{"id":209162,"date":"2025-09-30T05:51:57","date_gmt":"2025-09-29T21:51:57","guid":{"rendered":"https:\/\/www.server.hk\/blog\/209162\/"},"modified":"2025-09-30T05:51:58","modified_gmt":"2025-09-29T21:51:58","slug":"vps-212","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/209162\/","title":{"rendered":"\u9999\u6e2fVPS\u5b9e\u6218\uff1a\u7528 Hugging Face \u5feb\u901f\u642d\u5efa\u9ad8\u6027\u80fd NLP \u6a21\u578b\u5e73\u53f0"},"content":{"rendered":"<p>\u5728\u5f53\u4e0b\u4ee5\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4e3a\u6838\u5fc3\u7684\u5e94\u7528\u573a\u666f\u8d8a\u6765\u8d8a\u666e\u53ca\uff0c\u5982\u4f55\u5feb\u901f\u5728\u4e91\u7aef\u642d\u5efa\u9ad8\u6027\u80fd\u7684\u6a21\u578b\u63a8\u7406\u5e73\u53f0\uff0c\u6210\u4e3a\u7ad9\u957f\u3001\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u5173\u6ce8\u7684\u91cd\u70b9\u3002\u672c\u6587\u4ee5\u5b9e\u8df5\u89d2\u5ea6\u51fa\u53d1\uff0c\u7ed3\u5408 Hugging Face \u7684\u751f\u6001\u4e0e\u9999\u6e2f VPS \u7684\u7f51\u7edc\u4f18\u52bf\uff0c\u8be6\u7ec6\u9610\u8ff0\u4ece\u539f\u7406\u5230\u843d\u5730\u7684\u5173\u952e\u6280\u672f\u70b9\u4e0e\u9009\u8d2d\u5efa\u8bae\uff0c\u5e2e\u52a9\u4f60\u5728\u4e9a\u592a\u533a\u57df\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u3001\u53ef\u6269\u5c55\u7684 NLP \u670d\u52a1\u90e8\u7f72\u3002<\/p>\n<h2>NLP \u6a21\u578b\u5728\u7ebf\u63a8\u7406\u7684\u57fa\u672c\u539f\u7406<\/h2>\n<p>\u5728\u7ebf\u63a8\u7406\u672c\u8d28\u4e0a\u662f\u628a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u8f7d\u5165\u670d\u52a1\u5668\u5185\u5b58\u6216 GPU \u663e\u5b58\uff0c\u54cd\u5e94\u5916\u90e8\u7684\u6587\u672c\u8f93\u5165\u5e76\u8fd4\u56de\u9884\u6d4b\u7ed3\u679c\u3002\u4e3b\u6d41\u6846\u67b6\u5305\u62ec Transformers\uff08Hugging Face\uff09\u3001TensorFlow\u3001TorchServe \u7b49\u3002Hugging Face \u63d0\u4f9b\u4e86\u6a21\u578b\u4ed3\u5e93\uff08Model Hub\uff09\u3001\u63a8\u7406\u5e93\uff08transformers, accelerate, text-generation-inference\uff09\u4ee5\u53ca\u6258\u7ba1\u670d\u52a1\uff0c\u4fbf\u4e8e\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<p>\u5e38\u89c1\u7684\u63a8\u7406\u74f6\u9888\u6709\u4e09\u7c7b\uff1a\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u3001\u5355\u6b21\u63a8\u7406\u5ef6\u8fdf\u548c\u5e76\u53d1\u541e\u5410\u91cf\u3002\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u4e00\u822c\u6d89\u53ca\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528\u5408\u9002\u7684\u786c\u4ef6\uff08CPU \u591a\u6838\u4e0e\/\u6216 