ee3\u7406 + \u8fdb\u7a0b\u7ba1\u7406\u7684\u7ec4\u5408\uff1a<\/p>\n<ul>\n<li>\u5bb9\u5668\u5316\u5e73\u53f0\uff1a\u4f7f\u7528 Docker + Docker Compose \u6216\u8005 Kubernetes\uff08\u5c0f\u89c4\u6a21\u5efa\u8bae\u4f7f\u7528 Docker Compose \u5b9e\u73b0\u4e00\u952e\u90e8\u7f72\uff09\u3002<\/li>\n<li>\u6a21\u578b\u670d\u52a1\uff1a\u91c7\u7528 FastAPI\/uvicorn \u6216 TensorFlow Serving \/ TorchServe \u63d0\u4f9b REST\/ gRPC \u63a5\u53e3\u3002<\/li>\n<li>\u5411\u91cf\u68c0\u7d22\uff1a\u4f7f\u7528 Milvus\u3001FAISS \u6216 Weaviate \u63d0\u4f9b\u8bed\u4e49\u68c0\u7d22\u80fd\u529b\u3002<\/li>\n<li>\u4efb\u52a1\u961f\u5217\u4e0e\u5f02\u6b65\u5904\u7406\uff1aRedis + Celery \u6216\u8005 RQ\u3002<\/li>\n<li>\u53cd\u5411\u4ee3\u7406\u4e0e TLS\uff1aNginx \u6216 Caddy \u8d1f\u8d23 https \u7ec8\u7aef\u3001\u8d1f\u8f7d\u5747\u8861\u4e0e\u9759\u6001\u8d44\u6e90\u5206\u53d1\u3002<\/li>\n<li>\u76d1\u63a7\u4e0e\u65e5\u5fd7\uff1aPrometheus + Grafana \u76d1\u63a7\uff0cELK \u6216 Loki \u96c6\u4e2d\u65e5\u5fd7\u7ba1\u7406\u3002<\/li>\n<\/ul>\n<p><strong>\u4e00\u952e\u90e8\u7f72<\/strong>\u7684\u6838\u5fc3\u5728\u4e8e\uff1a\u628a\u4ee5\u4e0a\u7ec4\u4ef6\u901a\u8fc7\u4e00\u4e2a shell \u811a\u672c \/ cloud-init \u6216 Docker Compose \u6587\u4ef6\u4e32\u8054\u8d77\u6765\uff0c\u505a\u5230\u6309\u9700\u62c9\u53d6\u955c\u50cf\u3001\u914d\u7f6e\u73af\u5883\u53d8\u91cf\u3001\u521d\u59cb\u5316\u7d22\u5f15\u4e0e\u8bc1\u4e66\uff0c\u5e76\u63d0\u4f9b\u56de\u6eda\u4e0e\u5feb\u7167\u673a\u5236\u3002<\/p>\n<h3>\u5173\u952e\u6280\u672f\u7ec6\u8282<\/h3>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5728\u9999\u6e2fVPS\u4e0a\u5b9e\u73b0\u9ad8\u6548NLP\u63a8\u7406\u65f6\u9700\u8981\u5173\u6ce8\u7684\u6280\u672f\u8981\u70b9\uff1a<\/p>\n<ul>\n<li><strong>\u6a21\u578b\u4f18\u5316\u4e0e\u63a8\u7406\u52a0\u901f<\/strong>\uff1a\u82e5\u4f7f\u7528\u5927\u578b Transformer \u6a21\u578b\uff0c\u53ef\u901a\u8fc7 ONNX \u8f6c\u6362\u3001\u91cf\u5316\uff08int8\uff09\u3001\u77e5\u8bc6\u84b8\u998f\u6216\u4f7f\u7528\u5206\u5e03\u5f0f\u63a8\u7406\u6846\u67b6\u6765\u964d\u4f4e\u5ef6\u8fdf\u4e0e\u5185\u5b58\u5360\u7528\u3002\u5bf9\u4e8e\u6ca1\u6709 GPU \u7684\u9999\u6e2fVPS\uff0c\u5efa\u8bae\u9009\u62e9\u7ecf\u8fc7\u91cf\u5316\u548c\u4f18\u5316\u7684 CPU-friendly \u6a21\u578b\uff08\u6bd4\u5982\u4f7f\u7528 ONNX + OpenVINO \u6216\u8005\u4f7f\u7528 bitsandbytes \u7684\u91cf\u5316\u65b9\u6cd5\uff09\uff0c\u5e76\u542f\u7528\u591a\u7ebf\u7a0b BLAS\uff08MKL\/OpenBLAS\uff09\u52a0\u901f\u3002<\/li>\n<li><strong>\u5185\u5b58\u4e0e\u4ea4\u6362\u4f18\u5316<\/strong>\uff1a\u5728 VPS \u4e0a\u90e8\u7f72\u5927\u6a21\u578b\u5bb9\u6613\u89e6\u53ca\u5185\u5b58\u4e0a\u9650\u3002\u5efa\u8bae\u914d\u7f6e\u8db3\u591f\u7684\u5185\u5b58\u4e0e swap\uff08\u4f46\u5c3d\u91cf\u907f\u514d\u957f\u671f\u4f9d\u8d56 swap\uff09\uff0c\u5e76\u901a\u8fc7 ulimits \u548c systemd \u9650\u5236\u5355\u8fdb\u7a0b\u8d44\u6e90\u3002\u540c\u65f6\uff0c\u901a\u8fc7 memory-mapped files\uff08mmap\uff09\u548c\u78c1\u76d8\u7f13\u5b58\u7b56\u7565\u51cf\u5c0f\u5185\u5b58\u538b\u529b\u3002<\/li>\n<li><strong>\u7f51\u7edc\u4e0e\u5e76\u53d1\u8c03\u4f18<\/strong>\uff1a\u8c03\u6574 sysctl\uff08\u5982 net.core.somaxconn\u3001net.ipv4.tcp_tw_reuse\u3001tcp_fin_timeout\uff09\uff0c\u914d\u7f6e nginx \u7684 worker_processes \u4e0e worker_connections\uff0c\u4ee5\u652f\u6301\u9ad8\u5e76\u53d1\u8bf7\u6c42\u3002<\/li>\n<li><strong>\u6301\u4e45\u5316\u4e0e\u68c0\u7d22\u4f18\u5316<\/strong>\uff1a\u5411\u91cf\u7d22\u5f15\uff08FAISS\/Milvus\uff09\u5efa\u7acb\u65f6\u4f7f\u7528\u9002\u5f53\u7d22\u5f15\u7c7b\u578b\uff08IVF\u3001HNSW \u7b49\uff09\u4ee5\u5728\u67e5\u8be2\u7cbe\u5ea6\u4e0e\u901f\u5ea6\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u5b9a\u671f\u91cd\u5efa\u6216\u5206\u5c42\u5b58\u50a8\u51b7\u6570\u636e\uff0c\u907f\u514d\u7d22\u5f15\u8fc7\u5927\u5f71\u54cd\u68c0\u7d22\u901f\u5ea6\u3002<\/li>\n<li><strong>\u5b89\u5168\u4e0e\u7a33\u5b9a<\/strong>\uff1a\u914d\u7f6e UFW\/iptables\u3001fail2ban\uff0c\u4f7f\u7528 TLS\uff08Let\u2019s Encrypt\uff09\u548c HTTP \u4e25\u683c\u4f20\u8f93\u5b89\u5168\uff08HSTS\uff09\uff0c\u5bf9\u5916\u63a5\u53e3\u4f7f\u7528 JWT\/OAuth2 \u505a\u8bbf\u95ee\u63a7\u5236\u3002<\/li>\n<\/ul>\n<h2>\u4e00\u952e\u90e8\u7f72\u793a\u4f8b\u6d41\u7a0b\uff08\u57fa\u4e8e Docker