{"id":2226,"date":"2026-10-12T22:25:43","date_gmt":"2026-10-12T14:25:43","guid":{"rendered":"https:\/\/www.gxcom.net\/"},"modified":"2026-10-12T22:25:43","modified_gmt":"2026-10-12T14:25:43","slug":"%e6%97%a0%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8e%e5%a7%8b%e7%bb%88%e5%9c%a8%e7%ba%bf%e7%9a%84-gpu","status":"publish","type":"post","link":"https:\/\/www.gxcom.net\/zh\/%e6%97%a0%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8e%e5%a7%8b%e7%bb%88%e5%9c%a8%e7%ba%bf%e7%9a%84-gpu\/","title":{"rendered":"\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u5e38\u9a7b GPU\uff1a\u51b7\u542f\u52a8\u3001\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u5ef6\u8fdf\u53ca\u6210\u672c"},"content":{"rendered":"<p>\u90e8\u7f72\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5df2\u4e0d\u518d\u4ec5\u4ec5\u662f\u9009\u62e9\u5408\u9002\u7684GPU\u7684\u95ee\u9898\u3002GPU\u7684\u914d\u7f6e\u3001\u53ef\u7528\u6027\u7ef4\u62a4\u3001\u6269\u5c55\u4ee5\u53ca\u8ba1\u8d39\u65b9\u5f0f\uff0c\u5bf9\u5e94\u7528\u7a0b\u5e8f\u6027\u80fd\u548c\u57fa\u7840\u8bbe\u65bd\u6210\u672c\u7684\u5f71\u54cd\u540c\u6837\u91cd\u8981\u3002.<\/p>\n<p>\u5bf9\u4e8e\u5f00\u53d1\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u5e94\u7528\u3001\u6587\u6863\u5904\u7406\u7cfb\u7edf\u4ee5\u53ca\u5546\u7528\u63a8\u7406 API \u7684\u56e2\u961f\u800c\u8a00\uff0c\u9009\u62e9\u5f80\u5f80\u53d6\u51b3\u4e8e <strong>\u65e0\u670d\u52a1\u5668 GPU \u4e0e \u59cb\u7ec8\u5728\u7ebf GPU<\/strong>.<\/p>\n<p>\u65e0\u670d\u52a1\u5668 GPU \u5e73\u53f0\u53ef\u5728\u6536\u5230\u8bf7\u6c42\u65f6\u542f\u52a8\u5de5\u4f5c\u8fdb\u7a0b\uff0c\u5e76\u5728\u9700\u6c42\u6d88\u5931\u65f6\u7f29\u51cf\u89c4\u6a21\u3002\u800c\u59cb\u7ec8\u5728\u7ebf\u7684 GPU \u5b9e\u4f8b\u5219\u4fdd\u6301\u5206\u914d\u72b6\u6001\uff0c\u786e\u4fdd\u63a8\u7406\u73af\u5883\u968f\u65f6\u53ef\u7528\uff0c\u4ee5\u5904\u7406\u6301\u7eed\u7684\u6d41\u91cf\u3002.<\/p>\n<p>\u4ece\u539f\u5219\u4e0a\u8bb2\uff0c\u8fd9\u79cd\u6743\u8861\u662f\u663e\u800c\u6613\u89c1\u7684\uff1a\u65e0\u670d\u52a1\u5668\u90e8\u7f72\u53ef\u4ee5\u964d\u4f4e\u95f2\u7f6e\u8ba1\u7b97\u8d44\u6e90\u7684\u8d39\u7528\uff0c\u800c\u59cb\u7ec8\u5728\u7ebf\u7684\u57fa\u7840\u8bbe\u65bd\u5219\u53ef\u4ee5\u907f\u514d\u4ece\u96f6\u5f00\u59cb\u7684\u51b7\u542f\u52a8\uff0c\u5e76\u63d0\u4f9b\u66f4\u53ef\u9884\u6d4b\u7684\u57fa\u7840\u5bb9\u91cf\u3002.