GPU\uff09\uff0c\u5408\u7406\u914d\u7f6e\u5185\u5b58\u4e0e\u663e\u5b58\uff1b<\/li>\n<li>\u91c7\u7528\u6a21\u578b\u4f18\u5316\u6280\u672f\uff1a\u91cf\u5316\uff08INT8\u3001INT4\uff09\u3001\u84b8\u998f\uff08distillation\uff09\u3001ONNX\/TorchScript \u5bfc\u51fa\u3001TensorRT \u6216 OpenVINO \u52a0\u901f\uff1b<\/li>\n<li>\u6784\u5efa\u63a8\u7406\u670d\u52a1\u5c42\uff1a\u5f02\u6b65\u961f\u5217\u3001\u6279\u5904\u7406\uff08batching\uff09\u3001\u9650\u6d41\u4e0e\u91cd\u8bd5\u7b56\u7565\u3002<\/li>\n<\/ul>\n<h2>\u4e3a\u4ec0\u4e48\u9009\u62e9\u9999\u6e2f VPS \u6765\u90e8\u7f72 Hugging Face \u5e73\u53f0<\/h2>\n<p><strong>\u5730\u7406\u4e0e\u7f51\u7edc\u4f18\u52bf<\/strong>\uff1a\u9488\u5bf9\u4e9a\u592a\u548c\u4e2d\u56fd\u5185\u5730\u7528\u6237\uff0c\u9999\u6e2f VPS \u53ef\u4ee5\u63d0\u4f9b\u66f4\u4f4e\u7684\u7f51\u7edc\u5ef6\u8fdf\u548c\u66f4\u7a33\u5b9a\u7684\u5e26\u5bbd\u8868\u73b0\uff0c\u76f8\u8f83\u4e8e\u8fdc\u7aef\u7684\u7f8e\u56fdVPS \u6216\u7f8e\u56fd\u670d\u52a1\u5668\uff0c\u8bbf\u95ee\u5ef6\u65f6\u901a\u5e38\u663e\u8457\u66f4\u4f18\u3002\u5bf9\u4e8e\u5bf9\u65f6\u5ef6\u654f\u611f\u7684\u5bf9\u8bdd\u673a\u5668\u4eba\u3001\u5b9e\u65f6\u63a8\u8350\u3001\u5ba2\u670d\u52a9\u7406\u7b49 NLP \u670d\u52a1\u5c24\u5176\u91cd\u8981\u3002<\/p>\n<p><strong>\u7075\u6d3b\u6027\u548c\u6210\u672c\u63a7\u5236<\/strong>\uff1a\u9999\u6e2f VPS \u901a\u5e38\u652f\u6301\u6309\u9700\u6269\u5bb9\u548c\u5feb\u7167\u5907\u4efd\uff0c\u4fbf\u4e8e\u5728\u4e1a\u52a1\u9ad8\u5cf0\u8fdb\u884c\u6c34\u5e73\u6216\u5782\u76f4\u6269\u5c55\uff0c\u540c\u65f6\u63a7\u5236\u6210\u672c\u3002<\/p>\n<h3>\u9002\u7528\u573a\u666f\u5bf9\u6bd4<\/h3>\n<ul>\n<li>\u9762\u5411\u4e9a\u592a\u7528\u6237\u7684\u5b9e\u65f6\u5ba2\u670d\u3001\u8bed\u97f3\u8f6c\u5199\u3001\u804a\u5929\u673a\u5668\u4eba\uff1a\u4f18\u5148\u8003\u8651\u9999\u6e2f\u670d\u52a1\u5668\u4ee5\u964d\u4f4e\u5ef6\u8fdf\u3002<\/li>\n<li>\u9762\u5411\u7f8e\u6d32\u7528\u6237\u6216\u9700\u8981\u7279\u5b9a\u5408\u89c4\u6027\u7684\u9879\u76ee\uff1a\u7f8e\u56fdVPS \u6216\u7f8e\u56fd\u670d\u52a1\u5668\u53ef\u80fd\u66f4\u5408\u9002\u3002<\/li>\n<li>\u8bad\u7ec3\/\u5927\u89c4\u6a21 fine-tune\uff1a\u901a\u5e38\u9700\u8981 GPU \u5b9e\u4f8b\uff08\u4e91\u7aef\u6216\u672c\u5730\u96c6\u7fa4\uff09\uff0c\u9999\u6e2f VPS \u66f4\u9002\u5408\u63a8\u7406\u3001\u8f7b\u91cf\u5fae\u8c03\u4e0e\u8fb9\u7f18\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<h2>\u642d\u5efa\u6d41\u7a0b\u4e0e\u6280\u672f\u7ec6\u8282\uff08\u5b9e\u6218\u6307\u5357\uff09<\/h2>\n<p>\u4e0b\u9762\u4ee5\u4e00\u4e2a\u5e38\u89c1\u7684 Hugging Face \u6a21\u578b\u63a8\u7406\u670d\u52a1\u4e3a\u4f8b\uff0c\u7ed9\u51fa\u7aef\u5230\u7aef\u7684\u5b9e\u73b0\u5efa\u8bae\uff08\u9002\u7528\u4e8e\u9999\u6e2f VPS \u65e0 GPU \u6216\u8f7b\u91cf GPU \u7684\u573a\u666f\uff09\u3002<\/p>\n<h3>1. \u73af\u5883\u51c6\u5907<\/h3>\n<ul>\n<li>\u64cd\u4f5c\u7cfb\u7edf\uff1a\u63a8\u8350 Ubuntu 22.04 LTS\uff1b<\/li>\n<li>\u57fa\u7840\u8f6f\u4ef6\uff1aPython 3.10+\u3001pip\u3001docker\uff08\u5982\u679c\u4f7f\u7528\u5bb9\u5668\u5316\u90e8\u7f72\uff09\uff1b<\/li>\n<li>\u786c\u4ef6\u89c4\u683c\u5efa\u8bae\uff1a\u81f3\u5c11 4-8 vCPU\u300116-32GB \u5185\u5b58\u3001NVMe \u5b58\u50a8\u548c 1Gbps \u7f51\u7edc\uff1b\u82e5\u9700\u66f4\u9ad8\u6027\u80fd\u8003\u8651\u5e26 GPU \u7684\u5b9e\u4f8b\u3002<\/li>\n<\/ul>\n<h3>2. \u6a21\u578b\u9009\u62e9\u4e0e\u4f18\u5316<\/h3>\n<p>\u5728 Hugging Face Hub \u4e0a\u9009\u62e9\u5408\u9002\u6a21\u578b\uff08\u5982 BERT \u7cfb\u5217\u7528\u4e8e\u5206\u7c7b\uff0cT5 \u6216 LLaMA-\u98ce\u683c\u7528\u4e8e\u751f\u6210\uff09\u3002\u5bf9\u8d44\u6e90\u53d7\u9650\u7684\u9999\u6e2f VPS\uff0c\u5f3a\u70c8\u5efa\u8bae\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528\u5c0f\u578b\u53d8\u4f53\u6216\u84b8\u998f\u6a21\u578b\uff08\u5982 DistilBERT\u3001TinyBERT\uff09\uff1b<\/li>\n<li>\u91c7\u7528\u91cf\u5316\u5de5\u5177\uff1atransformers + bitsandbytes\uff08\u652f\u6301 8-bit\u30014-bit \u91cf\u5316\uff09\u6216\u4f7f\u7528 ONNX \u5bfc\u51fa\u540e\u8fdb\u884c\u91cf\u5316\uff1b<\/li>\n<li>\u5c06\u6a21\u578b\u5bfc\u51fa\u4e3a TorchScript \u6216 ONNX\uff0c\u4ee5\u4fbf\u5728\u6ca1\u6709 GPU \u7684 VPS \u4e0a\u83b7\u5f97\u66f4\u597d\u7684 CPU \u63a8\u7406\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h3>3. \u670d\u52a1\u6846\u67b6\u4e0e\u90e8\u7f72\u65b9\u5f0f<\/h3>\n<p>\u5e38\u89c1\u7684\u90e8\u7f72\u7ec4\u5408\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>FastAPI + Uvicorn\/Gunicorn\uff1a\u9002\u5408\u81ea\u5b9a\u4e49\u63a8\u7406\u903b\u8f91\uff0c\u6613\u4e0e\u4e1a\u52a1\u7cfb\u7edf\u96c6\u6210\uff1b<\/li>\n<li>Hugging Face Inference API\uff08\u81ea\u6258\u7ba1\uff09\uff1atext-generation-inference \u9879\u76ee\u652f\u6301\u9ad8\u6027\u80fd\u751f\u6210\u670d\u52a1\uff1b<\/li>\n<li>Docker \u5316\u90e8\u7f72\uff1a\u7f16\u5199 Dockerfile\uff0c\u5c06\u6a21\u578b\u4e0e\u4f9d\u8d56\u6253\u5305\uff0c\u65b9\u4fbf\u5728\u9999\u6e2f VPS \u4e0a\u5b9e\u73b0\u4e00\u81f4\u8fd0\u884c\u73af\u5883\u3002<\/li>\n<\/ul>\n<p>\u793a\u4f8b\u90e8\u7f72\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u542f\u52a8\u65f6\u9884\u52a0\u8f7d\u6a21\u578b\uff0c\u907f\u514d\u51b7\u542f\u52a8\u5ef6\u8fdf\uff1b<\/li>\n<li>\u4f7f\u7528\u5f02\u6b65\u8bf7\u6c42\u5904\u7406\u5e76\u652f\u6301\u6279\u5904\u7406\uff1b<\/li>\n<li>\u7ed3\u5408 