{"id":25903,"date":"2025-12-16T12:32:37","date_gmt":"2025-12-16T04:32:37","guid":{"rendered":"https:\/\/cn.hostease.com\/blog\/?p=25903"},"modified":"2025-12-10T12:43:41","modified_gmt":"2025-12-10T04:43:41","slug":"gpu-core-parameters-guide","status":"publish","type":"post","link":"https:\/\/cn.hostease.com\/blog\/server\/gpu-server\/gpu-core-parameters-guide\/","title":{"rendered":"GPU\u670d\u52a1\u5668\u6838\u5fc3\u53c2\u6570\u6df1\u5ea6\u89e3\u6790\uff1aCUDA\u6838\u5fc3\u3001Tensor\u6838\u5fc3\u4e0eRT\u6838\u5fc3\u7684\u533a\u522b\u4e0e\u9009\u62e9"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u8981\u5173\u6ce8GPU\u6838\u5fc3\uff1f<\/h2>\n\n\n\n<p>\u5728\u65e5\u5e38\u4e3a\u7528\u6237\u90e8\u7f72<a href=\"https:\/\/cn.hostease.com\/gpu-servers.html\" target=\"_blank\" rel=\"noopener\" title=\"GPU\u670d\u52a1\u5668\">GPU\u670d\u52a1\u5668<\/a>\u65f6\uff0c\u6211\u4eec\u7ecf\u5e38\u88ab\u95ee\uff1a\u201cCUDA\u6838\u5fc3\u8d8a\u591a\u662f\u4e0d\u662f\u5c31\u4e00\u5b9a\u6027\u80fd\u66f4\u5f3a\uff1fTensor\u6838\u5fc3\u548cRT\u6838\u5fc3\u5177\u4f53\u7528\u6765\u5e72\u561b\uff1f\u201d<br>\u5176\u5b9e\uff0c\u6211\u81ea\u5df1\u7b2c\u4e00\u6b21\u63a5\u89e6\u591a\u5361GPU\u96c6\u7fa4\u65f6\u4e5f\u56f0\u60d1\u8fc7\u3002\u540e\u6765\u53d1\u73b0\uff0c\u9009\u5bf9\u6838\u5fc3\u7c7b\u578b\uff0c\u6bd4\u5355\u7eaf\u8ffd\u6c42\u6570\u91cf\u66f4\u91cd\u8981\u3002\u4eca\u5929\u5c31\u7ed3\u5408\u6211\u4eec\u7684\u5b9e\u6218\u7ecf\u9a8c\uff0c\u804a\u804aGPU\u4e09\u5927\u6838\u5fc3\u2014\u2014CUDA\u3001Tensor\u3001RT\u7684\u672c\u8d28\u533a\u522b\u3001\u6027\u80fd\u5f71\u54cd\u548c\u5e94\u7528\u5efa\u8bae\uff0c\u5e2e\u4f60\u9009\u5361\u4e0d\u8e29\u5751\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6df1\u5165\u4e86\u89e3\u4e09\u5927\u6838\u5fc3<\/h2>\n\n\n\n<p>\u6bcf\u4e00\u7c7bGPU\u6838\u5fc3\uff0c\u90fd\u6709\u81ea\u5df1\u7684\u4e13\u653b\u573a\u666f\u3002\u6211\u4eec\u5728\u4e3a\u7528\u6237\u5b9a\u5236\u65b9\u6848\u65f6\uff0c\u901a\u5e38\u4f1a\u8fd9\u6837\u533a\u5206\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6838\u5fc3\u7c7b\u578b<\/th><th>\u6280\u672f\u539f\u7406\u4e0e\u5b9a\u4f4d<\/th><th>\u9002\u7528\u573a\u666f<\/th><th>\u5b9e\u9645\u4f53\u9a8c<\/th><\/tr><\/thead><tbody><tr><td><strong>CUDA\u6838\u5fc3<\/strong><\/td><td>\u8d1f\u8d23\u901a\u7528\u5e76\u884c\u8fd0\u7b97\uff08\u5982FP32\/FP64\uff09\uff0c\u6bcf\u4e2a\u6838\u5fc3\u50cf\u4e00\u628a\u87ba\u4e1d\u5200\