<\/p>\n<p>\u5b9e\u9645\u4e0a\uff0c\u8be5\u51b3\u7b56\u53d6\u51b3\u4e8e\u51b7\u542f\u52a8\u9891\u7387\u3001\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u3001\u83b7\u5f97\u9996\u4e2a\u4ee4\u724c\u6240\u9700\u7684\u65f6\u95f4\u3001\u5e76\u53d1\u8bf7\u6c42\u6570\u3001GPU\u5229\u7528\u7387\u3001\u6269\u5c55\u9650\u5236\u4ee5\u53ca\u8fd0\u8425\u8be5\u670d\u52a1\u7684\u603b\u6210\u672c\u3002.<\/p>\n<p>\u672c\u6307\u5357\u4ecb\u7ecd\u4e86\u8fd9\u4e24\u79cd\u90e8\u7f72\u6a21\u5f0f\uff0c\u5bf9\u6bd4\u4e86\u5b83\u4eec\u7684\u4f18\u70b9\u548c\u5c40\u9650\u6027\uff0c\u5e76\u63a2\u8ba8\u4e86\u6765\u81ea <a href=\"https:\/\/www.gxcom.net\/zh\/go\/runpod\" title=\"RunPod\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"35\" rel=\"nofollow sponsored noopener\" target=\"_blank\">RunPod<\/a>, <a href=\"https:\/\/www.gxcom.net\/zh\/go\/vast\" title=\"\u5e7f\u9614\u7684\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"36\" rel=\"nofollow sponsored noopener\" target=\"_blank\">Vast.ai<\/a>, <a href=\"https:\/\/www.gxcom.net\/zh\/go\/cherryservers\" title=\"Cherry \u670d\u52a1\u5668\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"39\" rel=\"nofollow sponsored noopener\" target=\"_blank\">Cherry \u670d\u52a1\u5668<\/a>, \uff0c\u4ee5\u53ca Vultr\u3002.<\/p>\n<p><em>\u7f16\u8f91\u65b9\u6cd5\uff1a\u672c\u6bd4\u8f83\u57fa\u4e8e\u670d\u52a1\u63d0\u4f9b\u5546\u7684\u6587\u6863\u4ee5\u53ca2026\u5e7410\u6708\u5ba1\u67e5\u8fc7\u7684\u516c\u8ba4\u63a8\u65ad\u670d\u52a1\u6982\u5ff5\u3002\u6210\u672c\u8ba1\u7b97\u4ec5\u4f9b\u8bf4\u660e\uff0c\u5e76\u975e\u670d\u52a1\u63d0\u4f9b\u5546\u7684\u62a5\u4ef7\u3002GXCOM.NET \u672a\u5bf9\u6587\u4e2d\u8ba8\u8bba\u7684\u5177\u4f53\u6258\u7ba1\u914d\u7f6e\u8fdb\u884c\u72ec\u7acb\u57fa\u51c6\u6d4b\u8bd5\u3002.<\/em><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-2227\" src=\"https:\/\/www.gxcom.net\/wp-content\/uploads\/2026\/10\/serverless-vs-always-on-gpu.jpg\" alt=\"\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u5e38\u9a7b GPU\uff1a\u51b7\u542f\u52a8\u3001\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u5ef6\u8fdf\u53ca\u6210\u672c\" width=\"1000\" height=\"563\" srcset=\"https:\/\/www.gxcom.net\/wp-content\/uploads\/2026\/10\/serverless-vs-always-on-gpu.jpg 1000w, https:\/\/www.gxcom.net\/wp-content\/uploads\/2026\/10\/serverless-vs-always-on-gpu-300x169.jpg 300w, https:\/\/www.gxcom.net\/wp-content\/uploads\/2026\/10\/serverless-vs-always-on-gpu-768x432.jpg 768w, https:\/\/www.gxcom.net\/wp-content\/uploads\/2026\/10\/serverless-vs-always-on-gpu-18x10.jpg 18w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/p>\n<h2>\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u5e38\u9a7b