{"id":23721,"date":"2025-07-01T16:37:08","date_gmt":"2025-07-01T08:37:08","guid":{"rendered":"https:\/\/cn.hostease.com\/blog\/?p=23721"},"modified":"2025-07-02T14:24:59","modified_gmt":"2025-07-02T06:24:59","slug":"gpu-inference-deployment-practical-guide","status":"publish","type":"post","link":"https:\/\/cn.hostease.com\/blog\/server\/gpu-server\/gpu-inference-deployment-practical-guide\/","title":{"rendered":"\u4ece0\u52301\u642d\u5efaAI\u63a8\u7406\u670d\u52a1\uff1aGPU\u670d\u52a1\u5668\u5b9e\u6218\u6d41\u7a0b"},"content":{"rendered":"\n<p>\u5728AI\u9879\u76ee\u843d\u5730\u8fc7\u7a0b\u4e2d\uff0c\u5f88\u591a\u4eba\u4f1a\u9047\u5230\u8fd9\u6837\u7684\u56f0\u60d1\uff1a\u8bad\u7ec3\u6a21\u578b\u65f6\u9700\u8981\u5f3a\u5927\u7684\u7b97\u529b\uff0c\u4f46\u6a21\u578b\u90e8\u7f72\u5230\u7ebf\u4e0a\u3001\u9762\u5411\u771f\u5b9e\u7528\u6237\u63d0\u4f9b\u63a8\u7406\u670d\u52a1\u65f6\uff0c\u600e\u4e48\u624d\u80fd\u65e2\u7701\u5fc3\u53c8\u9ad8\u6548\uff1f\u8fd9\u65f6\uff0c<a href=\"https:\/\/cn.hostease.com\/gpu-servers.html\">GPU\u670d\u52a1\u5668\u7684\u4f18\u52bf<\/a>\u5c31\u4f53\u73b0\u51fa\u6765\u4e86\u3002<br>\u76f8\u6bd4\u4f20\u7edfCPU\u670d\u52a1\u5668\uff0cGPU\u5728AI\u63a8\u7406\u4e2d\u53ef\u4ee5\u5927\u5e45\u63d0\u5347\u541e\u5410\u548c\u54cd\u5e94\u901f\u5ea6\uff0c\u5c24\u5176\u662f\u9047\u5230\u5927\u6a21\u578b\u548c\u5e76\u53d1\u573a\u666f\u65f6\uff0c\u63a8\u7406\u8868\u73b0\u63d0\u5347\u975e\u5e38\u660e\u663e\u3002\u4f60\u4e5f\u4e0d\u7528\u62c5\u5fc3\u73af\u5883\u642d\u5efa\u548c\u517c\u5bb9\u95ee\u9898\uff0cHostease\u63d0\u4f9b\u7684GPU\u670d\u52a1\u5668\u7ba1\u7406\u9762\u677f\uff0c\u5df2\u7ecf\u5e2e\u4f60\u628a\u5927\u90e8\u5206\u201c\u7e41\u7410\u201d\u73af\u8282\u7b80\u5316\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f60\u9700\u8981\u660e\u786e\u7684\u9700\u6c42\u548c\u573a\u666f<\/h2>\n\n\n\n<p>\u5f88\u591a\u7528\u6237\u4f1a\u95ee\uff1a\u201c\u6211\u7684\u6a21\u578b\u5927\u6982\u9700\u8981\u4ec0\u4e48\u914d\u7f6e\uff1f\u201d\u5176\u5b9e\uff0c\u641e\u6e05\u695a\u8fd9\u51e0\u4e2a\u6838\u5fc3\u95ee\u9898\uff0c\u4f60\u5c31\u80fd\u9009\u5bf9GPU\u65b9\u6848\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u4f53\u79ef\u548c\u7c7b\u578b<\/strong>\uff1a\u6bd4\u5982\u662fBERT\u3001LLAMA\u8fd9\u6837\u7684\u901a\u7528NLP\u6a21\u578b\uff0c\u8fd8\u662f\u56fe\u7247\u8bc6\u522b\u3001\u751f\u6210\u7c7b\u5927\u6a21\u578b\uff1f\u5927\u6a21\u578b\u901a\u5e38\u9700\u8981\u591a\u5361\u6216\u8005\u66f4\u5927\u663e\u5b58\u3002<\/li>\n\n\n\n<li><strong>\u9884\u671f\u7684\u5e76\u53d1\u91cf\u548c\u5ef6\u8fdf\u76ee\u6807<\/strong>\uff1a\u804a\u5929\u673a\u5668\u4eba\u3001\u667a\u80fd\u5ba2\u670d\u8fd9\u7c7b\u5e94\u7528\u901a\u5e38\u5bf9\u5b9e\u65f6\u54cd\u5e94\u6709\u8f83\u9ad8\u8981\u6c42\uff0c\u800c\u6279\u91cf\u5904\u7406\u4e1a\u52a1\u53ef\u4ee5\u9002\u5f53\u964d\u4f4e\u8981\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u9884\u7b97\u8303\u56f4\u548c\u8ba1\u8d39\u65b9\u5f0f<\/strong>\uff1aHostease\u652f\u6301\u5305\u6708\u3001\u5305\u5929\