{"id":2932,"date":"2026-03-08T16:16:24","date_gmt":"2026-03-08T08:16:24","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2932"},"modified":"2026-03-08T16:16:24","modified_gmt":"2026-03-08T08:16:24","slug":"%e3%80%8cgpu%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%a7%9f%e7%94%a8%e3%80%8d%e6%96%b0%e7%8e%a9%e6%b3%95%ef%bc%9a%e7%a7%92%e7%ba%a7%e7%ab%9e%e4%bb%b7%e5%b8%82%e5%9c%ba%e5%8d%b3%e5%b0%86%e4%b8%8a%e7%ba%bf","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2932","title":{"rendered":"\u300cGPU\u670d\u52a1\u5668\u79df\u7528\u300d\u65b0\u73a9\u6cd5\uff1a\u79d2\u7ea7\u7ade\u4ef7\u5e02\u573a\u5373\u5c06\u4e0a\u7ebf\uff0c\u661f\u5b87\u667a\u7b97\u628a\u95f2\u65f6\u7b97\u529b\u4ef7\u683c\u518d\u6253\u4e0b\u676550%"},"content":{"rendered":"
\"\u300cGPU\u670d\u52a1\u5668\u79df\u7528\u300d\u65b0\u73a9\u6cd5\uff1a\u79d2\u7ea7\u7ade\u4ef7\u5e02\u573a\u5373\u5c06\u4e0a\u7ebf\uff0c\u661f\u5b87\u667a\u7b97\u628a\u95f2\u65f6\u7b97\u529b\u4ef7\u683c\u518d\u6253\u4e0b\u676550%\"<\/figure>\n
\n

\u80cc\u666f\u8d44\u8baf\uff1a2024 \u5e74\u5168\u7403 AI \u7b97\u529b\u652f\u51fa\u9884\u8ba1\u7a81\u7834 1850 \u4ebf\u7f8e\u5143\uff0c\u5176\u4e2d 62% \u6d41\u5411\u201c\u79bb\u7ebf\u8bad\u7ec3\u3001\u6e32\u67d3\u3001\u6570\u636e\u6e05\u6d17\u201d\u7b49\u53ef\u5bb9\u9519\u573a\u666f\u3002\u5982\u4f55\u5728\u4fdd\u8bc1\u6a21\u578b\u6536\u655b\u7684\u524d\u63d0\u4e0b\uff0c\u628a GPU \u670d\u52a1\u5668\u79df\u7528 \u6210\u672c\u518d\u780d\u4e00\u534a\uff0c\u6210\u4e3a\u6240\u6709 CTO \u7684\u65b0\u547d\u9898\u3002<\/p>\n<\/blockquote>\n

\u5c31\u5728\u672c\u5468\uff0c\u56fd\u5185 GPU \u4e91\u4e3b\u673a \u5708\u8fce\u6765\u4e00\u6761\u91cd\u78c5\u6d88\u606f\uff1a\u661f\u5b87\u667a\u7b97\u5373\u5c06\u4e0a\u7ebf\u201c\u7ade\u4ef7 GPU\u201d\u2014\u2014\u4e00\u79cd\u628a\u95f2\u65f6\u7b97\u529b\u50cf\u80a1\u7968\u4e00\u6837\u5b9e\u65f6\u64ae\u5408\u3001\u79d2\u7ea7\u6210\u4ea4\u7684\u65b0\u73a9\u6cd5\u3002\u5185\u90e8\u6d4b\u8bd5\u6570\u636e\u663e\u793a\uff0cRTX 4090 \u6700\u4f4e\u6210\u4ea4\u4ef7 0.3 \u5143\/\u5361\u00b7\u65f6\uff0cA100 \u4f4e\u81f3 0.9 \u5143\/\u5361\u00b7\u65f6\uff0c\u6bd4\u5e38\u89c4\u5305\u6708\u4ef7\u518d\u964d 50% \u4ee5\u4e0a\u3002\u5bf9\u79d1\u7814\u56e2\u961f\u3001\u521d\u521b\u516c\u53f8\u4e43\u81f3\u9700\u8981\u591c\u95f4\u6e32\u67d3\u7684\u52a8\u753b\u5de5\u4f5c\u5ba4\u6765\u8bf4\uff0c\u8fd9\u610f\u5473\u7740\u540c\u6837 10 \u4e07\u5143\u9884\u7b97\uff0c\u53ef\u76f4\u63a5\u628a\u8bad\u7ec3\u5468\u671f\u62c9\u957f\u4e00\u500d\uff0c\u6216\u8005\u628a\u6e32\u67d3\u5206\u8fa8\u7387\u518d\u63d0\u4e00\u6863\u3002<\/p>\n