uff0c\u9002\u5408\u5927\u89c4\u6a21\u62c6\u5206\u7684\u4efb\u52a1<\/td><td>\u79d1\u5b66\u8ba1\u7b97\u3001\u6570\u636e\u5206\u6790\u3001\u5e38\u89c4\u6e32\u67d3<\/td><td>\u6211\u4eec\u7ecf\u5e38\u4e3aAI\u521d\u5b66\u8005\u63a8\u8350\u4ee5CUDA\u4e3a\u4e3b\u7684\u578b\u53f7\uff0c\u6027\u4ef7\u6bd4\u9ad8<\/td><\/tr><tr><td><strong>Tensor\u6838\u5fc3<\/strong><\/td><td>\u9488\u5bf9\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u77e9\u9635\u4e58\u52a0\u4f18\u5316\uff08\u652f\u6301\u6df7\u5408\u7cbe\u5ea6\uff09\uff0c\u7c7b\u4f3cAI\u4e13\u7528\u52a0\u901f\u5355\u5143<\/td><td>\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u3001\u63a8\u7406\u3001NLP\u7b49AI\u573a\u666f<\/td><td>\u8bad\u7ec3BERT\u7b49\u5927\u6a21\u578b\u65f6\uff0cTensor\u6838\u5fc3\u80fd\u8ba9\u901f\u5ea6\u63d0\u5347\u6570\u500d\uff0c\u5b9e\u6d4b\u4f53\u9a8c\u975e\u5e38\u660e\u663e<\/td><\/tr><tr><td><strong>RT\u6838\u5fc3<\/strong><\/td><td>\u4e13\u95e8\u5904\u7406\u5149\u7ebf\u8ffd\u8e2a\u76f8\u5173\u7684\u8fd0\u7b97\uff0c\u6781\u5927\u63d0\u53473D\u6e32\u67d3\u548c\u771f\u5b9e\u611f\u753b\u9762\u6548\u7387<\/td><td>\u5f71\u89c6\u6e32\u67d3\u3001\u5b9e\u65f6\u5149\u8ffd\u3001\u6e38\u620f\u5f00\u53d1<\/td><td>\u6709\u7528\u6237\u7528A40\u505a\u4e09\u7ef4\u52a8\u753b\u6e32\u67d3\uff0c\u6e32\u67d3\u65f6\u957f\u76f4\u63a5\u51cf\u534a\uff0c\u6548\u7387\u5927\u5e45\u63d0\u5347<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u5c0f\u7ed3\uff1a<\/strong> \u4f60\u9009GPU\u670d\u52a1\u5668\u65f6\uff0c\u8bb0\u5f97\u5148\u60f3\u6e05\u695a\u201c\u6838\u5fc3\u4efb\u52a1\u201d\u2014\u2014\u662f\u7b97\u529b\uff1fAI\u63a8\u7406\uff1f\u8fd8\u662f\u5b9e\u65f6\u6e32\u67d3\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e0d\u540c\u67b6\u6784\u4e0b\u6838\u5fc3\u6570\u91cf\u5bf9\u6bd4<\/h2>\n\n\n\n<p>\u6211\u4eec\u4e3a\u5927\u5bb6\u6574\u7406\u4e86\u76ee\u524d\u4e3b\u6d41\u7684NVIDIA GPU\u578b\u53f7\u5728\u4e09\u5927\u6838\u5fc3\u53c2\u6570\u4e0a\u7684\u5b9e\u9645\u914d\u7f6e\uff0c\u4ee5\u53ca\u5bf9\u5e94\u7684\u63a8\u8350\u573a\u666f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>GPU\u578b\u53f7<\/th><th>\u67b6\u6784<\/th><th>CUDA\u6838\u5fc3<\/th><th>Tensor\u6838\u5fc3<\/th><th>RT\u6838\u5fc3<\/th><th>\u63a8\u8350\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>A100 80GB<\/td><td>Ampere<\/td><td>6,912<\/td><td>432<\/td><td>\u2014<\/td><td>\u8d85\u5927\u6a21\u578b\u8bad\u7ec3\u3001\u79d1\u5b66\u8ba1\u7b97<\/td><\/tr><tr><td>A40 