GPU\uff1a\u7b80\u8981\u7ed3\u8bba<\/h2>\n<p><strong>\u5f53\u63a8\u7406\u9700\u6c42\u5177\u6709\u95f4\u6b47\u6027\u3001\u4e0d\u53ef\u9884\u6d4b\u6027\u6216\u96c6\u4e2d\u5728\u77ed\u6682\u7684\u7a81\u53d1\u65f6\u6bb5\uff0c\u4e14\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u80fd\u591f\u5bb9\u5fcd\u5076\u5c14\u7684\u542f\u52a8\u5ef6\u8fdf\u65f6\uff0c\u8bf7\u9009\u62e9\u65e0\u670d\u52a1\u5668 GPU\u3002.<\/strong><\/p>\n<p><strong>\u5f53\u6d41\u91cf\u7a33\u5b9a\u3001\u5ef6\u8fdf\u8981\u6c42\u4e25\u683c\uff0c\u6216\u8005\u6301\u7eed\u7684 GPU \u5229\u7528\u7387\u8db3\u4ee5\u8bc1\u660e\u4fdd\u6301\u6a21\u578b\u9884\u70ed\u7684\u6210\u672c\u5408\u7406\u65f6\uff0c\u8bf7\u9009\u62e9\u201c\u59cb\u7ec8\u5728\u7ebf GPU\u201d\u3002.<\/strong><\/p>\n<p><strong>\u5f53\u60a8\u65e2\u9700\u8981\u53ef\u9884\u6d4b\u7684\u57fa\u51c6\u54cd\u5e94\u65f6\u95f4\uff0c\u53c8\u5e0c\u671b\u5728\u6d41\u91cf\u9ad8\u5cf0\u671f\u95f4\u6269\u5c55\u66f4\u591a\u5de5\u4f5c\u8fdb\u7a0b\u65f6\uff0c\u8bf7\u8003\u8651\u91c7\u7528\u6df7\u5408\u67b6\u6784\u3002.<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>\u56e0\u5b50<\/th>\n<th>\u65e0\u670d\u52a1\u5668 GPU<\/th>\n<th>\u59cb\u7ec8\u5f00\u542f\u7684 GPU<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u914d\u7f6e<\/td>\n<td>\u5de5\u4f5c\u8005\u6839\u636e\u9700\u6c42\u548c\u6269\u5c55\u89c4\u5219\u5f00\u59cb\u5de5\u4f5c<\/td>\n<td>\u5b9e\u4f8b\u4ecd\u5904\u4e8e\u5df2\u5206\u914d\u72b6\u6001<\/td>\n<\/tr>\n<tr>\n<td>\u51b7\u542f\u52a8<\/td>\n<td>\u5728\u5c06\u523b\u5ea6\u5f52\u96f6\u540e\u53ef\u80fd\u53d1\u751f<\/td>\n<td>\u5728\u6b63\u5e38\u7684\u5e73\u7a33\u8fd0\u884c\u671f\u95f4\u901a\u5e38\u4f1a\u907f\u514d\u8fd9\u79cd\u60c5\u51b5<\/td>\n<\/tr>\n<tr>\n<td>\u95f2\u7f6e\u8ba1\u7b97\u6210\u672c<\/td>\n<td>\u82e5\u7f29\u653e\u81f3\u96f6\uff0c\u6570\u503c\u53ef\u80fd\u8f83\u4f4e<\/td>\n<td>\u901a\u5e38\u5728\u5206\u914d\u671f\u95f4\u6301\u7eed\u8fd0\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u542f\u52a8\u5ef6\u8fdf<\/td>\n<td>\u7528\u4e8e\u51b7\u8bf7\u6c42\u7684\u53d8\u91cf<\/td>\n<td>\u5728\u9ad8\u6e29\u5e94\u7528\u4e2d\u66f4\u53ef\u9884\u6d4b<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u52a8\u7f29\u653e<\/td>\n<td>\u901a\u5e38\u5185\u7f6e\u4e8e\u5e73\u53f0\u4e2d<\/td>\n<td>\u9700\u8981\u624b\u52a8\u6216\u914d\u7f6e\u597d\u7684\u7f16\u6392<\/td>\n<\/tr>\n<tr>\n<td>\u5bb9\u91cf\u89c4\u5212<\/td>\n<td>\u5de5\u4eba\u7684\u6570\u91cf\u9650\u5236\u548c\u53ef\u7528\u6027