u3001\u6309\u65f6\u8ba1\u8d39\uff0c\u65b0\u624b\u53ef\u4ee5\u5148\u6309\u9700\u9009\u62e9\uff0c\u4e1a\u52a1\u91cf\u7a33\u5b9a\u540e\u518d\u5305\u6708\u8282\u7701\u6210\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/cn.hostease.com\/gpu-servers.html\">GPU\u670d\u52a1\u5668<\/a>\u914d\u7f6e\u4e0e\u573a\u666f\u63a8\u8350<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5e94\u7528\u573a\u666f<\/th><th>GPU\u578b\u53f7<\/th><th>\u663e\u5b58<\/th><th>CPU<\/th><th>\u5185\u5b58<\/th><th>\u63a8\u8350\u5e76\u53d1(TPS)*<\/th><\/tr><\/thead><tbody><tr><td>\u57fa\u7840\u6587\u672c\/\u56fe\u50cf\u63a8\u7406<\/td><td>RTX 4090<\/td><td>24GB<\/td><td>16 vCPU<\/td><td>64GB<\/td><td>400<\/td><\/tr><tr><td>\u4e3b\u6d41\u5927\u6a21\u578b\u63a8\u7406<\/td><td>A100 40GB<\/td><td>40GB<\/td><td>32 vCPU<\/td><td>128GB<\/td><td>900<\/td><\/tr><tr><td>\u591a\u6a21\u6001\/\u8d85\u5927\u6a21\u578b<\/td><td>H100 80GB\u00d74<\/td><td>320GB<\/td><td>64 vCPU<\/td><td>256GB<\/td><td>2,800<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>*TPS=\u6bcf\u79d2\u63a8\u7406\u8bf7\u6c42\u6570\uff0c\u57fa\u4e8e\u5e38\u7528\u6279\u5904\u7406\u6d4b\u8bd5\uff0c\u4ec5\u4f9b\u53c2\u8003\u3002<\/p>\n\n\n\n<p>\u5b9e\u9645\u6211\u4eec\u9047\u5230\u5f88\u591a\u65b0\u7528\u6237\u5728\u6a21\u578b\u4e0a\u7ebf\u521d\u671f\u90fd\u9009\u62e9\u4e86RTX 4090\uff0c\u5148\u9a8c\u8bc1\u4e1a\u52a1\u903b\u8f91\u548c\u4f53\u9a8c\uff0c\u7b49\u7528\u6237\u91cf\u8d77\u6765\u518d\u5347\u7ea7A100\u751a\u81f3H100\u96c6\u7fa4\uff0c\u8fd9\u6837\u65e2\u8282\u7701\u4e86\u521d\u671f\u6295\u8d44\uff0c\u4e5f\u65b9\u4fbf\u7075\u6d3b\u8c03\u6574\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u6218\u6d41\u7a0b\uff1a\u4e00\u6b65\u6b65\u5e2e\u4f60\u90e8\u7f72\u4e0a\u7ebf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u73af\u5883\u51c6\u5907<\/h3>\n\n\n\n<p>\u6211\u4eec\u4e3a\u7528\u6237\u9884\u88c5\u4e86CUDA\u3001cuDNN\u548cNVIDIA\u9a71\u52a8\uff0c\u4f7f\u7528\u5b98\u65b9\u955c\u50cf\u4e00\u952e\u542f\u52a8Docker\u73af\u5883\uff0c\u907f\u514d\u4e86\u9a71\u52a8\u51b2\u7a81\u548c\u4f9d\u8d56\u4e0d\u5168\u3002<br>\u6700\u7b80\u5355\u7684\u65b9\u5f0f\uff0c\u5c31\u662f\u62c9\u53d6\u5b98\u65b9Triton\u955c\u50cf\uff0c\u51e0\u884c\u547d\u4ee4\u5373\u53ef\u542f\u52a8\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">bash\u590d\u5236\u7f16\u8f91<code>docker run --gpus all -it --rm \\\n  -p 8000:8000 -p 8001:8001 \\\n  nvcr.io\/nvidia\/tritonserver:latest\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u63a8\u7406\u6846\u67b6\u9009\u62e9<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6846\u67b6<\/th><th>\u9002\u5408\u4eba\u7fa4<\/th><th>\u4e3b\u8981\u7279\u70b9<\/th><\/tr><\/thead><tbody><tr><td>Triton Inference