48GB<\/td><td>Ampere<\/td><td>10,752<\/td><td>336<\/td><td>84<\/td><td>\u6e32\u67d3\u4e0eAI\u6df7\u5408\u8d1f\u8f7d\u3001\u5149\u8ffd+\u63a8\u7406<\/td><\/tr><tr><td>H100 80GB<\/td><td>Hopper<\/td><td>16,896<\/td><td>528<\/td><td>\u2014<\/td><td>AI\u8bad\u7ec3\u3001FP8\u5927\u6a21\u578b\u63a8\u7406<\/td><\/tr><tr><td>RTX 4090 24GB<\/td><td>Ada<\/td><td>16,384<\/td><td>512<\/td><td>128<\/td><td>AI\u63a8\u7406\u3001Stable Diffusion\u30014K\u6e32\u67d3<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5728\u5b9e\u9645\u90e8\u7f72\u65f6\uff0c\u6211\u4eec\u4f1a\u6839\u636e\u4f60\u8981\u505a\u7684\u4e8b\u63a8\u8350\u4e0d\u540c\u6838\u5fc3\u91cd\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u4f60\u662f\u641e\u5927\u6a21\u578bAI\u8bad\u7ec3\uff0cH100\/A100\u8fd9\u7c7bTensor\u6838\u5fc3\u5f3a\u7684\u5c31\u5f88\u9002\u5408\u3002<\/li>\n\n\n\n<li>\u5982\u679c\u4f60\u65e2\u60f3AI\u63a8\u7406\u53c8\u8981\u9ad8\u6548\u6e32\u67d3\uff0cA40\u6216RTX 4090\u662f\u6027\u4ef7\u6bd4\u4e4b\u9009\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u79d1\u5b66\u8ba1\u7b97\u548cHPC\u4efb\u52a1\uff0cCUDA\u6838\u5fc3\u548c\u663e\u5b58\u5e26\u5bbd\u540c\u6837\u91cd\u8981\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u53c2\u6570\u5982\u4f55\u5f71\u54cd\u4f60\u7684\u5b9e\u9645\u5e94\u7528\uff1f<\/h2>\n\n\n\n<p>\u6211\u9047\u5230\u8fc7\u4e0d\u5c11\u65b0\u624b\u7528\u6237\uff0c\u79df\u4e86\u9876\u914d\u663e\u5361\uff0c\u7ed3\u679c\u5b9e\u9645\u4efb\u52a1\u6ca1\u7528\u4e0aRT\u6838\u5fc3\uff0c\u6027\u80fd\u6d6a\u8d39\u4e86\uff1b\u4e5f\u6709AI\u4ece\u4e1a\u8005\uff0c\u5ffd\u7565Tensor\u6838\u5fc3\u4ee3\u9645\uff0c\u5bfc\u81f4\u8bad\u7ec3\u901f\u5ea6\u6253\u6298\u6263\u3002\u5206\u4eab\u6211\u4eec\u603b\u7ed3\u7684\u9009\u578b\u601d\u8def\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI\u6df1\u5ea6\u5b66\u4e60\/\u63a8\u7406\uff1a<\/strong><br>\u4f18\u5148\u5173\u6ce8Tensor\u6838\u5fc3\u7684\u6570\u91cf\u4e0e\u4ee3\u9645\u3002\u6bd4\u5982H100\u652f\u6301FP8\u6df7\u5408\u7cbe\u5ea6\uff0c\u8bad\u7ec3\u5927\u578b\u8bed\u8a00\u6a21\u578b\u65f6\uff0c\u901f\u5ea6\u4f18\u52bf\u6781\u5176\u660e\u663e\u3002\u6211\u4eec\u5b9e\u6d4bBatch