\u5f88\u91cd\u8981<\/td>\n<td>\u9884\u7559\u5b9e\u4f8b\u5bb9\u91cf\u5f88\u91cd\u8981<\/td>\n<\/tr>\n<tr>\n<td>GPU\u5229\u7528\u7387<\/td>\n<td>\u9002\u7528\u4e8e\u9700\u6c42\u4e0d\u7a33\u5b9a\u7684\u60c5\u51b5<\/td>\n<td>\u5177\u6709\u5438\u5f15\u529b\uff0c\u9700\u6c42\u6301\u7eed\u7a33\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u8425\u63a7\u5236<\/td>\n<td>\u53d6\u51b3\u4e8e\u5e73\u53f0<\/td>\n<td>\u901a\u5e38\u5177\u6709\u66f4\u5f3a\u7684\u5b9e\u4f8b\u7ea7\u63a7\u5236\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u5178\u578b\u5e94\u7528<\/td>\n<td>\u6279\u5904\u7406\u4efb\u52a1\u3001\u95f4\u6b47\u6027API\u3001\u5f00\u53d1<\/td>\n<td>\u5b9e\u65f6\u804a\u5929\u3001\u8fde\u7eed\u63a8\u7406\u3001\u751f\u4ea7\u73af\u5883 API<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u4ec0\u4e48\u662f\u65e0\u670d\u52a1\u5668 GPU \u8ba1\u7b97\uff1f<\/h2>\n<p>\u65e0\u670d\u52a1\u5668 GPU \u8ba1\u7b97\u662f\u4e00\u79cd\u90e8\u7f72\u6a21\u5f0f\uff0c\u5728\u8be5\u6a21\u5f0f\u4e0b\uff0c\u5e73\u53f0\u8d1f\u8d23\u7ba1\u7406\u57fa\u4e8e GPU \u7684\u5de5\u4f5c\u8fdb\u7a0b\uff0c\u5e76\u6839\u636e\u5e94\u7528\u7a0b\u5e8f\u7684\u9700\u6c42\u5206\u914d\u6267\u884c\u80fd\u529b\u3002.<\/p>\n<p>\u201c\u65e0\u670d\u52a1\u5668\u201d\u4e00\u8bcd\u5e76\u4e0d\u610f\u5473\u7740\u7269\u7406\u670d\u52a1\u5668\u4f1a\u6d88\u5931\u3002\u5b83\u7684\u610f\u601d\u662f\uff0c\u5ba2\u6237\u901a\u5e38\u4e0e\u5e94\u7528\u7a0b\u5e8f\u7aef\u70b9\u6216\u6267\u884c\u5e73\u53f0\u8fdb\u884c\u4ea4\u4e92\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u7ba1\u7406\u6bcf\u4e2a GPU \u5b9e\u4f8b\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668 GPU \u8bf7\u6c42\u7684\u5de5\u4f5c\u539f\u7406<\/h3>\n<ol>\n<li>\u5ba2\u6237\u7aef\u63d0\u4ea4\u4e00\u4e2a\u63a8\u7406\u8bf7\u6c42\u3002.<\/li>\n<li>\u8be5\u5e73\u53f0\u4f1a\u68c0\u67e5\u662f\u5426\u6709\u53ef\u7528\u7684\u5de5\u4f5c\u8005\u3002.<\/li>\n<li>\u5982\u679c\u6ca1\u6709\u53ef\u7528\u7684\u5de5\u4f5c\u8005\uff0c\u8be5\u5e73\u53f0\u53ef\u80fd\u4f1a\u5206\u914d\u4e00\u540d\u3002.<\/li>\n<li>\u8be5\u5de5\u4f5c\u8005\u521d\u59cb\u5316\u5176\u8fd0\u884c\u73af\u5883\u5e76\u52a0\u8f7d\u6a21\u578b\u3002.<\/li>\n<li>GPU \u5904\u7406\u8be5\u8bf7\u6c42\u3002.<\/li>\n<li>\u8be5\u5e73\u53f0\u8fd4\u56de\u7ed3\u679c\u3002.<\/li>\n<li>\u8be5\u5458\u5de5\u53ef\u4ee5\u6682\u65f6\u4fdd\u6301\u73b0\u6709\u85aa\u8d44\u6c34\u5e73\uff0c\u6216\u6839\u636e\u653f\u7b56\u89c4\u5b9a\u8fdb\u884c\u964d\u85aa\u3002.