{"id":12657,"date":"2026-03-06T13:22:09","date_gmt":"2026-03-06T05:22:09","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=11779"},"modified":"2026-03-12T23:24:50","modified_gmt":"2026-03-12T15:24:50","slug":"gpu-roi","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/gpu-roi","title":{"rendered":"\u4f01\u696d\u5c0e\u5165 AI \u7684\u96b1\u5f62\u6210\u672c\uff1aGPU \u9592\u7f6e\u7387\u7684 ROI \u8a08\u7b97"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>\u4f60\u7684 GPU \u4f3a\u670d\u5668\uff0c\u6bcf\u5929\u71d2\u6389\u591a\u5c11\u9322\uff1f<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u5c0e\u5165 AI \u6642\uff0c\u6700\u5bb9\u6613\u88ab\u770b\u898b\u7684\u6210\u672c\u662f\u786c\u9ad4\u63a1\u8cfc\uff1a\u4e00\u53f0\u642d\u8f09 NVIDIA H100 \u7684\u4f3a\u670d\u5668\u8981\u50f9\u6578\u767e\u842c\uff0cDGX \u7cfb\u7d71\u66f4\u53ef\u80fd\u4e0a\u5343\u842c\u3002\u9019\u4e9b\u6578\u5b57\u6703\u51fa\u73fe\u5728\u63a1\u8cfc\u55ae\u4e0a\uff0c\u6703\u7d93\u904e\u5c64\u5c64\u7c3d\u6838\uff0c\u6bcf\u500b\u4eba\u90fd\u77e5\u9053\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u6709\u4e00\u7b46\u66f4\u5927\u7684\u6210\u672c\uff0c\u5e7e\u4e4e\u6c92\u6709\u4eba\u5728\u8ffd\u8e64\uff1a<strong>GPU \u9592\u7f6e\u7684\u6a5f\u6703\u6210\u672c\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u64da\u696d\u754c\u8abf\u67e5\u8207\u5be6\u969b\u5c0e\u5165\u7d93\u9a57\uff0c\u591a\u6578\u4f01\u696d\u7684 GPU \u5e73\u5747\u4f7f\u7528\u7387\u843d\u5728 30% \u81f3 40%\u3002\u9019\u4ee3\u8868\u6bcf\u82b1 100 \u842c\u8cb7\u7684\u7b97\u529b\uff0c\u6709 60 \u5230 70 \u842c\u7684\u50f9\u503c\u9577\u671f\u8655\u65bc\u6c89\u7761\u72c0\u614b\u3002\u5b83\u4e0d\u6703\u51fa\u73fe\u5728\u640d\u76ca\u8868\u4e0a\uff0c\u4e0d\u6703\u89f8\u767c\u4efb\u4f55\u8b66\u5831\uff0c\u4f46\u5b83\u6bcf\u4e00\u5929\u90fd\u5728\u767c\u751f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u7bc7\u6587\u7ae0\u6703\u5e36\u4f60\u7528\u4e00\u5957\u7c21\u55ae\u7684\u6846\u67b6\uff0c\u8a08\u7b97\u4f60\u7684 GPU \u9592\u7f6e\u5230\u5e95\u6d6a\u8cbb\u4e86\u591a\u5c11\u9322\uff0c\u4ee5\u53ca\u6539\u5584\u5230\u4ec0\u9ebc\u7a0b\u5ea6\u624d\u503c\u5f97\u6295\u8cc7\u4e00\u500b\u7ba1\u7406\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7b2c\u4e00\u6b65\uff1a\u7b97\u51fa\u4f60\u7684 GPU \u771f\u5be6\u6210\u672c<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8a08\u7b97\u9592\u7f6e\u6210\u672c\u4e4b\u524d\uff0c\u4f60\u9700\u8981\u5148\u77e5\u9053\u300c\u4e00\u5f35 GPU \u4e00\u5e74\u8981\u82b1\u591a\u5c11\u9322\u300d\u3002\u5f88\u591a\u4f01\u696d\u53ea\u770b\u786c\u9ad4\u8cfc\u5165\u50f9\uff0c\u4f46 