1. \u884c\u4e1a\u9996\u521b\uff1aAWS Spot \u6a21\u5f0f\u7684\u4e2d\u56fd\u89e3\u6cd5<\/h2>\n

AWS Spot \u5b9e\u4f8b\u5728\u6d77\u5916\u65e9\u5df2\u6709\u4e4b\uff0c\u4f46\u53d7\u9650\u4e8e\u5916\u5e01\u7ed3\u7b97\u3001\u7f51\u7edc\u5ef6\u8fdf\u3001\u5408\u89c4\u6570\u636e\u51fa\u5883\u7b49\u95ee\u9898\uff0c\u56fd\u5185\u7528\u6237\u59cb\u7ec8\u201c\u770b\u5f97\u89c1\u5374\u7528\u4e0d\u4e0a\u201d\u3002\u661f\u5b87\u667a\u7b97\u501f\u9274\u5176\u6838\u5fc3\u601d\u8def\uff0c\u628a\u5e73\u53f0\u5185\u5206\u6563\u5728\u5404\u5730\u6570\u636e\u4e2d\u5fc3\u7684\u95f2\u65f6 GPU \u8282\u70b9\u805a\u5408\u6210\u4e00\u4e2a\u201c\u7ade\u4ef7\u6c60\u201d\uff0c\u7528\u6237\u53ea\u9700\u4e09\u6b65\u5165\u573a\uff1a
\n1. \u8bbe\u7f6e\u6700\u9ad8\u9650\u4ef7\uff08\u5982 A100 \u4e0d\u8d85\u8fc7 1.2 \u5143\/\u5361\u00b7\u65f6\uff09
\n2. \u9009\u62e9\u955c\u50cf\uff08PyTorch 2.2\u3001Stable Diffusion v3\u3001TensorRT \u7b49 60+ AI\u5e94\u7528 \u73af\u5883\u4e00\u952e\u5373\u914d\uff09
\n3. \u542f\u52a8\u4efb\u52a1\uff0c\u7cfb\u7edf\u6309\u79d2\u7ea7\u9897\u7c92\u5ea6\u81ea\u52a8\u64ae\u5408\u6210\u4ea4<\/p>\n

\u6574\u4e2a\u6d41\u7a0b\u65e0\u9700\u7ade\u4ef7\u811a\u672c\uff0c\u4e5f\u65e0\u9700\u76ef\u7740\u884c\u60c5\uff0c\u5e73\u53f0\u81ea\u52a8\u5e2e\u4f60\u201c\u6361\u6f0f\u201d\u3002<\/p>\n

2. \u673a\u5236\u62c6\u89e3\uff1a\u8bad\u7ec3\u4e0d\u4e2d\u65ad\u7684\u201c\u9690\u5f62\u4e4b\u624b\u201d<\/h2>\n

\u4f20\u7edf Spot \u6700\u5927\u7684\u75db\u70b9\u662f\u201c\u968f\u65f6\u88ab\u56de\u6536\u201d\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u4e09\u5c42\u673a\u5236\u628a\u8bad\u7ec3\u4e2d\u65ad\u98ce\u9669\u538b\u5230\u6700\u4f4e\uff1a
\n– 5 \u5206\u949f\u9884\u8b66\uff1a\u8282\u70b9\u56de\u6536\u524d\uff0c\u7cfb\u7edf\u4f1a\u5411\u5b9e\u4f8b\u5185 Agent \u53d1\u9001 SIGUSR1 \u4fe1\u53f7\uff0c\u540c\u65f6\u89e6\u53d1 Webhook \u5230\u7528\u6237\u81ea\u6709\u8fd0\u7ef4\u901a\u9053
\n– \u81ea\u52a8\u4fdd\u5b58\uff1a\u5e73\u53f0\u5185\u7f6e checkpoint \u811a\u672c\uff0c\u9ed8\u8ba4\u6bcf 15 \u5206\u949f\u5199\u4e00\u6b21\u6301\u4e45\u5316\u4e91\u76d8\uff1b\u9884\u8b66\u540e\u7acb\u523b\u6267\u884c final_save\uff0c\u5e73\u5747\u8017\u65f6 <30 \u79d2
\n– \u5f39\u6027\u6f02\u79fb\uff1a\u540c\u4e00\u5730\u57df\u6c60\u5185\u82e5\u6709\u65b0\u95f2\u65f6\u8282\u70b9\uff0c\u7cfb\u7edf\u4f18\u5148\u5c06\u539f\u5b9e\u4f8b\u5185\u5b58\u70ed\u8fc1\u79fb\uff0c\u5b9e\u73b0\u201c IP \u4e0d\u53d8\u3001\u4efb\u52a1\u4e0d\u65ad\u201d<\/p>\n