<\/li>\n<\/ol>\n<h3>\u7f29\u653e\u81f3\u96f6<\/h3>\n<p>\u201c\u7f29\u51cf\u81f3\u96f6\u201d\u529f\u80fd\u5141\u8bb8\u7aef\u70b9\u5728\u9700\u6c42\u6d88\u5931\u540e\u91ca\u653e\u6240\u6709\u7075\u6d3b\u5de5\u3002.<\/p>\n<p>\u8fd9\u53ef\u4ee5\u5728\u957f\u65f6\u95f4\u95f2\u7f6e\u671f\u95f4\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3002.<\/p>\n<p>\u4e0d\u8fc7\uff0c\u4e0b\u4e00\u4e2a\u8bf7\u6c42\u53ef\u80fd\u9700\u8981\u7b49\u5f85\u5de5\u4f5c\u8fdb\u7a0b\u521d\u59cb\u5316\u5b8c\u6210\u3002.<\/p>\n<h3>\u70ed\u60c5\u7684\u5458\u5de5<\/h3>\n<p>\u67d0\u4e9b\u65e0\u670d\u52a1\u5668\u5e73\u53f0\u5141\u8bb8\u5ba2\u6237\u4fdd\u6301\u4e00\u5b9a\u6570\u91cf\u7684\u5de5\u4f5c\u8005\u6301\u7eed\u8fd0\u884c\u3002.<\/p>\n<p>\u8fd9\u4e9b\u5de5\u4eba\u4ecd\u53ef\u63a5\u53d7\u4efb\u52a1\u8bf7\u6c42\uff0c\u4f46\u5728\u95f2\u7f6e\u671f\u95f4\u4ecd\u4f1a\u4ea7\u751f\u8d39\u7528\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668 GPU \u4e0d\u4e00\u5b9a\u5c31\u662f\u6309\u9700 GPU<\/h3>\n<p>\u201c\u65e0\u670d\u52a1\u5668\u201d\u63cf\u8ff0\u7684\u662f\u4e00\u79cd\u6267\u884c\u548c\u6269\u5c55\u6a21\u578b\u3002\u800c\u201c\u6309\u9700\u201d\u6216\u201c\u53ef\u4e2d\u65ad\u201d\u7684 GPU \u7b97\u529b\u5219\u63cf\u8ff0\u4e86\u8d44\u6e90\u7684\u53ef\u7528\u6027\u53ca\u5b9a\u4ef7\u65b9\u6848\u3002.<\/p>\n<p>\u8fd9\u4e24\u4e2a\u6982\u5ff5\u867d\u7136\u53ef\u80fd\u6709\u91cd\u53e0\u4e4b\u5904\uff0c\u4f46\u4e0d\u80fd\u4e92\u6362\u4f7f\u7528\u3002.<\/p>\n<h2>\u4ec0\u4e48\u662f\u59cb\u7ec8\u5728\u7ebf\u7684 GPU \u670d\u52a1\u5668\uff1f<\/h2>\n<p>\u201c\u59cb\u7ec8\u5728\u7ebf\u7684 GPU \u670d\u52a1\u5668\u201d\u662f\u6307\u6301\u7eed\u5206\u914d\u7684 GPU \u5b9e\u4f8b\u6216\u4e13\u7528\u670d\u52a1\u5668\uff0c\u53ef\u968f\u65f6\u4e3a\u5e94\u7528\u7a0b\u5e8f\u5de5\u4f5c\u8d1f\u8f7d\u63d0\u4f9b\u670d\u52a1\u3002.<\/p>\n<p>\u8be5\u670d\u52a1\u5668\u53ef\u4ee5\u662f\u4e91\u7aef GPU \u865a\u62df\u673a\u3001GPU Pod \u6216\u7269\u7406\u4e13\u7528 GPU \u670d\u52a1\u5668\u3002.<\/p>\n<h3>\u6301\u4e45\u63a8\u7406\u8fc7\u7a0b<\/h3>\n<p>\u201c\u59cb\u7ec8\u5728\u7ebf\u201d\u90e8\u7f72\u53ef\u5728\u63a8\u7406\u670d\u52a1\u8fd0\u884c\u671f\u95f4\u5c06\u6a21\u578b\u4fdd\u6301\u5728 GPU \u5185\u5b58\u4e2d\u3002.<\/p>\n<p>\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u6bcf\u6b21\u8bf7\u6c42\u90fd\u52a0\u8f7d\u6a21\u578b\u6743\u91cd\u3002.<\/p>\n<h3>\u53ef\u9884\u6d4b\u7684\u57fa\u51c6\u5bb9\u91cf<\/h3>\n<p>\u5728\u5df2\u77e5 GPU \u914d\u7f6e\u7684\u60c5\u51b5\u4e0b\uff0c\u56e2\u961f\u53ef\u4ee5\u5bf9\u57fa\u51c6\u90e8\u7f72\u7684\u6700\u5927\u541e\u5410\u91cf\u548c\u5e76\u53d1\u6570\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u3002.