GPU \u7684\u771f\u5be6\u6210\u672c\u9060\u4e0d\u6b62\u5982\u6b64\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GPU \u5e74\u5316\u7e3d\u6301\u6709\u6210\u672c\uff08TCO\uff09= \u786c\u9ad4\u6298\u820a + \u96fb\u529b + \u6a5f\u623f\u7a7a\u9593 + IT \u4eba\u529b + \u7dad\u8b77\u5408\u7d04<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u7528\u4e00\u500b\u5e38\u898b\u7684\u4f01\u696d\u5834\u666f\u8a66\u7b97\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8a2d\u4f60\u7684\u516c\u53f8\u63a1\u8cfc\u4e86 <strong>4 \u53f0 GPU \u4f3a\u670d\u5668<\/strong>\uff0c\u6bcf\u53f0\u642d\u8f09 4 \u5f35 NVIDIA A100\uff08\u5171 16 \u5f35 GPU\uff09\uff0c\u9019\u662f\u4e2d\u578b\u4f01\u696d AI \u5718\u968a\u5e38\u898b\u7684\u914d\u7f6e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6210\u672c\u9805\u76ee<\/th><th>\u5e74\u5316\u91d1\u984d\uff08\u55ae\u53f0\u4f30\u7b97\uff09<\/th><th>4 \u53f0\u5408\u8a08<\/th><\/tr><\/thead><tbody><tr><td>\u786c\u9ad4\u6298\u820a\uff08\u4ee5 5 \u5e74\u6524\u63d0\uff0c\u6bcf\u53f0 NT$500 \u842c\uff09<\/td><td>NT$100 \u842c<\/td><td>NT$400 \u842c<\/td><\/tr><tr><td>\u96fb\u529b\u6210\u672c\uff08\u542b\u51b7\u537b\uff0c\u6bcf\u53f0\u7d04 3kW\uff0c24\/7 \u904b\u8f49\uff09<\/td><td>NT$20 \u842c<\/td><td>NT$80 \u842c<\/td><\/tr><tr><td>\u6a5f\u623f\u7a7a\u9593\uff08\u6a5f\u6ac3\u3001\u7db2\u8def\u3001UPS \u5206\u6524\uff09<\/td><td>NT$10 \u842c<\/td><td>NT$40 \u842c<\/td><\/tr><tr><td>IT \u4eba\u529b\uff08GPU \u53e2\u96c6\u7ba1\u7406\uff0c\u7d04 0.5 \u4f4d FTE \u5206\u6524\uff09<\/td><td>NT$40 \u842c<\/td><td>NT$40 \u842c<\/td><\/tr><tr><td>\u7dad\u8b77\u5408\u7d04\uff08\u786c\u9ad4\u4fdd\u56fa\u5ef6\u9577\uff09<\/td><td>NT$15 \u842c<\/td><td>NT$60 \u842c<\/td><\/tr><tr><td><strong>\u5e74\u5316 TCO \u5408\u8a08<\/strong><\/td><td><\/td><td><strong>NT$620 \u842c<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8acb\u6ce8\u610f\uff1a\u9019\u88e1\u7684\u96fb\u529b\u548c\u6a5f\u623f\u6210\u672c\u662f\u6301\u7e8c\u767c\u751f\u7684\u2014\u2014\u4e0d\u7ba1 GPU \u6709\u6c92\u6709\u5728\u8dd1\u4efb\u52d9\uff0c\u96fb\u8cbb\u548c\u7a7a\u9593\u8cbb\u7528\u7167\u4ed8\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7b2c\u4e8c\u6b65\uff1a\u628a\u9592\u7f6e\u7387\u63db\u7b97\u6210\u91d1\u984d<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e86 TCO\uff0c\u63a5\u4e0b\u4f86\u5c31\u662f\u95dc\u9375\u7684\u63db\u7b97\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5e74\u5316\u9592\u7f6e\u6210\u672c = \u5e74\u5316 TCO \u00d7 \u9592\u7f6e\u7387<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u8ff0\u914d\u7f6e\u70ba\u4f8b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><thead><tr><th>\u4f7f\u7528\u7387<\/th><th>\u9592\u7f6e\u7387<\/th><th>\u5e74\u5316\u9592\u7f6e\u6210\u672c<\/th><th>\u4e09\u5e74\u7d2f\u8a08<\/th><\/tr><\/thead><tbody><tr><td>30%\uff08\u696d\u754c\u5e38\u898b\u4f4e\u6a19\uff09<\/td><td>70%<\/td><td>NT$434 \u842c<\/td><td>NT$1,302 \u842c<\/td><\/tr><tr><td>40%\uff08\u696d\u754c\u5e73\u5747\uff09<\/td><td>60%<\/td><td>NT$372 \u842c<\/td><td>NT$1,116 \u842c<\/td><\/tr><tr><td>60%\uff08\u4e2d\u7b49\u512a\u5316\uff09<\/td><td>40%<\/td><td>NT$248 \u842c<\/td><td>NT$744 \u842c<\/td><\/tr><tr><td>90%\uff08\u5c0e\u5165\u7ba1\u7406\u5e73\u53f0\u5f8c\uff09<\/td><td>10%<\/td><td>NT$62 \u842c<\/td><td>NT$186 \u842c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e00\u500b\u6578\u5b57\u5c31\u80fd\u8aaa\u660e\u554f\u984c\uff1a\u5982\u679c\u4f60\u7684 GPU \u4f7f\u7528\u7387\u5f9e 30% \u63d0\u5347\u5230 90%\uff0c\u4e09\u5e74\u4e0b\u4f86\u7b49\u65bc\u7701\u4e0b\u8d85\u904e NT$1,100 \u842c\u7684\u9592\u7f6e\u6210\u672c\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u9084\u53ea\u662f 16 \u5f35 GPU \u7684\u898f\u6a21\u3002\u5982\u679c\u4f60\u7684\u4f01\u696d\u6709 32 \u5f35\u300164 \u5f35\u751a\u81f3\u66f4\u591a\uff0c\u9019\u500b\u6578\u5b57\u6703\u7b49\u6bd4\u653e\u5927\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7b2c\u4e09\u6b65\uff1a\u627e\u51fa\u9592\u7f6e\u7684\u6839\u56e0<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6578\u5b57\u7b97\u51fa\u4f86\u4e86\uff0c\u4f46\u8981\u6539\u5584\u9592\u7f6e\u7387\uff0c\u5fc5\u9808\u5148\u641e\u6e05\u695a GPU \u5230\u5e95\u70ba\u4ec0\u9ebc\u9592\u8457\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u64da\u5be6\u969b\u5c0e\u5165\u7d93\u9a57\uff0cGPU \u9592\u7f6e\u6642\u9593\u53ef\u4ee5\u62c6\u89e3\u70ba\u56db\u7a2e\u985e\u578b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u985e\u578b\u4e00\uff1a\u7b49\u5f85\u578b\u9592\u7f6e\uff08\u4f54\u6bd4\u6700\u9ad8\uff0c\u7d04 30-40%\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPU \u5df2\u7d93\u5206\u914d\u7d66\u7279\u5b9a\u4f7f\u7528\u8005\u6216\u5c08\u6848\uff0c\u4f46\u56e0\u70ba AI \u958b\u767c\u74b0\u5883\u9084\u6c92\u5efa\u597d\u3001\u8cc7\u6599\u9084\u6c92\u6e96\u5099\u597d\u3001\u6216\u662f\u5728\u7b49\u6392\u7a0b\uff0cGPU \u5c31\u9019\u6a23\u300c\u88ab\u4f54\u8457\u4f46\u6c92\u5728\u7528\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5178\u578b\u5834\u666f\uff1a\u7814\u7a76\u4eba\u54e1\u7533\u8acb\u4e86 GPU \u8cc7\u6e90\uff0cIT \u90e8\u9580\u82b1\u4e86\u4e00\u5230\u5169\u9031\u5efa\u7f6e\u74b0\u5883\uff0c\u9019\u6bb5\u6642\u9593 GPU \u5b8c\u5168\u9592\u7f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u985e\u578b\u4e8c\uff1a\u7368\u4f54\u578b\u9592\u7f6e\uff08\u7d04 20-30%\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4eba\u7368\u4f54\u4e00\u6574\u5f35 GPU\uff0c\u4f46\u5be6\u969b\u4efb\u52d9\u53ea\u7528\u5230 10-20% \u7684\u7b97\u529b\u3002\u5176\u9918 80% \u7121\u6cd5\u88ab\u5176\u4ed6\u4eba\u4f7f\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5178\u578b\u5834\u666f\uff1a\u7814\u7a76\u4eba\u54e1\u5728\u8dd1\u5c0f\u578b\u63a8\u8ad6\u6e2c\u8a66\uff0c\u53ea\u9700\u8981 GPU \u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u4f46\u56e0\u70ba\u6c92\u6709<a href=\"https:\/\/ai-stack.ai\/how-to-increase-gpu-utilization\">\u5207\u5272\u6a5f\u5236<\/a>\uff0c\u6574\u5f35 GPU \u88ab\u9396\u5b9a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u985e\u578b\u4e09\uff1a\u6392\u7a0b\u578b\u9592\u7f6e\uff08\u7d04 15-20%\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4efb\u52d9\u8dd1\u5b8c\u4e86\uff0c\u4f46 GPU \u6c92\u6709\u88ab\u81ea\u52d5\u91cb\u653e\u56de\u8cc7\u6e90\u6c60\u3002\u6216\u8005\u96e2\u5cf0\u6642\u6bb5\uff08\u591c\u9593\u3001\u9031\u672b\uff09\u6c92\u6709\u6392\u7a0b\u4efb\u52d9\uff0cGPU \u7a7a\u8f49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5178\u578b\u5834\u666f\uff1a\u8a13\u7df4\u4efb\u52d9\u51cc\u6668\u4e09\u9ede\u8dd1\u5b8c\uff0c\u4f46\u4e0b\u4e00\u4f4d\u4f7f\u7528\u8005\u8981\u5230\u65e9\u4e0a\u4e5d\u9ede\u624d\u6703\u958b\u59cb\u65b0\u4efb\u52d9\u3002\u516d\u5c0f\u6642\u7684\u7a7a\u7a97\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u985e\u578b\u56db\uff1a\u5b64\u5cf6\u578b\u9592\u7f6e\uff08\u7d04 10-15%\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A \u90e8\u9580\u7684 GPU \u6eff\u8f09\u6392\u968a\uff0cB \u90e8\u9580\u7684 GPU \u9592\u7f6e\uff0c\u4f46\u56e0\u70ba\u5404\u90e8\u9580\u5404\u7ba1\u5404\u7684\u4f3a\u670d\u5668\uff0c\u8cc7\u6e90\u7121\u6cd5\u8de8\u90e8\u9580\u8abf\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5178\u578b\u5834\u666f\uff1a\u7814\u767c\u90e8\u7684 DGX \u6392\u968a\u4e09\u5929\uff0c\u4f46\u9694\u58c1 AI \u61c9\u7528\u90e8\u9580\u7684 GPU \u4f3a\u670d\u5668\u4f7f\u7528\u7387\u53ea\u6709 20%\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7b2c\u56db\u6b65\uff1a\u8a08\u7b97\u300c\u6539\u5584\u7684 ROI\u300d<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u77e5\u9053\u4e86\u9592\u7f6e\u6210\u672c\u548c\u6839\u56e0\u4e4b\u5f8c\uff0c\u6700\u95dc\u9375\u7684\u554f\u984c\u662f\uff1a<strong>\u6295\u8cc7\u4e00\u500b