Server<\/td><td>\u591a\u6a21\u578b\u3001\u4f01\u4e1a\u7ea7\u90e8\u7f72<\/td><td>\u652f\u6301REST\/gRPC\uff0c\u52a8\u6001\u6279\u5904\u7406\uff0c\u6613\u96c6\u6210<\/td><\/tr><tr><td>TorchServe<\/td><td>PyTorch\u7528\u6237<\/td><td>\u539f\u751f\u652f\u6301\uff0c\u7b80\u5355\u7075\u6d3b\uff0c\u9002\u5408\u5927\u6a21\u578b<\/td><\/tr><tr><td>FastAPI+\u81ea\u5b9a\u4e49<\/td><td>\u5b9a\u5236\u5316\u9700\u6c42<\/td><td>\u7075\u6d3b\u96c6\u6210\u4e1a\u52a1\u903b\u8f91\uff0c\u9002\u5408\u8fb9\u7f18\u573a\u666f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5982\u679c\u4f60\u7684\u6a21\u578b\u662fPyTorch\u8bad\u7ec3\u7684\uff0cTorchServe\u4e0a\u624b\u6700\u5feb\u3002\u5982\u679c\u60f3\u540c\u65f6\u90e8\u7f72\u591a\u4e2a\u6a21\u578b\u3001\u652f\u6301\u66f4\u591a\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u5efa\u8bae\u8bd5\u8bd5Triton\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u670d\u52a1\u7f16\u6392\u4e0e\u5f39\u6027\u4f38\u7f29<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5355\u4eba\/\u5c0f\u56e2\u961f<\/strong>\uff1a\u63a8\u8350\u7528Docker Compose\u7ba1\u7406\u670d\u52a1\uff0c\u7701\u5fc3\u597d\u7528\u3002<\/li>\n\n\n\n<li><strong>\u4e1a\u52a1\u4e0a\u7ebf\/\u5927\u6d41\u91cf\u573a\u666f<\/strong>\uff1a\u53ef\u4ee5\u9009Kubernetes\u6216Docker Swarm\uff0c\u5b9e\u73b0\u5bb9\u5668\u81ea\u52a8\u6269\u7f29\u5bb9\u3002Hostease\u4e5f\u63d0\u4f9bK8s\u6258\u7ba1\u670d\u52a1\uff0c\u65e0\u9700\u81ea\u5efa\u96c6\u7fa4\uff0c\u76f4\u63a5\u7528\u63a7\u5236\u53f0\u8bbe\u7f6e\u526f\u672c\u6570\u548c\u8d44\u6e90\u5206\u914d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u6027\u80fd\u4f18\u5316\u4e0e\u76d1\u63a7<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u663e\u5b58\u4f18\u5316<\/strong>\uff1a\u4f7f\u7528ONNX\u6216TensorRT\u5bf9\u6a21\u578b\u8fdb\u884c\u91cf\u5316\uff08\u5982FP16\/INT8\uff09\uff0c\u53ef\u4ee5\u5927\u5e45\u8282\u7701\u663e\u5b58\uff0c\u63a8\u7406\u901f\u5ea6\u66f4\u5feb\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52a8\u6279\u5904\u7406<\/strong>\uff1a\u65e0\u8bba\u662fTriton\u8fd8\u662fTorchServe\uff0c\u90fd\u652f\u6301\u6279\u91cf\u63a8\u7406\u8bbe\u7f6e\uff0c\u63d0\u9ad8\u541e\u5410\u91cf\uff0c\u964d\u4f4e\u6210\u672c\u3002<\/li>\n\n\n\n<li><strong>\u5168\u7a0b\u53ef\u89c2\u6d4b<\/strong>\uff1a\u6211\u4eec\u4e3a\u4f01\u4e1a\u5ba2\u6237\u96c6\u6210\u4e86Prometheus+Grafana\u4eea\u8868\u76d8\uff0c\u53ef\u5b9e\u65f6\u76d1\u63a7GPU\u5229\u7528\u7387\u3001\u5ef6\u8fdf\u3001\u6d41\u91cf\uff0c\u4fbf\u4e8e\u6392\u67e5\u74f6\u9888\u3002<\/li>\n\n\n\n<li><strong>\u5408\u7406\u8ba1\u8d39<\/strong>\uff1a\u5f88\u591a\u5ba2\u6237\u4f1a\u9009\u62e9\u591c\u95f4\u8bad\u7ec3\u3001\u767d\u5929\u63a8\u7406\uff0c\u6309\u65f6\u8ba1\u8d39\u914d\u5408\u4e1a\u52a1\u8282\u594f\uff0c\u6574\u4f53\u6210\u672c\u6bd4\u4f20\u7edf\u81ea\u5efa\u670d\u52a1\u5668\u4f4e\u4e0d\u5c11\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u66fe\u5e2e\u4e00\u4f4d\u505a\u8de8\u5883\u7535\u5546AI\u5ba2\u670d\u7684\u5ba2\u6237\uff0c\u5c06\u63a8\u7406\u6210\u672c\u4ece\u6bcf\u5343\u6b21$1.1\u4f18\u5316\u5230$0.7\uff0c\u4f9d\u9760\u7684\u5c31\u662f\u81ea\u52a8\u5f39\u6027\u6269\u7f29\u5bb9\u548c\u5408\u7406\u8c03\u5ea6\u8d44\u6e90\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 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