<\/p>\n<h3>\u8fde\u7eed\u8ba1\u8d39<\/h3>\n<p>\u8bb8\u591a GPU \u57fa\u7840\u8bbe\u65bd\u4ea7\u54c1\u5728 GPU \u5b9e\u4f8b\u88ab\u5206\u914d\u671f\u95f4\u90fd\u4f1a\u6536\u53d6\u8d39\u7528\uff0c\u5373\u4f7f\u5e94\u7528\u7a0b\u5e8f\u672a\u6536\u5230\u4efb\u4f55\u8bf7\u6c42\u4e5f\u662f\u5982\u6b64\u3002.<\/p>\n<p>\u505c\u6b62\u6216\u5220\u9664\u670d\u52a1\u5668\u53ef\u80fd\u4f1a\u5bfc\u81f4\u8ba1\u7b97\u8d39\u7528\u53d1\u751f\u53d8\u5316\uff0c\u4f46\u5b58\u50a8\u548c\u5176\u4ed6\u4fdd\u7559\u7684\u8d44\u6e90\u4ecd\u53ef\u80fd\u4ea7\u751f\u8d39\u7528\u3002.<\/p>\n<h3>\u66f4\u5f3a\u7684\u57fa\u7840\u8bbe\u65bd\u63a7\u5236<\/h3>\n<p>\u59cb\u7ec8\u5728\u7ebf\u7684\u670d\u52a1\u5668\u901a\u5e38\u5728\u81ea\u5b9a\u4e49\u5bb9\u5668\u3001\u7f51\u7edc\u914d\u7f6e\u3001\u76d1\u63a7\u3001\u64cd\u4f5c\u7cfb\u7edf\u914d\u7f6e\u4ee5\u53ca\u6301\u4e45\u5316\u8fdb\u7a0b\u65b9\u9762\u63d0\u4f9b\u66f4\u5927\u7684\u7075\u6d3b\u6027\u3002.<\/p>\n<h2>\u51b7\u542f\u52a8\uff1a\u65e0\u670d\u52a1\u5668 GPU \u7684\u6700\u5927\u6743\u8861<\/h2>\n<p>\u5f53\u8bf7\u6c42\u65e0\u6cd5\u7acb\u5373\u4f7f\u7528\u5df2\u5c31\u7eea\u7684\u5de5\u4f5c\u8fdb\u7a0b\uff0c\u4e14\u5e73\u53f0\u5fc5\u987b\u521d\u59cb\u5316\u65b0\u7684\u6267\u884c\u80fd\u529b\u65f6\uff0c\u5c31\u4f1a\u53d1\u751f\u51b7\u542f\u52a8\u3002.<\/p>\n<p>\u51b7\u542f\u52a8\u884c\u4e3a\u53d6\u51b3\u4e8e\u63d0\u4f9b\u5546\u3001GPU \u53ef\u7528\u6027\u3001\u6a21\u578b\u5927\u5c0f\u3001\u5bb9\u5668\u914d\u7f6e\u3001\u7f13\u5b58\u4ee5\u53ca\u8d44\u6e90\u8c03\u5ea6\u3002.<\/p>\n<h3>\u7b2c1\u9636\u6bb5\uff1aGPU\u5de5\u4f5c\u8282\u70b9\u5206\u914d<\/h3>\n<p>\u8be5\u5e73\u53f0\u5fc5\u987b\u5b9a\u4f4d\u5408\u9002\u7684\u8ba1\u7b97\u8d44\u6e90\u5e76\u8c03\u5ea6\u4e00\u4e2a\u5de5\u4f5c\u8fdb\u7a0b\u3002.<\/p>\n<p>\u8fd0\u529b\u4e0d\u8db3\u6216\u5730\u533a\u6027\u9650\u5236\u53ef\u80fd\u4f1a\u5ef6\u957f\u7b49\u5f85\u65f6\u95f4\u3002.<\/p>\n<h3>\u7b2c 2 \u9636\u6bb5\uff1a\u5bb9\u5668\u521d\u59cb\u5316<\/h3>\n<p>\u8be5\u5de5\u4f5c\u8282\u70b9\u542f\u52a8\u5176\u5bb9\u5668\uff0c\u5e76\u51c6\u5907\u6240\u9700\u7684\u8f6f\u4ef6\u4f9d\u8d56\u9879\u3002.<\/p>\n<p>\u5927\u56fe\u7247\u548c\u8fd0\u884c\u65f6\u5b89\u88c5\u6b65\u9aa4\u53ef\u80fd\u4f1a\u5ef6\u957f\u521d\u59cb\u5316\u65f6\u95f4\u3002.<\/p>\n<h3>\u7b2c3\u9636\u6bb5\uff1a\u6a21\u578b\u6743\u91cd\u53ef\u7528\u6027<\/h3>\n<p>\u8be5\u6a21\u578b\u53ef\u80fd\u9700\u8981\u4e0b\u8f7d\u3001\u4ece\u5df2\u6302\u8f7d\u7684\u5377\u4e2d\u8bfb\u53d6\uff0c\u6216\u901a\u8fc7\u672c\u5730\u7f13\u5b58\u8bbf\u95ee\u3002.