GPU \u7ba1\u7406\u89e3\u6c7a\u65b9\u6848\uff0c\u5212\u7b97\u55ce\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u7528\u4e00\u500b\u7c21\u55ae\u7684 ROI \u6846\u67b6\u4f86\u7b97\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>ROI = (\u5e74\u5316\u9592\u7f6e\u7bc0\u7701 &#8211; \u7ba1\u7406\u65b9\u6848\u5e74\u5316\u6210\u672c) \u00f7 \u7ba1\u7406\u65b9\u6848\u5e74\u5316\u6210\u672c \u00d7 100%<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8a2d\uff1a &#8211; \u4f60\u7684\u5e74\u5316 GPU \u9592\u7f6e\u6210\u672c\u662f NT$372 \u842c\uff08\u4f7f\u7528\u7387 40% \u7684\u60c5\u5883\uff09 &#8211; \u5c0e\u5165\u7ba1\u7406\u5e73\u53f0\u5f8c\uff0c\u4f7f\u7528\u7387\u5f9e 40% \u63d0\u5347\u5230 80% &#8211; \u7ba1\u7406\u5e73\u53f0\u7684\u5e74\u5316\u6210\u672c\uff08\u542b\u6388\u6b0a\u8cbb\u548c\u5c0e\u5165\u8cbb\u7528\u5206\u6524\uff09\u70ba NT$80 \u842c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u9ebc\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9592\u7f6e\u7387\u5f9e 60% \u964d\u5230 20%\uff0c\u5e74\u5316\u7bc0\u7701 = NT$620 \u842c \u00d7 40% = <strong>NT$248 \u842c<\/strong><\/li>\n\n\n\n<li>ROI = (248 &#8211; 80) \u00f7 80 \u00d7 100% = <strong>210%<\/strong><\/li>\n\n\n\n<li>\u56de\u6536\u671f \u2248 <strong>4 \u500b\u6708<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5373\u4f7f\u4fdd\u5b88\u4f30\u8a08\uff0c\u4f7f\u7528\u7387\u53ea\u5f9e 40% \u63d0\u5347\u5230 60%\uff08\u6539\u5584 20 \u500b\u767e\u5206\u9ede\uff09\uff0c\u5e74\u5316\u7bc0\u7701\u4ecd\u6709 NT$124 \u842c\uff0cROI \u4ecd\u7136\u6709 55%\uff0c\u56de\u6536\u671f\u7d04 8 \u500b\u6708\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95dc\u9375\u6d1e\u5bdf\uff1a\u53ea\u8981\u4f60\u7684 GPU \u53e2\u96c6\u898f\u6a21\u8d85\u904e 8 \u5f35\u5361\uff0c\u4e14\u76ee\u524d\u4f7f\u7528\u7387\u4f4e\u65bc 50%\uff0c\u6295\u8cc7\u4e00\u500b\u7ba1\u7406\u5e73\u53f0\u5e7e\u4e4e\u4e00\u5b9a\u5212\u7b97\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7b2c\u4e94\u6b65\uff1a\u4f60\u53ef\u4ee5\u81ea\u5df1\u505a\u7684\u5feb\u901f\u9ad4\u6aa2<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6c7a\u5b9a\u662f\u5426\u6295\u8cc7\u4e4b\u524d\uff0c\u4f60\u53ef\u4ee5\u5148\u7528\u4ee5\u4e0b\u4e94\u500b\u554f\u984c\u505a\u4e00\u500b\u5feb\u901f\u9ad4\u6aa2\uff0c\u8a55\u4f30\u4f60\u7684 GPU \u8cc7\u6e90\u7ba1\u7406\u73fe\u6cc1\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u554f\u984c\u4e00\uff1a\u4f60\u77e5\u9053\u73fe\u5728\u6bcf\u5f35 GPU \u7684\u5373\u6642\u4f7f\u7528\u7387\u662f\u591a\u5c11\u55ce\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u7b54\u6848\u662f\u300c\u4e0d\u78ba\u5b9a\u300d\u6216\u300c\u8981\u53bb\u770b