Nginx \u505a\u53cd\u5411\u4ee3\u7406\u3001TLS \u7ec8\u7aef\u548c\u8bf7\u6c42\u9650\u6d41\uff1b<\/li>\n<li>\u5f00\u542f\u65e5\u5fd7\u4e0e\u76d1\u63a7\uff08Prometheus + Grafana \u6216\u4e91\u63d0\u4f9b\u7684\u76d1\u63a7\u670d\u52a1\uff09\u3002<\/li>\n<\/ul>\n<h3>4. \u5e76\u53d1\u4e0e\u541e\u5410\u91cf\u4f18\u5316<\/h3>\n<p>\u5728\u6ca1\u6709\u4e13\u7528 GPU \u7684\u9999\u6e2f VPS \u4e0a\uff0c\u63d0\u5347\u541e\u5410\u91cf\u7684\u5e38\u7528\u624b\u6bb5\uff1a<\/p>\n<ul>\n<li>\u542f\u7528\u8bf7\u6c42\u6279\u5904\u7406\uff08\u540c\u4e00\u65f6\u95f4\u5408\u5e76\u591a\u6761\u8f93\u5165\uff09\uff1b<\/li>\n<li>\u4f7f\u7528\u591a\u8fdb\u7a0b\u6a21\u578b\u590d\u7528\uff08\u6ce8\u610f\u5185\u5b58\u5f00\u9500\uff09\uff1b<\/li>\n<li>\u91c7\u7528\u6a21\u578b\u62c6\u5206\u6216\u6d41\u6c34\u7ebf\u5e76\u884c\uff08\u590d\u6742\u573a\u666f\uff09\uff1b<\/li>\n<li>\u914d\u5408\u7f13\u5b58\u5c42\uff08Redis\uff09\u7f13\u5b58\u70ed\u8bf7\u6c42\u7ed3\u679c\uff0c\u964d\u4f4e\u91cd\u590d\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n<h2>\u5b89\u5168\u3001\u8fd0\u7ef4\u4e0e\u6210\u672c\u63a7\u5236\u5efa\u8bae<\/h2>\n<p>\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u4e0d\u4ec5\u8981\u5173\u6ce8\u6027\u80fd\uff0c\u8fd8\u9700\u91cd\u89c6\u5b89\u5168\u4e0e\u7a33\u5b9a\u6027\uff1a<\/p>\n<ul>\n<li>\u5f00\u542f\u7cfb\u7edf\u7ea7\u5b89\u5168\u7b56\u7565\uff1a\u9632\u706b\u5899\u3001SSH \u5bc6\u94a5\u3001\u5b9a\u671f\u8865\u4e01\uff1b<\/li>\n<li>\u505a\u597d\u6a21\u578b\u4e0e\u6570\u636e\u7684\u6743\u9650\u63a7\u5236\uff0c\u654f\u611f\u6570\u636e\u5e94\u52a0\u5bc6\u5b58\u50a8\u5e76\u505a\u597d\u5408\u89c4\u5ba1\u8ba1\uff1b<\/li>\n<li>\u914d\u7f6e\u81ea\u52a8\u5feb\u7167\u4e0e\u5907\u4efd\u7b56\u7565\uff0c\u786e\u4fdd\u6a21\u578b\u4e0e\u914d\u7f6e\u53ef\u56de\u6eda\uff1b<\/li>\n<li>\u8bc4\u4f30\u5e26\u5bbd\u4e0e egress \u6210\u672c\uff1a\u957f\u8fde\u63a5\u548c\u5927\u5e76\u53d1\u53ef\u80fd\u5e26\u6765\u6d41\u91cf\u8d39\u7528\uff0c\u7279\u522b\u662f\u8de8\u5883\u8c03\u7528\u7f8e\u56fdVPS \u65f6\u9700\u8981\u6ce8\u610f\u94fe\u8def\u4e0e\u8d39\u7528\u3002<\/li>\n<\/ul>\n<h2>\u5982\u4f55\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u9009\u8d2d\u670d\u52a1\u5668<\/h2>\n<p>\u9009\u8d2d\u91cd\u70b9\u56f4\u7ed5\u4e09\u4e2a\u7ef4\u5ea6\uff1a\u6027\u80fd\u9700\u6c42\u3001\u7528\u6237\u5206\u5e03\u4e0e\u9884\u7b97\u3002<\/p>\n<h3>\u6027\u80fd\u9700\u6c42<\/h3>\n<ul>\n<li>\u8f7b\u91cf\u63a8\u7406\uff08\u6587\u672c\u5206\u7c7b\u3001\u610f\u56fe\u8bc6\u522b\uff09\uff1a4-8 