size\u7ffb\u500d\u8fd8\u80fd\u4fdd\u6301\u9ad8\u7cbe\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u79d1\u5b66\u8ba1\u7b97\/\u91d1\u878d\u5efa\u6a21\uff1a<\/strong><br>CUDA\u6838\u5fc3\u6570\u91cf\u548c\u663e\u5b58\u5e26\u5bbd\u6700\u91cd\u8981\u3002A100\u5728FP32\/FP64\u8ba1\u7b97\u4e0a\u8868\u73b0\u7a33\u5b9a\uff0c\u9002\u5408\u5927\u89c4\u6a21\u5e76\u884c\u4eff\u771f\u3002<\/li>\n\n\n\n<li><strong>3D\u6e32\u67d3\/\u5149\u7ebf\u8ffd\u8e2a\uff1a<\/strong><br>RT\u6838\u5fc3\u51b3\u5b9a\u6548\u7387\uff0cA40\u768484\u4e2aRT\u6838\u5fc3\u5728\u6e32\u67d3\u52a8\u753b\u65f6\u6bd4\u5e38\u89c4\u5361\u63d0\u5347\u4e86\u8fd12\u500d\u8f93\u51fa\u901f\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u591a\u5361\u4e92\u8054\u8bad\u7ec3\uff1a<\/strong><br>\u63a8\u8350\u9009\u62e9NVLink\u4e92\u8054\u7684H100\u3001A100\u7b49\uff0c\u5e26\u5bbd\u5927\u3001\u540c\u6b65\u5feb\uff0c\u9002\u5408\u5927\u6a21\u578b\u96c6\u7fa4\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3b\u6d41GPU\u670d\u52a1\u5668\u5e94\u7528\u6848\u4f8b<\/h2>\n\n\n\n<p>\u6211\u4eec\u9047\u5230\u7684\u771f\u5b9e\u573a\u666f\u548c\u4f18\u5316\u5efa\u8bae\uff0c\u7ed9\u4f60\u9009\u578b\u505a\u4e2a\u53c2\u8003\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u6848<\/th><th>\u5178\u578b\u7528\u9014<\/th><th>\u6027\u4ef7\u6bd4\u4eae\u70b9<\/th><\/tr><\/thead><tbody><tr><td>8\u00d7H100 NVLink<\/td><td>\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u3001RLHF<\/td><td>\u5355\u8282\u70b9\u8d85\u9ad8\u5e26\u5bbd\uff0c\u68af\u5ea6\u540c\u6b65\u5feb\uff0c\u9002\u5408\u591a\u5361\u534f\u540c<\/td><\/tr><tr><td>4\u00d7A100 PCIe<\/td><td>AI\u5fae\u8c03\u3001HPC\u4efb\u52a1<\/td><td>\u6210\u719f\u7a33\u5b9a\uff0c\u652f\u6301MIG\u865a\u62df\u5316\uff0c\u4e00\u673a\u591a\u7528<\/td><\/tr><tr><td>4\u00d7RTX 4090<\/td><td>\u63a8\u7406\u3001\u6279\u91cf\u6e32\u67d3<\/td><td>RT+Tensor\u7ec4\u5408\u5f3a\uff0c\u9002\u5408AI+\u53ef\u89c6\u5316<\/td><\/tr><tr><td>2\u00d7A40<\/td><td>\u5f71\u89c6\u52a8\u753b\u6e32\u67d3\u3001AI\u540e\u671f<\/td><td>RT\u6838\u5fc3\u663e\u8457\u63d0\u901f\uff0c\u79df\u7528\u7075\u6d3b\uff0c\u6210\u672c\u4f4e<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4f60\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u4e1a\u52a1\u9700\u6c42\uff0c\u9009\u62e9\u6708\u4ed8\u3001\u5f39\u6027\u8ba1\u8d39\u6216\u5b9a\u5236GPU\u8282\u70b9\uff0c\u6211\u4eec\u4f1a\u5e2e\u4f60\u914d\u7f6e\u3001\u8fc1\u79fb\u548c\u8fd0\u7ef4\uff0c\u4fdd\u8bc1\u4f53\u9a8c\u65e0\u7f1d\u5207\u6362\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">GPU\u9009\u578b\u5c0f\u8d34\u58eb<\/h2>\n\n\n\n<ul 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