nvidia-smi\u300d\uff0c\u4ee3\u8868\u4f60\u7f3a\u4e4f\u96c6\u4e2d\u5f0f\u7684<a href=\"https:\/\/ai-stack.ai\/manage-gpu-effectively\">\u76e3\u63a7\u6a5f\u5236<\/a>\u3002\u6c92\u6709\u6578\u64da\uff0c\u5c31\u7121\u6cd5\u7ba1\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u554f\u984c\u4e8c\uff1a\u4e00\u4f4d\u65b0\u7684\u7814\u7a76\u4eba\u54e1\u52a0\u5165\uff0c\u5f9e\u7533\u8acb GPU \u5230\u958b\u59cb\u8dd1\u7b2c\u4e00\u500b\u4efb\u52d9\uff0c\u8981\u591a\u4e45\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u8d85\u904e\u4e09\u5929\uff0c\u4ee3\u8868\u74b0\u5883\u5efa\u7f6e\u6d41\u7a0b\u6709\u512a\u5316\u7a7a\u9593\u3002\u696d\u754c\u6700\u4f73\u5be6\u8e10\u662f<a href=\"https:\/\/ai-stack.ai\/one_min_deployment\">\u4e00\u5206\u9418\u5167\u5b8c\u6210\u90e8\u7f72<\/a>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u554f\u984c\u4e09\uff1a\u4f60\u7684 GPU \u6709\u8de8\u90e8\u9580\u5171\u7528\u7684\u6a5f\u5236\u55ce\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6bcf\u500b\u90e8\u9580\u5404\u7ba1\u5404\u7684\uff0c\u5b64\u5cf6\u578b\u9592\u7f6e\u5e7e\u4e4e\u4e00\u5b9a\u5b58\u5728\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u554f\u984c\u56db\uff1a\u4e00\u5f35 GPU \u53ef\u4ee5\u540c\u6642\u5206\u7d66\u591a\u4eba\u4f7f\u7528\u55ce\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4e0d\u884c\uff0c\u4ee3\u8868\u4f60\u6c92\u6709 GPU \u5207\u5272\u6a5f\u5236\uff0c\u7368\u4f54\u578b\u9592\u7f6e\u6703\u5f88\u56b4\u91cd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u554f\u984c\u4e94\uff1a\u96e2\u5cf0\u6642\u6bb5\uff08\u591c\u9593\u3001\u9031\u672b\uff09\u6709\u81ea\u52d5\u6392\u7a0b\u7684\u8a13\u7df4\u4efb\u52d9\u55ce\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c GPU \u5728\u975e\u5de5\u4f5c\u6642\u9593\u5b8c\u5168\u7a7a\u8f49\uff0c\u4ee3\u8868\u6392\u7a0b\u578b\u9592\u7f6e\u4f54\u6bd4\u5f88\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u4e00\u500b\u300c\u5426\u300d\u7684\u7b54\u6848\uff0c\u5927\u7d04\u5c0d\u61c9 10-15% \u7684\u4f7f\u7528\u7387\u640d\u5931\u3002\u5982\u679c\u4e94\u500b\u554f\u984c\u4e2d\u6709\u4e09\u500b\u4ee5\u4e0a\u56de\u7b54\u300c\u5426\u300d\uff0c\u4f60\u7684 GPU \u4f7f\u7528\u7387\u5f88\u53ef\u80fd\u5728 40% \u4ee5\u4e0b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e0d\u53ea\u662f\u7701\u9322\uff1a\u4f7f\u7528\u7387\u63d0\u5347\u7684\u9023\u9396\u6548\u76ca<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6539\u5584 GPU \u4f7f\u7528\u7387\u4e0d\u53ea\u662f\u6e1b\u5c11\u6d6a\u8cbb\uff0c\u5b83\u9084\u6703\u5e36\u4f86\u5e7e\u500b\u7d93\u5e38\u88ab\u4f4e\u4f30\u7684\u9023\u9396\u6548\u76ca\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5ef6\u5f8c\u786c\u9ad4\u63a1\u8cfc\u3002<\/strong> \u5982\u679c\u73fe\u6709\u7684 16 \u5f35 GPU \u4f7f\u7528\u7387\u5f9e 40% \u63d0\u5347\u5230 80%\uff0c\u7b49\u65bc\u4f60\u4e0d\u82b1\u4e00\u6bdb\u9322\u5c31\u591a\u51fa\u4e86\u76f8\u7576\u65bc 6.4 \u5f35 GPU \u7684\u7b97\u529b\u3002\u9019\u53ef\u80fd\u8b93\u4f60\u5ef6\u5f8c\u4e00\u5230\u5169\u5e74\u624d\u9700\u8981\u63a1\u8cfc\u4e0b\u4e00\u6279\u786c\u9ad4\u3002\u4ee5\u6bcf\u53f0\u4f3a\u670d\u5668 NT$500 \u842c\u8a08\u7b97\uff0c\u9019\u53c8\u662f\u6578\u767e\u842c\u7684\u73fe\u91d1\u6d41\u7bc0\u7701\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7e2e\u77ed AI \u5c08\u6848\u7684\u4e0a\u7dda\u6642\u9593\u3002<\/strong> \u7576\u7814\u7a76\u4eba\u54e1\u4e0d\u518d\u9700\u8981\u6392\u968a\u7b49 GPU\u3001\u4e0d\u518d\u82b1\u5169\u9031\u5efa\u74b0\u5883\uff0cAI \u5c08\u6848\u5f9e\u6982\u5ff5\u5230\u4e0a\u7dda\u7684\u9031\u671f\u53ef\u4ee5\u5927\u5e45\u7e2e\u77ed\u3002\u9ad8\u96c4\u91ab\u5b78\u5927\u5b78\u9644\u8a2d\u91ab\u9662\u5c0e\u5165 GPU \u7ba1\u7406\u5e73\u53f0\u5f8c\uff0c\u7528\u540c\u4e00\u6279 GPU \u8cc7\u6e90\u652f\u6490\u4e86 39 \u9805 AI \u6a21\u578b\u9032\u5165\u81e8\u5e8a\u61c9\u7528\u2014\u2014\u9019\u4e0d\u662f\u9760\u8cb7\u66f4\u591a GPU\uff0c\u800c\u662f\u9760\u628a\u73fe\u6709\u8cc7\u6e90\u7ba1\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8b93\u300c\u7b97\u529b\u300d\u6210\u70ba\u53ef\u91cf\u5316\u7684 IT \u670d\u52d9\u3002<\/strong> \u6709\u4e86\u4f7f\u7528\u7387\u6578\u64da\u548c\u6210\u672c\u5206\u6524\u6a5f\u5236\uff0cIT \u90e8\u9580\u53ef\u4ee5\u50cf\u7ba1\u7406\u96f2\u7aef\u8cc7\u6e90\u4e00\u6a23\u7ba1\u7406\u5730\u7aef GPU\uff1a\u54ea\u500b\u90e8\u9580\u7528\u4e86\u591a\u5c11\u3001\u82b1\u4e86\u591a\u5c11\u3001ROI \u662f\u591a\u5c11\uff0c\u4e00\u76ee\u4e86\u7136\u3002\u9019\u8b93 GPU \u6295\u8cc7\u7684\u50f9\u503c\u53ef\u4ee5\u88ab\u8ffd\u8e64\u548c\u8b49\u660e\uff0c\u800c\u4e0d\u662f\u4e00\u7b46\u300c\u8cb7\u4e86\u5c31\u7b97\u4e86\u300d\u7684\u56fa\u5b9a\u8cc7\u7522\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e0b\u4e00\u6b65<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u9019\u7bc7\u6587\u7ae0\u8b93\u4f60\u958b\u59cb\u597d\u5947\u300c\u6211\u7684 GPU \u4f7f\u7528\u7387\u5230\u5e95\u662f\u591a\u5c11\u300d\uff0c\u4ee5\u4e0b\u662f\u5169\u500b\u53ef\u4ee5\u7acb\u5373\u63a1\u53d6\u7684\u884c\u52d5\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u81ea\u5df1\u7b97\u4e00\u904d\u3002<\/strong> \u7528\u672c\u6587\u7684 