<\/p>\n<p>\u5982\u679c\u672a\u5c06\u5927\u578b\u68c0\u67e5\u70b9\u7f13\u5b58\u8d77\u6765\uff0c\u53ef\u80fd\u4f1a\u663e\u8457\u589e\u52a0\u542f\u52a8\u65f6\u95f4\u3002.<\/p>\n<h3>\u7b2c4\u9636\u6bb5\uff1a\u5c06\u6a21\u578b\u52a0\u8f7d\u5230VRAM\u4e2d<\/h3>\n<p>\u5fc5\u987b\u5c06\u6743\u91cd\u52a0\u8f7d\u5230 GPU \u5185\u5b58\u4e2d\uff0c\u5e76\u521d\u59cb\u5316\u63a8\u7406\u8fd0\u884c\u65f6\u3002.<\/p>\n<p>\u91cf\u5316\u3001\u5f20\u91cf\u5e76\u884c\u548c\u6a21\u578b\u67b6\u6784\u90fd\u4f1a\u5f71\u54cd\u8fd9\u4e00\u8fc7\u7a0b\u3002.<\/p>\n<h3>\u7b2c5\u9636\u6bb5\uff1a\u9996\u6b21\u63a8\u65ad<\/h3>\n<p>\u8be5\u5de5\u4f5c\u8fdb\u7a0b\u5904\u7406\u4e86\u63d0\u793a\uff0c\u5e76\u751f\u6210\u4e86\u7b2c\u4e00\u4e2a\u8f93\u51fa\u4ee4\u724c\u3002.<\/p>\n<p>\u67d0\u4e9b\u8fd0\u884c\u65f6\u5728\u8fdb\u5165\u6b63\u5e38\u7684\u7a33\u6001\u63a8\u7406\u4e4b\u524d\uff0c\u4e5f\u53ef\u80fd\u6267\u884c\u521d\u59cb\u5316\u6216\u7f16\u8bd1\u5de5\u4f5c\u3002.<\/p>\n<h3>\u51b7\u542f\u52a8\u7ed3\u8bba<\/h3>\n<p>\u5bf9\u4e8e\u6240\u6709\u65e0\u670d\u52a1\u5668 GPU \u5e73\u53f0\u800c\u8a00\uff0c\u5e76\u4e0d\u5b58\u5728\u901a\u7528\u7684\u51b7\u542f\u52a8\u65f6\u957f\u3002.<\/p>\n<p>\u4f7f\u7528\u5b8c\u5168\u76f8\u540c\u7684\u6a21\u578b\u3001\u56fe\u50cf\u3001GPU\u3001\u533a\u57df\u548c\u7aef\u70b9\u914d\u7f6e\uff0c\u6d4b\u91cf\u5b8c\u6574\u7684\u8bf7\u6c42\u5ef6\u8fdf\u3002.<\/p>\n<h2>\u51b7\u542f\u52a8\u4e0e\u70ed\u542f\u52a8\uff1a\u4e3a\u4f55\u8fd9\u79cd\u533a\u522b\u5f88\u91cd\u8981<\/h2>\n<p>\u4e00\u4e2a\u6696\u8bf7\u6c42\u53d1\u5230\u4e86\u5df2\u7ecf\u521d\u59cb\u5316\u4e86\u5e94\u7528\u7a0b\u5e8f\u548c\u6a21\u578b\u7684\u5de5\u4eba\u90a3\u91cc\u3002.<\/p>\n<p>\u51b7\u8bf7\u6c42\u53ef\u80fd\u5305\u62ec\u5728\u63a8\u7406\u5f00\u59cb\u524d\u7684\u57fa\u7840\u8bbe\u65bd\u8c03\u5ea6\u53ca\u521d\u59cb\u5316\u5ef6\u8fdf\u3002.<\/p>\n<h3>\u51b7\u8bf7\u6c42<\/h3>\n<p>\u7aef\u5230\u7aef\u5ef6\u8fdf\u53ef\u80fd\u5305\u62ec\u961f\u5217\u7b49\u5f85\u3001GPU \u914d\u7f6e\u3001\u5bb9\u5668\u542f\u52a8\u3001\u6a21\u578b\u52a0\u8f7d\u548c\u6a21\u578b\u6267\u884c\u3002.<\/p>\n<h3>\u8bda\u631a\u8bf7\u6c42<\/h3>\n<p>\u7aef\u5230\u7aef\u5ef6\u8fdf\u901a\u5e38\u5305\u62ec\u8def\u7531\u3001\u961f\u5217\u3001\u63d0\u793a\u5904\u7406\u4ee5\u53ca\u5728\u672a\u5b8c\u5168\u542f\u52a8\u5de5\u4f5c\u8fdb\u7a0b\u7684\u60c5\u51b5\u4e0b\u751f\u6210\u7684\u5ef6\u8fdf\u3002.