{"id":11340,"date":"2025-11-06T17:11:48","date_gmt":"2025-11-06T09:11:48","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=11340"},"modified":"2025-11-06T17:11:51","modified_gmt":"2025-11-06T09:11:51","slug":"manage-gpu-effectively","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/manage-gpu-effectively","title":{"rendered":"\u4f01\u696d\u5c0e\u5165 AI\uff0c\u5982\u4f55\u6709\u6548\u76e3\u63a7\u8207\u7ba1\u7406 GPU \u8cc7\u6e90\uff1f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u96a8\u8457\u751f\u6210\u5f0f AI\uff08GenAI\uff09\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6d6a\u6f6e\u5e2d\u6372\u5168\u7403\uff0c\u4f01\u696d\u5c0d AI \u7b97\u529b\u57fa\u790e\u8a2d\u65bd\u7684\u9700\u6c42\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u589e\u9577\u3002\u7136\u800c\uff0cIT \u90e8\u9580\u5728\u8cfc\u5165\u66f4\u591a GPU \u8cc7\u4ee5\u52a0\u901f\u5c0e\u5165 AI \u5c08\u6848\u7684\u540c\u6642\uff0c\u537b\u666e\u904d\u9762\u81e8\u8cc7\u6e90\u96e3\u4ee5\u7ba1\u7406\u7684\u56f0\u5883\uff0c\u4e3b\u8981\u70ba\u4e09\u5927\u75db\u9ede\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4e0d\u540c\u54c1\u724c GPU \u96e3\u4ee5\u540c\u6642\u7d0d\u7ba1\uff1a <\/strong>\u4f01\u696d\u6b77\u53f2\u63a1\u8cfc\u7684 GPU \u4f86\u81ea NVIDIA\u3001AMD \u7b49\u4e0d\u540c\u54c1\u724c\uff0c\u4e26\u4e14\u5206\u6563\u5728\u5404\u90e8\u9580\uff0c\u9019\u4e9b\u7570\u8cea\u786c\u9ad4\u96e3\u4ee5\u96c6\u4e2d\u7d71\u4e00\u7ba1\u7406\u3001\u8abf\u5ea6\u548c\u76e3\u63a7\uff0c\u5c0e\u81f4\u7b97\u529b\u5206\u6563\u3002<\/li>\n\n\n\n<li><strong>\u8cc7\u6e90\u5206\u914d\u4e0d\u5747\uff1a<\/strong> \u96e3\u4ee5\u7cbe\u78ba\u8ffd\u8e64\u54ea\u500b\u90e8\u9580\u3001\u54ea\u500b\u5c08\u6848\u4f7f\u7528\u4e86\u591a\u5c11 GPU 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class=\"wp-block-heading\">1. \u786c\u9ad4\u5c64\u7d1a\u7684\u6df1\u5ea6\u76e3\u6e2c\uff08\u5373\u6642\u5065\u5eb7\u8207\u6548\u80fd\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f\u78ba\u4fdd AI \u7cfb\u7d71\u80fd\u9ad8\u6548\u57f7\u884c\u7684\u57fa\u790e\uff0c\u5c08\u6ce8\u65bc\u5e95\u5c64\u786c\u9ad4\u548c\u8edf\u9ad4\u7684\u904b\u4f5c\u72c0\u6cc1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u904b\u7b97\u8cc7\u6e90\uff1a<\/strong> \u76e3\u63a7 GPU\u3001CPU\u3001\u8a18\u61b6\u9ad4\u548c\u7db2\u8def\u7b49\u786c\u9ad4\u8cc7\u6e90\u7684\u4f7f\u7528\u7387\u3001\u8ca0\u8f09\u548c\u6eab\u5ea6\uff0c\u4ee5\u78ba\u4fdd\u904b\u7b97\u80fd\u529b\u5145\u8db3\u4e14\u6c92\u6709\u74f6\u9838\u3002<\/li>\n\n\n\n<li><strong>\u5132\u5b58\u8cc7\u6e90\uff1a<\/strong> \u8ffd\u8e64\u5132\u5b58\u7a7a\u9593\u7684\u5bb9\u91cf\u3001\u8b80\u5beb\u901f\u5ea6\u548c\u5099\u4efd\u72c0\u614b\uff0c\u78ba\u4fdd AI \u6a21\u578b\u548c\u9f90\u5927\u7684\u8a13\u7df4\u6578\u64da\u80fd\u88ab\u59a5\u5584\u5132\u5b58\u548c\u5b58\u53d6\u3002<\/li>\n\n\n\n<li><strong>\u7cfb\u7d71\u7a69\u5b9a\u6027\uff1a<\/strong> \u76e3\u63a7\u7cfb\u7d71\u6b63\u5e38\u904b\u4f5c\u6642\u9593\uff08Uptime\uff09\u3001\u670d\u52d9\u53ef\u7528\u6027\u53ca\u932f\u8aa4\u7387\uff0c\u4ee5\u4fbf\u5728\u7cfb\u7d71\u6545\u969c\u6216\u6548\u80fd\u4e0b\u964d\u6642\u53ca\u6642\u8b66\u793a\u3002<\/li>\n\n\n\n<li><strong>\u6210\u672c\u7ba1\u7406\uff1a<\/strong> \u8ffd\u8e64\u904b\u7b97\u8cc7\u6e90\uff08\u5982 GPU \u4f7f\u7528\uff09\u7684\u8cbb\u7528\uff0c\u5e6b\u52a9\u4f01\u696d\u63a7\u5236\u6210\u672c\u4e26\u6700\u4f73\u5316\u8cc7\u6e90\u5206\u914d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5c08\u6848\u8207\u7528\u6236\u7684\u7528\u91cf\u8ffd\u8e64\uff08\u516c\u5e73\u8207\u8a08\u8cbb\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u591a\u79df\u6236\uff08Multi-Tenant\uff09\u7684\u4f01\u696d\u74b0\u5883\u4e2d\uff0c\u8cc7\u6e90\u7684\u516c\u5e73\u5206\u914d\u5f88\u91cd\u8981\uff0c\u6709\u6548\u7684\u76e3\u63a7\u7cfb\u7d71\u8981\u80fd\u5920\u7cbe\u78ba\u8a18\u9304\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8cc7\u6e90\u914d\u984d\uff08Quota\uff09\uff1a<\/strong> \u70ba\u4e0d\u540c\u90e8\u9580\u6216\u5c08\u6848\u9810\u8a2d\u8cc7\u6e90\u4e0a\u9650\u3002<\/li>\n\n\n\n<li><strong>\u8cc7\u6e90\u4f7f\u7528\u6642\u9593\uff1a<\/strong> \u7cbe\u6e96\u8a08\u7b97 GPU-Hour\uff0c\u70ba\u5167\u90e8\u8a08\u50f9\u6216\u8cc7\u6e90\u5206\u914d\u63d0\u4f9b\u900f\u660e\u7684\u6578\u64da\u3002<\/li>\n\n\n\n<li><strong>\u5373\u6642\u8ffd\u8e64\uff1a<\/strong> \u638c\u63e1\u6bcf\u500b\u7528\u6236\u7576\u524d\u6b63\u5728\u904b\u884c\u7684\u4efb\u52d9\u8207\u4f54\u7528\u7684 GPU \u6578\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u5de5\u4f5c\u8ca0\u8f09\u7684\u5373\u6642\u72c0\u614b\uff08MLOps \u6d41\u7a0b\u512a\u5316\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u76e3\u63a7\u4e0d\u50c5\u662f\u770b\u786c\u9ad4\u5065\u5eb7\uff0c\u66f4\u8981\u670d\u52d9\u65bc MLOps \u6d41\u7a0b\u3002\u76e3\u63a7\u5de5\u5177\u5fc5\u9808\u8207 Kubernetes\/Docker \u7b49\u5bb9\u5668\u5316\u5e95\u5c64\u7dca\u5bc6\u6574\u5408\uff0c\u5373\u6642\u53cd\u994b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4efb\u52d9\u6392\u968a\u6642\u9593\uff1a<\/strong>\u4e86\u89e3\u8cc7\u6e90\u74f6\u9838\u9ede\u3002<\/li>\n\n\n\n<li><strong>\u74b0\u5883\u90e8\u7f72\u901f\u5ea6\uff1a<\/strong>\u78ba\u4fdd\u958b\u767c\u8005\u80fd\u5feb\u901f\u9032\u5165\u5de5\u4f5c\u72c0\u614b\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">AI-Stack\uff1aAI \u57fa\u790e\u8a2d\u65bd\u7ba1\u7406\u89e3\u6c7a\u65b9\u6848<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6578\u4f4d\u7121\u9650\u7684 AI-Stack 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