TCO \u6846\u67b6\uff0c\u586b\u5165\u4f60\u516c\u53f8\u7684\u5be6\u969b\u6578\u5b57\u3002\u5373\u4f7f\u662f\u7c97\u7565\u7684\u4f30\u7b97\uff0c\u7d50\u679c\u901a\u5e38\u4e5f\u6703\u8b93\u4eba\u9a5a\u8a1d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d22\u53d6\u5b8c\u6574\u89e3\u6c7a\u65b9\u6848\u3002<\/strong> AI-Stack \u662f\u5c08\u70ba\u4f01\u696d AI \u57fa\u790e\u8a2d\u65bd\u8a2d\u8a08\u7684 GPU \u8cc7\u6e90\u8abf\u5ea6\u8207\u7ba1\u7406\u5e73\u53f0\uff0c\u6db5\u84cb\u5373\u6642\u76e3\u63a7\u3001<a href=\"https:\/\/ai-stack.ai\/how-to-increase-gpu-utilization\">GPU \u5207\u5272\u8207\u805a\u5408<\/a>\u3001\u5bb9\u5668\u5316\u74b0\u5883\u90e8\u7f72\u3001\u8de8\u90e8\u9580\u8cc7\u6e90\u8abf\u5ea6\u7b49\u529f\u80fd\u3002\u7d22\u53d6\u300aAI-Stack \u5b8c\u6574\u89e3\u6c7a\u65b9\u6848\u300b\uff0c\u5167\u542b<a href=\"https:\/\/ai-stack.ai\/ai-stack-architecture\">\u6280\u8853\u67b6\u69cb<\/a>\u3001GPU \u5207\u5272\u805a\u5408\u539f\u7406\u53ca\u4f01\u696d\u5c0e\u5165\u6848\u4f8b\u3002 \u2192 <a href=\"https:\/\/ai-stack.ai\/contact\">\u7d22\u53d6\u65b9\u6848<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u5ef6\u4f38\u95b1\u8b80\uff1a<\/em> &#8211; <a href=\"https:\/\/ai-stack.ai\/how-to-increase-gpu-utilization\">\u4f01\u696d\u5c0e\u5165 AI\uff0c\u5982\u4f55\u63d0\u5347 GPU \u4f7f\u7528\u7387\uff1f<\/a> &#8211; <a href=\"https:\/\/ai-stack.ai\/ai-stack-architecture\">AI-Stack \u67b6\u69cb\u5168\u9762\u89e3\u6790\uff1a\u4e09\u5c64\u67b6\u69cb\u8207\u6838\u5fc3\u529f\u80fd<\/a> &#8211; <a href=\"https:\/\/ai-stack.ai\/one_min_deployment\">1 \u5206\u9418\u641e\u5b9a AI \u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u74b0\u5883\u5efa\u7f6e<\/a> &#8211; <a href=\"https:\/\/ai-stack.ai\/manage-gpu-effectively\">\u4f01\u696d\u5c0e\u5165 AI\uff0c\u5982\u4f55\u6709\u6548\u76e3\u63a7\u8207\u7ba1\u7406 GPU \u8cc7\u6e90\uff1f<\/a> &#8211; <a href=\"https:\/\/ai-stack.ai\/what-is-ai-infrastructure\">\u4ec0\u9ebc\u662f AI \u57fa\u790e\u8a2d\u65bd\uff1f\u6982\u5ff5\u89e3\u6790<\/a> &#8211; <a href=\"https:\/\/ai-stack.ai\/whats-gaas\">\u4ec0\u9ebc\u662f GPU-as-a-Service\uff08GaaS\uff09\uff1f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u7684 GPU \u4f3a\u670d\u5668\uff0c\u6bcf\u5929\u71d2\u6389\u591a\u5c11\u9322\uff1f \u4f01\u696d\u5c0e\u5165 AI \u6642\uff0c\u6700\u5bb9\u6613\u88ab\u770b\u898b\u7684\u6210\u672c\u662f\u786c\u9ad4\u63a1\u8cfc\uff1a\u4e00\u53f0\u642d\u8f09 NVIDIA H100 \u7684\u4f3a\u670d\u5668\u8981\u50f9\u6578\u767e\u842c\uff0cDGX 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