\u5b9e\u6d4b 72 \u5c0f\u65f6 Llama-2 70B \u9884\u8bad\u7ec3\uff0c\u56de\u6536\u6b21\u6570 2 \u6b21\uff0c\u6a21\u578b\u6536\u655b\u66f2\u7ebf\u65e0\u6296\u52a8\uff0closs \u56de\u9000 <0.2%\u3002<\/p>\n

3. \u9002\u7528\u573a\u666f\uff1a\u5bb9\u9519\u5373\u6b63\u4e49<\/h2>\n

\u7ade\u4ef7 GPU \u5e76\u975e\u5305\u6253\u5929\u4e0b\uff0c\u4ee5\u4e0b\u4e09\u7c7b\u573a\u666f\u53ef\u201c\u95ed\u773c\u4e0a\u8f66\u201d\uff1a
\n– \u79bb\u7ebf\u8bad\u7ec3\uff1a\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u3001LoRA \u5fae\u8c03\u3001\u5f3a\u5316\u5b66\u4e60 Rollout
\n– \u6570\u636e\u9884\u5904\u7406\uff1a\u4ebf\u7ea7\u56fe\u6587\u5bf9\u6e05\u6d17\u3001\u89c6\u9891\u62bd\u5e27\u3001\u97f3\u9891\u8f6c\u7801
\n– \u6e32\u67d3\u961f\u5217\uff1a3D \u52a8\u753b\u3001AIGC \u89c6\u9891\u3001NeRF \u91cd\u5efa<\/p>\n

\u53ea\u8981\u4efb\u52a1\u5177\u5907 checkpoint \u673a\u5236\uff0c\u5c31\u80fd\u628a\u6210\u672c\u538b\u5230\u6781\u9650\uff1b\u800c\u5728\u7ebf\u63a8\u7406\u3001\u91d1\u878d\u5b9e\u65f6\u98ce\u63a7\u7b49\u5bf9\u5ef6\u8fdf\u96f6\u5bb9\u5fcd\u7684\u573a\u666f\uff0c\u4ecd\u5efa\u8bae\u4f7f\u7528\u5e38\u89c4\u5305\u6708\u6216\u4e13\u5c5e\u4e91\u4e3b\u673a\u3002<\/p>\n

4. \u4ef7\u683c\u9884\u6d4b\uff1a\u628a\u201c\u95f2\u65f6\u201d\u505a\u6210\u201c\u6298\u6263\u201d<\/h2>\n

\u6839\u636e\u661f\u5b87\u667a\u7b97 6 \u6708\u5185\u6d4b\u7ade\u4ef7\u6c60 1.2 \u4ebf\u5361\u00b7\u65f6\u6570\u636e\uff0c\u4e0d\u540c\u578b\u53f7 GPU \u7684\u6700\u4f4e\u6210\u4ea4\u533a\u95f4\u5982\u4e0b\uff1a<\/p>\n\n\n\n\n\n\n\n\n
GPU \u578b\u53f7<\/th>\n\u5e38\u89c4\u6309\u91cf<\/th>\n\u7ade\u4ef7\u6700\u4f4e\u4ef7<\/th>\n\u964d\u5e45<\/th>\n<\/tr>\n<\/thead>\n
RTX 4090<\/td>\n0.68 \u5143\/\u5361\u00b7\u65f6<\/td>\n0.30 \u5143\/\u5361\u00b7\u65f6<\/td>\n56%<\/td>\n<\/tr>\n
RTX 3090 Ti<\/td>\n0.52 \u5143\/\u5361\u00b7\u65f6<\/td>\n0.25 \u5143\/\u5361\u00b7\u65f6<\/td>\n52%<\/td>\n<\/tr>\n
A100 80G<\/td>\n2.10 \u5143\/\u5361\u00b7\u65f6<\/td>\n0.90 \u5143\/\u5361\u00b7\u65f6<\/td>\n57%<\/td>\n<\/tr>\n
H100 80G<\/td>\n3.80 \u5143\/\u5361\u00b7\u65f6<\/td>\n2.00 \u5143\/\u5361\u00b7\u65f6<\/td>\n47%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5e73\u53f0\u9884\u8ba1\u6bcf\u65e5 18:00\u2013\u6b21\u65e5 09:00 \u53ca\u5468\u672b\u5168\u5929\u4e3a\u201c\u4f4e\u4ef7\u9ec4\u91d1\u6bb5\u201d\uff0c\u7528\u6237\u53ef\u8bbe\u7f6e\u201c\u4ec5\u4f4e\u4ef7\u65f6\u6bb5\u8fd0\u884c\u201d\uff0c\u628a 100B token \u7684\u9884\u8bad\u7ec3\u6210\u672c\u4ece 28 \u4e07\u5143\u76f4\u964d\u5230 12 \u4e07\u5143\u3002<\/p>\n