Compose\uff09<\/h2>\n<p>\u4e0b\u9762\u7ed9\u51fa\u7b80\u5316\u7684\u4e00\u952e\u90e8\u7f72\u6d41\u7a0b\uff0c\u53ef\u4f5c\u4e3a\u751f\u4ea7\u5316\u811a\u672c\u7684\u9aa8\u67b6\uff1a<\/p>\n<ul>\n<li>\u7cfb\u7edf\u51c6\u5907\uff1aUbuntu 22.04\uff0c\u66f4\u65b0\u5305\u5e76\u5b89\u88c5 Docker &amp; Docker Compose\u3002<\/li>\n<li>\u62c9\u53d6\u4ee3\u7801\uff1a\u4ece\u79c1\u6709\u4ed3\u5e93\u6216GitHub\u62c9\u53d6\u90e8\u7f72\u4ed3\u5e93\uff08\u5305\u542b docker-compose.yml\u3001env.example\u3001init \u811a\u672c\uff09\u3002<\/li>\n<li>\u914d\u7f6e\u73af\u5883\u53d8\u91cf\uff1a\u586b\u5199\u6a21\u578b\u8def\u5f84\u3001API \u5bc6\u94a5\u3001\u6570\u636e\u5e93\/Redis \u5730\u5740\u548c TLS \u76f8\u5173\u914d\u7f6e\u3002<\/li>\n<li>\u521d\u59cb\u5316\uff1a\u8fd0\u884c init \u811a\u672c\u5b8c\u6210\u6570\u636e\u5e93\u8fc1\u79fb\u3001\u5411\u91cf\u7d22\u5f15\u521d\u59cb\u5316\u3001\u8bc1\u4e66\u7533\u8bf7\uff08certbot\uff09\u3002<\/li>\n<li>\u542f\u52a8\u670d\u52a1\uff1adocker-compose up -d \u5e76\u9a8c\u8bc1\u5065\u5eb7\u68c0\u67e5\u63a5\u53e3\u3002<\/li>\n<\/ul>\n<p>\u793a\u4f8b\u547d\u4ee4\uff08\u6982\u8981\uff09\uff1a<\/p>\n<p><code>sudo apt update &amp;&amp; sudo apt install -y docker.io docker-compose<\/code><\/p>\n<p><code>git clone https:\/\/example.com\/your-nlp-platform.git &amp;&amp; cd your-nlp-platform<\/code><\/p>\n<p><code>cp .env.example .env &amp;&amp; vim .env  # \u586b\u5199\u5fc5\u8981\u914d\u7f6e<\/code><\/p>\n<p><code>.\/init.sh  # \u521d\u59cb\u5316\u6570\u636e\u5e93\u3001\u7d22\u5f15\u3001TLS<\/code><\/p>\n<p><code>docker-compose up -d<\/code><\/p>\n<h2>\u5e94\u7528\u573a\u666f\u4e0e\u6027\u80fd\u8003\u91cf<\/h2>\n<p>NLP\u5206\u6790\u5e73\u53f0\u5728\u7ad9\u957f\u4e0e\u4f01\u4e1a\u573a\u666f\u4e2d\u6709\u591a\u79cd\u5b9e\u9645\u5e94\u7528\uff1a<\/p>\n<ul>\n<li>\u7f51\u7ad9\u5185\u5bb9\u667a\u80fd\u5206\u53d1\u4e0e\u6458\u8981\uff1a\u5229\u7528\u6a21\u578b\u81ea\u52a8\u751f\u6210\u6587\u7ae0\u6458\u8981\u3001\u6807\u7b7e\u548c\u5206\u7c7b\u3002<\/li>\n<li>\u5ba2\u670d\u4e0e\u77e5\u8bc6\u5e93\u95ee\u7b54\uff1a\u7ed3\u5408\u5411\u91cf\u68c0\u7d22\u5b9e\u73b0\u8bed\u4e49\u95ee\u7b54\uff0c\u63d0\u9ad8\u95ee\u7b54\u51c6\u786e\u7387\u4e0e\u54cd\u5e94\u901f\u5ea6\u3002<\/li>\n<li>\u6279\u91cf\u6587\u672c\u5206\u6790\uff1a\u60c5\u611f\u5206\u6790\u3001\u4e3b\u9898\u805a\u7c7b\u548c\u5173\u952e\u8bcd\u63d0\u53d6\uff0c\u652f\u6301\u79bb\u7ebf\u6279\u5904\u7406\u4e0e\u5b9e\u65f6 