vCPU + 16GB \u5185\u5b58\u901a\u5e38\u8db3\u591f\uff1b<\/li>\n<li>\u4e2d\u7b49\u751f\u6210\u4efb\u52a1\uff08\u77ed\u6587\u672c\u751f\u6210\u3001\u591a\u8f6e\u5bf9\u8bdd\uff09\uff1a\u5efa\u8bae 8-16 vCPU + 32-64GB \u5185\u5b58\uff0c\u6216\u9009\u62e9\u5e26\u4e2d\u5c0f\u578b GPU \u7684\u5b9e\u4f8b\uff1b<\/li>\n<li>\u5927\u6a21\u578b\u63a8\u7406\/\u5fae\u8c03\uff1a\u4f18\u5148\u8003\u8651\u5e26 GPU \u7684\u5b9e\u4f8b\u6216\u4e13\u7528\u8bad\u7ec3\u96c6\u7fa4\u3002<\/li>\n<\/ul>\n<h3>\u7528\u6237\u5206\u5e03<\/h3>\n<ul>\n<li>\u4e3b\u8981\u7528\u6237\u5728\u4e9a\u592a\uff1a\u4f18\u5148\u9999\u6e2f\u670d\u52a1\u5668\u4ee5\u83b7\u5f97\u66f4\u597d\u5ef6\u8fdf\u8868\u73b0\uff1b<\/li>\n<li>\u4e3b\u8981\u7528\u6237\u5728\u7f8e\u6d32\uff1a\u53ef\u9009\u7f8e\u56fd\u670d\u52a1\u5668\u6216\u7f8e\u56fdVPS\uff1b<\/li>\n<li>\u5168\u7403\u7528\u6237\uff1a\u8003\u8651\u591a\u533a\u57df\u90e8\u7f72\u4e0e\u8d1f\u8f7d\u5747\u8861\uff0c\u901a\u8fc7 CDN \u4e0e\u533a\u57df\u8def\u7531\u4f18\u5316\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<h3>\u9884\u7b97\u4e0e\u53ef\u6269\u5c55\u6027<\/h3>\n<ul>\n<li>\u521d\u671f\u4ee5\u6210\u672c\u53ef\u63a7\u7684\u9999\u6e2f VPS \u505a\u539f\u578b\u548c\u5c0f\u89c4\u6a21\u4e0a\u7ebf\uff1b<\/li>\n<li>\u968f\u7740\u9700\u6c42\u589e\u957f\uff0c\u91c7\u7528\u5f39\u6027\u4f38\u7f29\u6216\u6df7\u5408\u4e91\u67b6\u6784\uff0c\u5c06\u9ad8\u5cf0\u6d41\u91cf\u5bfc\u5411\u6709 GPU \u7684\u4e91\u8d44\u6e90\u3002<\/li>\n<\/ul>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u501f\u52a9 Hugging Face \u7684\u751f\u6001\u4e0e\u5408\u7406\u7684\u6a21\u578b\u4f18\u5316\u624b\u6bb5\uff0c\u53ef\u4ee5\u5728\u9999\u6e2f VPS \u4e0a\u5feb\u901f\u6784\u5efa\u9ad8\u6027\u80fd\u7684 NLP \u63a8\u7406\u5e73\u53f0\u3002<strong>\u9999\u6e2f\u670d\u52a1\u5668\u5728\u9762\u5411\u4e9a\u592a\u7528\u6237\u65f6\u80fd\u63d0\u4f9b\u663e\u8457\u7684\u5ef6\u8fdf\u4f18\u52bf\u548c\u826f\u597d\u7684\u7f51\u7edc\u7a33\u5b9a\u6027<\/strong>\uff0c\u540c\u65f6\u901a\u8fc7\u91cf\u5316\u3001\u79bb\u7ebf\u63a8\u7406\u4e0e\u5bb9\u5668\u5316\u90e8\u7f72\u7b49\u6280\u672f\uff0c\u53ef\u4ee5\u5728\u53d7\u9650\u6210\u672c\u4e0b\u5b9e\u73b0\u9ad8\u6548\u8fd0\u884c\u3002\u5bf9\u4e8e\u9762\u5411\u7f8e\u6d32\u7684\u4e1a\u52a1\uff0c\u4ecd\u53ef\u8003\u8651\u7f8e\u56fdVPS \u6216\u7f8e\u56fd\u670d\u52a1\u5668 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