5. \u98ce\u9669\u4e0e\u5bf9\u7b56\uff1a\u56de\u6536\u4e0d\u53ef\u6015\uff0c\u4e22\u6570\u636e\u624d\u53ef\u6015<\/h2>\n

\u661f\u5b87\u667a\u7b97\u627f\u8bfa\uff1a\u51e1\u662f\u56e0\u5e73\u53f0\u56de\u6536\u5bfc\u81f4 checkpoint \u4e22\u5931\uff0c24 \u5c0f\u65f6\u5185\u5b8c\u6210\u8d54\u4ed8\uff1b\u540c\u65f6\u9762\u5411\u65b0\u6ce8\u518c\u7528\u6237\u63d0\u4f9b 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u53ef\u62b5\u6263\u7ea6 30 \u5361\u00b7\u65f6 RTX 4090 \u7ade\u4ef7\u8d44\u6e90\uff0c\u8db3\u591f\u8dd1\u901a\u4e00\u6b21 7B \u6a21\u578b LoRA \u8bd5\u9a8c\u3002\u5b98\u7f51\u5df2\u5f00\u653e GPU\u670d\u52a1\u5668\u79df\u7528 <\/a>\u9884\u7ea6\u901a\u9053\uff0c\u9996\u6279\u540d\u989d\u4ec5 2000 \u5e2d\uff0c\u62a2\u5b8c\u5373\u6b62\u3002<\/p>\n

6. \u7ed3\u8bba\uff1a\u7b97\u529b\u201c\u80a1\u7968\u5316\u201d\uff0c\u79d1\u7814\u9884\u7b97\u518d\u6b21\u8170\u65a9<\/h2>\n

\u5f53 GPU \u7b97\u529b\u50cf\u80a1\u7968\u4e00\u6837\u5b9e\u65f6\u4ea4\u6613\uff0c\u4ef7\u683c\u7531\u4f9b\u9700\u51b3\u5b9a\uff0c\u79d1\u7814\u56e2\u961f\u4e0d\u518d\u88ab\u201c\u5305\u6708\u95e8\u69db\u201d\u675f\u7f1a\uff0c\u4f01\u4e1a\u4e5f\u4e0d\u518d\u4e3a\u201c\u5cf0\u503c\u5197\u4f59\u201d\u4e70\u5355\u3002\u661f\u5b87\u667a\u7b97\u51ed\u501f\u904d\u5e03\u5168\u56fd\u7684 IDC \u8fb9\u7f18\u8282\u70b9\u3001PB \u7ea7\u5171\u4eab\u6570\u636e\u96c6\u3001\u4ee5\u53ca\u4e00\u952e\u5373\u73a9\u7684 AI\u5e94\u7528 \u751f\u6001\uff0c\u628a\u95f2\u65f6\u7b97\u529b\u771f\u6b63\u53d8\u6210\u4eba\u4eba\u53ef\u6361\u7684\u201c\u73b0\u91d1\u4f18\u60e0\u5238\u201d\u3002\u4e0b\u4e00\u6b21\u6a21\u578b\u8fed\u4ee3\uff0c\u4e0d\u59a8\u7528\u7701\u4e0b\u7684 50% \u9884\u7b97\uff0c\u628a\u53c2\u6570\u91cf\u518d\u7ffb\u4e00\u500d\u2014\u2014\u4e5f\u8bb8 AGI \u7684\u4e34\u95e8\u4e00\u811a\uff0c\u5c31\u85cf\u5728\u8fd9 0.3 \u5143\/\u5361\u00b7\u65f6\u7684\u89d2\u843d\u91cc\u3002<\/p>\n

\u7acb\u5373\u8bbf\u95ee\u661f\u5b87\u667a\u7b97\u5b98\u7f51<\/a>\uff0c\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u5f00\u542f\u4f60\u7684\u201c\u7ade\u4ef7 GPU\u201d\u7b2c\u4e00\u5355\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u80cc\u666f\u8d44\u8baf\uff1a2024 \u5e74\u5168\u7403 AI \u7b97\u529b\u652f\u51fa\u9884\u8ba1\u7a81\u7834 1850…<\/p>\n","protected":false},"author":2,"featured_media":2931,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2932","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":58,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2932","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=2932"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2932\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2931"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2932"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2932"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2932"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}