API\u3002<\/li>\n<li>\u4f01\u4e1a\u5185\u90e8\u641c\u7d22\u4e0e\u5408\u89c4\u5ba1\u8ba1\uff1a\u5c06\u5185\u90e8\u6587\u6863\u6784\u5efa\u5411\u91cf\u7d22\u5f15\uff0c\u7ed3\u5408\u6743\u9650\u63a7\u5236\u5b9e\u73b0\u7ec6\u7c92\u5ea6\u641c\u7d22\u3002<\/li>\n<\/ul>\n<p>\u5728\u9999\u6e2fVPS\u4e0a\u90e8\u7f72\u65f6\uff0c\u82e5\u76ee\u6807\u7528\u6237\u4e3b\u8981\u5728\u4e2d\u56fd\u5927\u9646\u6216\u4e1c\u4e9a\u5730\u533a\uff0c\u5ef6\u8fdf\u4e0e\u5e26\u5bbd\u4f18\u52bf\u660e\u663e\uff1b\u5982\u679c\u4e3b\u8981\u5ba2\u6237\u5728\u5317\u7f8e\uff0c\u4f7f\u7528\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668 \u53ef\u80fd\u5e26\u6765\u66f4\u4f4e\u7684\u8de8\u6d0b latency\u3002\u5728\u5b9e\u9645\u9009\u62e9\u65f6\u9700\u7efc\u5408\u8003\u8651\u8bbf\u95ee\u6765\u6e90\u5206\u5e03\u4e0e\u6570\u636e\u5408\u89c4\u8981\u6c42\u3002<\/p>\n<h2>\u4f18\u52bf\u5bf9\u6bd4\uff1a\u9999\u6e2fVPS vs 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vCPU\uff09\u4e0a\u53ef\u80fd\u5177\u5907\u4ef7\u683c\u4f18\u52bf\uff0c\u4f46\u9999\u6e2fVPS\u5728\u5e26\u5bbd\u5cf0\u503c\u4e0e\u7f51\u7edc\u8d28\u91cf\u4e0a\u901a\u5e38\u66f4\u5212\u7b97\uff0c\u7279\u522b\u662f\u9700\u8981\u7a33\u5b9a\u51fa\u5165\u53e3\u7684\u4e1a\u52a1\u3002<\/li>\n<li><strong>\u6280\u672f\u751f\u6001<\/strong>\uff1a\u4e24\u5730\u5747\u652f\u6301\u4e3b\u6d41\u4e91\u539f\u751f\u6280\u672f\uff0c\u4f46\u5177\u4f53\u53ef\u9009\u955c\u50cf\u3001CDN\u4e0e\u7b2c\u4e09\u65b9\u670d\u52a1\u751f\u6001\u4f1a\u6709\u6240\u4e0d\u540c\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u4e0e\u8fd0\u7ef4\u5efa\u8bae<\/h2>\n<p>\u5728\u9009\u62e9\u9999\u6e2fVPS\u7528\u4e8eNLP\u5e73\u53f0\u90e8\u7f72\u65f6\uff0c\u5efa\u8bae\u5173\u6ce8\u4ee5\u4e0b\u51e0\u9879\uff1a<\/p>\n<ul>\n<li>\u5b9e\u4f8b\u89c4\u683c\uff1a\u4f18\u5148\u9009\u62e9\u66f4\u9ad8\u7684\u5185\u5b58\u4e0e NVMe \u5b58\u50a8\uff08NLP 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