{"id":21367,"date":"2025-05-30T14:18:59","date_gmt":"2025-05-30T06:18:59","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/calculate-the-required-gpu-count-based-on-business-needs\/"},"modified":"2025-05-30T14:21:33","modified_gmt":"2025-05-30T06:21:33","slug":"calculate-the-required-gpu-count-based-on-business-needs","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/calculate-the-required-gpu-count-based-on-business-needs\/","title":{"rendered":"\u5982\u4f55\u6839\u64da\u696d\u52d9\u9700\u6c42\u8a08\u7b97\u4f3a\u670d\u5668\u6240\u9700\u7684GPU\u6578\u91cf\uff1f"},"content":{"rendered":"<p>\u78ba\u5b9a<a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/us\/cn2\/\" target=\"_blank\">\u7f8e\u570b\u4f3a\u670d\u5668\u79df\u7528<\/a>\u7684\u6700\u4f73GPU\u6578\u91cf\u4e0d\u50c5\u50c5\u662f\u95dc\u65bc\u6700\u5927\u5316\u786c\u9ad4\u6548\u80fd &#8211; \u800c\u662f\u5728\u8a08\u7b97\u80fd\u529b\u3001\u6210\u672c\u6548\u76ca\u548c\u53ef\u64f4\u5c55\u6027\u4e4b\u9593\u53d6\u5f97\u5b8c\u7f8e\u5e73\u8861\u3002\u7121\u8ad6\u60a8\u662f\u5f9e\u4e8bAI\u6a21\u578b\u8a13\u7df4\u3001\u8655\u7406\u8907\u96dc\u6e32\u67d3\u4efb\u52d9\u9084\u662f\u8655\u7406\u6d77\u91cf\u8cc7\u6599\u96c6,\u6b63\u78ba\u914d\u7f6eGPU\u6578\u91cf\u53ef\u80fd\u6703\u6c7a\u5b9a\u5c08\u6848\u7684\u6210\u529f\u8207\u8cc7\u6e90\u6d6a\u8cbb\u3002<\/p>\n<h2>GPU\u9700\u6c42\u8a55\u4f30\u7684\u95dc\u9375\u56e0\u7d20<\/h2>\n<p>\u5728\u9032\u884c\u8a08\u7b97\u4e4b\u524d,\u8b93\u6211\u5011\u5206\u89e3\u5f71\u97ffGPU\u9700\u6c42\u7684\u6838\u5fc3\u8b8a\u6578:<\/p>\n<ul>\n<li>\u6a21\u578b\u67b6\u69cb\u548c\u8907\u96dc\u5ea6<\/li>\n<li>\u8cc7\u6599\u96c6\u5927\u5c0f\u548c\u8655\u7406\u9700\u6c42<\/li>\n<li>\u6279\u6b21\u5927\u5c0f\u512a\u5316<\/li>\n<li>\u8a13\u7df4\u6642\u9593\u9650\u5236<\/li>\n<li>\u6bcf\u500b\u8a13\u7df4\u5be6\u4f8b\u7684\u8a18\u61b6\u9ad4\u9700\u6c42<\/li>\n<\/ul>\n<h2>\u6280\u8853\u898f\u683c\u548c\u6548\u80fd\u6307\u6a19<\/h2>\n<p>\u8a55\u4f30GPU\u9700\u6c42\u6642,\u8acb\u8003\u616e\u4ee5\u4e0b\u6280\u8853\u898f\u683c:<\/p>\n<ul>\n<li>CUDA\u6838\u5fc3\u548c\u5f35\u91cf\u6838\u5fc3\u6578\u91cf<\/li>\n<li>GPU\u8a18\u61b6\u9ad4\u983b\u5bec(GB\/s)<\/li>\n<li>FP32\/FP16\/INT8\u6548\u80fd<\/li>\n<li>PCIe\u983b\u5bec\u9650\u5236<\/li>\n<li>\u529f\u8017\u548c\u6563\u71b1\u7d04\u675f<\/li>\n<\/ul>\n<h2>\u8a08\u7b97GPU\u9700\u6c42:\u6578\u5b78\u65b9\u6cd5<\/h2>\n<p>\u8b93\u6211\u5011\u6df1\u5165\u7814\u7a76GPU\u8a08\u7b97\u7684\u6578\u5b78\u6846\u67b6\u3002\u6211\u5011\u5c07\u57fa\u65bc\u5de5\u4f5c\u8ca0\u8f09\u7279\u5fb5\u4f7f\u7528\u5177\u9ad4\u516c\u5f0f,\u800c\u4e0d\u662f\u4f9d\u9760\u7c97\u7565\u4f30\u8a08:<\/p>\n<pre class=\"code\">\r\n\u6240\u9700GPU\u6578\u91cf = ceil((\u6a21\u578b\u5927\u5c0f * \u6279\u6b21\u5927\u5c0f * \u4e26\u884c\u4f5c\u696d\u6578) \/ \u53ef\u7528GPU\u8a18\u61b6\u9ad4)\r\n\u5176\u4e2d:\r\n- \u6a21\u578b\u5927\u5c0f = \u53c3\u6578\u6578\u91cf * 4\u4f4d\u5143\u7d44(FP32)\u62162\u4f4d\u5143\u7d44(FP16)\r\n- \u53ef\u7528GPU\u8a18\u61b6\u9ad4 = \u7e3dGPU\u8a18\u61b6\u9ad4 * 0.85(\u7de9\u885d\u4fc2\u6578)\r\n<\/pre>\n<h2>\u7279\u5b9a\u5de5\u4f5c\u8ca0\u8f09\u8a08\u7b97<\/h2>\n<h3>AI\u8a13\u7df4\u5de5\u4f5c\u8ca0\u8f09<\/h3>\n<p>\u5c0d\u65bc\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b,\u8acb\u8003\u616e\u4ee5\u4e0b\u6307\u6a19:<\/p>\n<ul>\n<li>\u6bcf\u500b\u6a21\u578b\u5be6\u4f8b\u7684\u8a18\u61b6\u9ad4\u4f54\u7528:<br \/>\n        <code>\u4f54\u7528 = \u6a21\u578b\u5927\u5c0f * 4 + (\u6279\u6b21\u5927\u5c0f * \u6a23\u672c\u5927\u5c0f * 4)<\/code>\n    <\/li>\n<li>\u8a13\u7df4\u8655\u7406\u91cf\u9700\u6c42:<br \/>\n        <code>\u6700\u5c11gpu\u6578\u91cf = ceil(\u76ee\u6a19\u6bcf\u79d2\u6a23\u672c\u6578 \/ (\u6279\u6b21\u5927\u5c0f * \u6bcf\u79d2\u6b65\u6578))<\/code>\n    <\/li>\n<\/ul>\n<h3>\u6e32\u67d3\u5de5\u4f5c\u8ca0\u8f09<\/h3>\n<p>\u5c0d\u65bc3D\u6e32\u67d3\u548c\u8996\u89ba\u5316:<\/p>\n<ul>\n<li>\u5834\u666f\u8907\u96dc\u5ea6\u6307\u6a19:<br \/>\n        <code>\u8907\u96dc\u5ea6\u5206\u6578 = \u591a\u908a\u5f62\u6578\u91cf * \u7d0b\u7406\u8a18\u61b6\u9ad4 * \u6548\u679c\u4e58\u6578<\/code>\n    <\/li>\n<li>\u6240\u9700GPU\u8a18\u61b6\u9ad4:<br \/>\n        <code>\u6240\u9700\u8a18\u61b6\u9ad4 = \u8907\u96dc\u5ea6\u5206\u6578 * \u4e26\u767c\u4f5c\u696d\u6578 * 1.5<\/code>\n    <\/li>\n<\/ul>\n<h2>\u5be6\u969b\u5be6\u65bd\u7bc4\u4f8b<\/h2>\n<div class=\"example-box\">\n<h4>\u6848\u4f8b\u7814\u7a76:AI\u5275\u696d\u516c\u53f8\u8a13\u7df4\u6d41\u7a0b<\/h4>\n<pre>\r\n\u6a21\u578b: BERT-Large\r\n\u53c3\u6578: 340M\r\n\u6279\u6b21\u5927\u5c0f: 32\r\n\u76ee\u6a19\u8a13\u7df4\u6642\u9593: 24\u5c0f\u6642\r\n\u8cc7\u6599\u96c6\u5927\u5c0f: 50GB\r\n\r\n\u8a08\u7b97:\r\n1. \u6bcf\u500b\u5be6\u4f8b\u8a18\u61b6\u9ad4 = 340M * 4\u4f4d\u5143\u7d44 = 1.36GB\r\n2. \u6279\u6b21\u8a18\u61b6\u9ad4 = 32 * 0.5GB = 16GB\r\n3. \u7e3d\u9700\u6c42\u8a18\u61b6\u9ad4 = 17.36GB\r\n4. \u4f7f\u7528A100 GPU(80GB\u8a18\u61b6\u9ad4)\r\n\u7d50\u679c: \u8a13\u7df4\u6d41\u7a0b\u6700\u5c11\u9700\u89812\u500bGPU\r\n<\/pre>\n<\/div>\n<h2>\u6548\u80fd\u512a\u5316\u7b56\u7565<\/h2>\n<p>\u9664\u4e86\u539f\u59cb\u8a08\u7b97\u4e4b\u5916,\u9084\u8981\u8003\u616e\u9019\u4e9b\u512a\u5316\u6280\u8853:<\/p>\n<ul>\n<li>\u68af\u5ea6\u7d2f\u7a4d\u4ee5\u63d0\u9ad8\u8a18\u61b6\u9ad4\u6548\u7387:<br \/>\n        <code>\u6709\u6548\u6279\u6b21\u5927\u5c0f = \u6279\u6b21\u5927\u5c0f * \u7d2f\u7a4d\u6b65\u6578<\/code>\n    <\/li>\n<li>\u6df7\u5408\u7cbe\u5ea6\u8a13\u7df4\u4ee5\u6e1b\u5c11\u8a18\u61b6\u9ad4\u4f54\u7528<\/li>\n<li>\u8cc7\u6599\u4e26\u884c\u8207\u6a21\u578b\u4e26\u884c\u65b9\u6cd5<\/li>\n<li>\u5927\u578b\u6a21\u578b\u7684\u6d41\u6c34\u7dda\u4e26\u884c<\/li>\n<\/ul>\n<h2>\u57fa\u790e\u8a2d\u65bd\u898f\u5283\u8003\u616e\u56e0\u7d20<\/h2>\n<p>\u5728\u78ba\u5b9aGPU\u914d\u7f6e\u6642,\u9700\u8981\u8003\u616e\u9019\u4e9b\u57fa\u790e\u8a2d\u65bd\u56e0\u7d20:<\/p>\n<ul>\n<li>\u4f9b\u96fb\u9700\u6c42:<br \/>\n        <code>\u7e3d\u529f\u7387 = gpu\u6578\u91cf * \u6700\u5927gpu\u529f\u7387 * 1.2<\/code>\n    <\/li>\n<li>\u6bcf\u6a5f\u67b6\u6240\u9700\u7684\u51b7\u537b\u80fd\u529b<\/li>\n<li>\u7db2\u8def\u983b\u5bec\u9700\u6c42:<br \/>\n        <code>\u6700\u5c0f\u983b\u5bec = gpu\u6578\u91cf * \u8cc7\u6599\u5927\u5c0f * \u66f4\u65b0\u983b\u7387<\/code>\n    <\/li>\n<li>PCIe\u62d3\u64b2\u512a\u5316<\/li>\n<\/ul>\n<h2>\u9032\u968e\u64f4\u5c55\u8003\u616e\u56e0\u7d20<\/h2>\n<p>\u4e86\u89e3\u64f4\u5c55\u6548\u7387\u5c0d\u5927\u898f\u6a21\u90e8\u7f72\u81f3\u95dc\u91cd\u8981\u3002GPU\u6578\u91cf\u8207\u6548\u80fd\u4e4b\u9593\u7684\u95dc\u4fc2\u4e26\u4e0d\u7e3d\u662f\u7dda\u6027\u7684:<\/p>\n<pre class=\"code\">\r\n\u64f4\u5c55\u6548\u7387 = (N\u500bGPU\u7684\u6548\u80fd) \/ (N * \u55aeGPU\u6548\u80fd)\r\n\u76ee\u6a19\u6548\u7387 >= 0.85\u4ee5\u5be6\u73fe\u6210\u672c\u6548\u76ca\u64f4\u5c55\r\n<\/pre>\n<h2>\u6210\u672c\u6548\u76ca\u5206\u6790\u6846\u67b6<\/h2>\n<p>\u8003\u616e\u4ee5\u4e0bGPU\u57fa\u790e\u8a2d\u65bd\u6295\u8cc7\u898f\u5283\u6c7a\u7b56\u77e9\u9663:<\/p>\n<table class=\"cost-analysis\" style=\"border: 1px solid #dee2e6; border-collapse: collapse;\">\n<tr>\n<th style=\"border: 1px solid #dee2e6; padding: 12px; background-color: #f8f9fa;\">\u914d\u7f6e<\/th>\n<th style=\"border: 1px solid #dee2e6; padding: 12px; background-color: #f8f9fa;\">\u8cc7\u6e90\u6295\u8cc7<\/th>\n<th style=\"border: 1px solid #dee2e6; padding: 12px; background-color: #f8f9fa;\">\u71df\u904b\u8003\u616e\u56e0\u7d20<\/th>\n<th style=\"border: 1px solid #dee2e6; padding: 12px; background-color: #f8f9fa;\">\u6548\u80fd\u64f4\u5c55<\/th>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">\u55ae\u500b\u9ad8\u7aefGPU<\/td>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">\u57fa\u790e\u6295\u8cc7\u55ae\u4f4d<\/td>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">\u6a19\u6e96\u71df\u904b\u6210\u672c<\/td>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">1x (\u57fa\u6e96)<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">4x GPU\u914d\u7f6e<\/td>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">4x\u57fa\u790e\u6295\u8cc7<\/td>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">3.5x\u71df\u904b\u6210\u672c<\/td>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">3.6x\u6548\u80fd<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">8x GPU\u914d\u7f6e<\/td>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">8x\u57fa\u790e\u6295\u8cc7<\/td>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">6x\u71df\u904b\u6210\u672c<\/td>\n<td style=\"border: 1px solid #dee2e6; padding: 12px;\">7.2x\u6548\u80fd<\/td>\n<\/tr>\n<\/table>\n<div class=\"highlight-box\">\n<h3>\u4f01\u696d\u90e8\u7f72\u7684\u984d\u5916\u8003\u616e\u56e0\u7d20<\/h3>\n<p>\u5728\u64f4\u5c55\u4f01\u696d\u61c9\u7528\u7684GPU\u57fa\u790e\u8a2d\u65bd\u6642,\u8acb\u8003\u616e\u9019\u4e9b\u95dc\u9375\u56e0\u7d20:<\/p>\n<ul>\n<li>\u9ad8\u53ef\u7528\u6027\u8981\u6c42: \u70ba\u95dc\u9375\u5de5\u4f5c\u8ca0\u8f09\u5be6\u65bdN+1\u5197\u9918<\/li>\n<li>\u707d\u96e3\u5fa9\u539f\u898f\u5283: GPU\u8cc7\u6e90\u7684\u5730\u7406\u5206\u5e03<\/li>\n<li>\u5408\u898f\u6027\u548c\u5b89\u5168\u6027: \u8cc7\u6599\u4e2d\u5fc3\u8a8d\u8b49\u8981\u6c42<\/li>\n<li>\u670d\u52d9\u7b49\u7d1a\u5354\u8b70: \u6548\u80fd\u4fdd\u8b49\u548c\u6b63\u5e38\u904b\u884c\u6642\u9593\u627f\u8afe<\/li>\n<\/ul>\n<\/div>\n<h2>\u5de5\u4f5c\u8ca0\u8f09\u512a\u5316\u7b56\u7565<\/h2>\n<p>\u9032\u968e\u5de5\u4f5c\u8ca0\u8f09\u512a\u5316\u6280\u8853\u53ef\u4ee5\u986f\u8457\u63d0\u9ad8GPU\u4f7f\u7528\u7387:<\/p>\n<ul>\n<li>\u52d5\u614b\u6279\u6b21\u5927\u5c0f:<br \/>\n        <code>\u6700\u4f73\u6279\u6b21 = min(\u6700\u5927\u8a18\u61b6\u9ad4\u6279\u6b21, \u8655\u7406\u91cf\u6279\u6b21)<\/code>\n    <\/li>\n<li>\u8a18\u61b6\u9ad4\u7ba1\u7406:\n<ul>\n<li>\u68af\u5ea6\u6aa2\u67e5\u9ede<\/li>\n<li>\u555f\u52d5\u91cd\u8a08\u7b97<\/li>\n<li>\u8a18\u61b6\u9ad4\u9ad8\u6548\u6ce8\u610f\u529b\u6a5f\u5236<\/li>\n<\/ul>\n<\/li>\n<li>\u591aGPU\u901a\u8a0a:\n<ul>\n<li>\u74b0\u5f62\u5168\u6b78\u7d04\u5be6\u73fe<\/li>\n<li>\u968e\u5c64\u901a\u8a0a\u6a21\u5f0f<\/li>\n<li>\u983b\u5bec\u611f\u77e5\u6392\u7a0b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>GPU\u57fa\u790e\u8a2d\u65bd\u7684\u672a\u4f86\u898f\u5283<\/h2>\n<p>\u8003\u616e\u9019\u4e9b\u672a\u4f86\u64f4\u5c55\u6a21\u5f0f:<\/p>\n<ul>\n<li>\u6c34\u5e73\u64f4\u5c55\u5bb9\u91cf:<br \/>\n        <code>\u672a\u4f86\u6700\u5927gpu\u6578 = \u76ee\u524dgpu\u6578 * (1 + \u6210\u9577\u7387)^\u898f\u5283\u5e74\u6578<\/code>\n    <\/li>\n<li>\u96fb\u529b\u57fa\u790e\u8a2d\u65bd\u9918\u91cf: \u6700\u5c1125%<\/li>\n<li>\u51b7\u537b\u7cfb\u7d71\u53ef\u64f4\u5c55\u6027<\/li>\n<li>\u7db2\u8def\u67b6\u69cb\u9748\u6d3b\u6027<\/li>\n<\/ul>\n<h2>\u76e3\u63a7\u548c\u512a\u5316\u5de5\u5177<\/h2>\n<p>\u5be6\u65bd\u9019\u4e9b\u76e3\u63a7\u6307\u6a19\u4ee5\u5be6\u73fe\u6700\u4f73GPU\u4f7f\u7528\u7387:<\/p>\n<ul>\n<li>GPU\u8a18\u61b6\u9ad4\u4f7f\u7528:<br \/>\n        <code>\u4f7f\u7528\u7387 = \u5df2\u5206\u914d\u8a18\u61b6\u9ad4 \/ \u7e3d\u8a18\u61b6\u9ad4<\/code>\n    <\/li>\n<li>\u8a08\u7b97\u4f7f\u7528\u7387:<br \/>\n        <code>\u8a08\u7b97\u6548\u7387 = \u5be6\u969bFLOPS \/ \u7406\u8ad6\u5cf0\u503cFLOPS<\/code>\n    <\/li>\n<li>\u529f\u7387\u6548\u7387:<br \/>\n        <code>\u6bcf\u74e6\u6548\u80fd = \u8655\u7406\u91cf \/ \u529f\u8017<\/code>\n    <\/li>\n<\/ul>\n<h2>\u7d50\u8ad6\u548c\u5be6\u65bd\u6e05\u55ae<\/h2>\n<p>\u60a8\u7684GPU\u914d\u7f6e\u7b56\u7565\u61c9\u8a72\u662f\u8cc7\u6599\u9a45\u52d5\u548c\u6709\u689d\u7406\u7684\u3002\u8acb\u9075\u5faa\u6b64\u5be6\u65bd\u6e05\u55ae:<\/p>\n<ol>\n<li>\u5c0d\u76ee\u524d\u5de5\u4f5c\u8ca0\u8f09\u9032\u884c\u57fa\u6e96\u6e2c\u8a66<\/li>\n<li>\u8a08\u7b97\u7406\u8ad6\u9700\u6c42<\/li>\n<li>\u70ba\u6210\u9577\u589e\u52a020%\u958b\u92b7<\/li>\n<li>\u900f\u904e\u5c0f\u898f\u6a21\u6e2c\u8a66\u9a57\u8b49<\/li>\n<li>\u57fa\u65bc\u5be6\u969b\u4f7f\u7528\u60c5\u6cc1\u76e3\u63a7\u548c\u8abf\u6574<\/li>\n<\/ol>\n<p>\u7121\u8ad6\u60a8\u662f\u70baAI\u8a13\u7df4\u3001\u6e32\u67d3\u5de5\u4f5c\u8ca0\u8f09\u9084\u662f\u8907\u96dc\u8a08\u7b97\u4efb\u52d9\u914d\u7f6e\u4f3a\u670d\u5668,\u6b63\u78ba\u7684GPU\u8a08\u7b97\u548c\u914d\u7f6e\u5c0d\u65bc\u5be6\u73fe\u6700\u4f73\u6548\u80fd\u548c\u6210\u672c\u6548\u76ca\u90fd\u81f3\u95dc\u91cd\u8981\u3002\u5efa\u8b70\u8aee\u8a62GPU\u4f3a\u670d\u5668\u79df\u7528\u548c\u4f3a\u670d\u5668\u8a17\u7ba1\u5c08\u5bb6,\u6839\u64da\u9019\u4e9b\u8a08\u7b97\u5fae\u8abf\u60a8\u7684\u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u78ba\u5b9a\u7f8e\u570b\u4f3a\u670d\u5668\u79df\u7528\u7684\u6700\u4f73GPU\u6578\u91cf\u4e0d\u50c5\u50c5\u662f\u95dc\u65bc\u6700\u5927\u5316\u786c\u9ad4\u6548\u80fd &#8211; \u800c\u662f\u5728\u8a08\u7b97\u80fd\u529b\u3001\u6210\u672c\u6548\u76ca\u548c\u53ef\u64f4\u5c55 [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/calculate-the-required-gpu-count-based-on-business-needs\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":11,"featured_media":21363,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[268],"tags":[],"class_list":["post-21367","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge-tc"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u6839\u64da\u696d\u52d9\u9700\u6c42\u8a08\u7b97\u4f3a\u670d\u5668\u6240\u9700\u7684GPU\u6578\u91cf\uff1f<\/title>\n<meta name=\"description\" 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