<\/p>\n<h3>\u59cb\u7ec8\u5728\u7ebf\u8bf7\u6c42<\/h3>\n<p>\u59cb\u7ec8\u5904\u4e8e\u8fd0\u884c\u72b6\u6001\u7684\u63a8\u7406\u8fc7\u7a0b\u901a\u5e38\u53ef\u4ee5\u907f\u514d\u4ece\u96f6\u5f00\u59cb\u7684\u542f\u52a8\u8fc7\u7a0b\uff0c\u4f46\u8bf7\u6c42\u4ecd\u53ef\u80fd\u9047\u5230\u961f\u5217\u79ef\u538b\u3001\u7f51\u7edc\u5ef6\u8fdf\u548c\u6a21\u578b\u5904\u7406\u5ef6\u8fdf\u3002.<\/p>\n<h3>\u91cd\u8981\u533a\u522b<\/h3>\n<p>\u4e00\u4e2a\u201c\u70ed\u201d\u670d\u52a1\u5668\u5e76\u4e0d\u4e00\u5b9a\u5c31\u662f\u4e00\u53f0\u7a7a\u95f2\u670d\u52a1\u5668\u3002\u5982\u679c\u6240\u6709\u53ef\u7528\u7684\u5de5\u4f5c\u8fdb\u7a0b\u90fd\u5904\u4e8e\u5fd9\u788c\u72b6\u6001\uff0c\u8bf7\u6c42\u53ef\u80fd\u4f1a\u8fdb\u5165\u7b49\u5f85\u72b6\u6001\uff0c\u6216\u8005\u89e6\u53d1\u989d\u5916\u5bb9\u91cf\u7684\u8c03\u914d\u3002.<\/p>\n<h2>\u9996\u6b21\u751f\u6210\u4ee3\u5e01\u6240\u9700\u65f6\u95f4\uff1a\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u59cb\u7ec8\u5728\u7ebf GPU \u5bf9\u6bd4<\/h2>\n<p>\u201c\u9996\u6b21\u4ee4\u724c\u65f6\u95f4\u201d\uff08TTFT\uff09\u8861\u91cf\u7684\u662f\u7528\u6237\u4ece\u6d41\u5f0f\u8bed\u8a00\u6a21\u578b\u6536\u5230\u7b2c\u4e00\u4e2a\u751f\u6210\u7684\u4ee4\u724c\u4e4b\u524d\u9700\u8981\u7b49\u5f85\u591a\u957f\u65f6\u95f4\u3002.<\/p>\n<p>TTFT \u5bf9\u4ea4\u4e92\u5f0f\u804a\u5929\u673a\u5668\u4eba\u548c\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u800c\u8a00\u5c24\u4e3a\u91cd\u8981\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668 TTFT<\/h3>\n<p>\u65e0\u670d\u52a1\u5668 TTFT \u53ef\u80fd\u4f1a\u56e0\u8bf7\u6c42\u662f\u5230\u8fbe\u201c\u6e29\u70ed\u201d\u5de5\u4f5c\u8fdb\u7a0b\u8fd8\u662f\u89e6\u53d1\u201c\u51b7\u542f\u52a8\u201d\u800c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002.<\/p>\n<h3>\u59cb\u7ec8\u5728\u7ebf\u7684 TTFT<\/h3>\n<p>\u59cb\u7ec8\u5728\u7ebf\u7684\u90e8\u7f72\u53ef\u4ee5\u6d88\u9664\u8bf7\u6c42\u8def\u5f84\u4e2d\u4ece\u96f6\u5f00\u59cb\u7684\u5e38\u89c4\u542f\u52a8\u8fc7\u7a0b\u3002.<\/p>\n<p>\u4e0d\u8fc7\uff0c\u7531\u4e8e\u63d0\u793a\u8bcd\u8fc7\u957f\u3001\u961f\u5217\u3001GPU \u8d1f\u8f7d\u8fc7\u9ad8\u4ee5\u53ca\u7f51\u7edc\u72b6\u51b5\u7b49\u56e0\u7d20\uff0cTTFT \u4ecd\u53ef\u80fd\u589e\u52a0\u3002.<\/p>\n<h3>TTFT \u4e0e TPOT<\/h3>\n<p>TTFT \u8861\u91cf\u7684\u662f\u51fa\u73b0\u7b2c\u4e00\u4e2a\u8f93\u51fa\u4ee4\u724c\u4e4b\u524d\u7684\u5ef6\u8fdf\u3002\u6bcf\u4e2a\u8f93\u51fa\u4ee4\u724c\u6240\u9700\u65f6\u95f4\uff08TPOT\uff09\u5219\u6839\u636e\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5b9a\u4e49\u7684\u65b9\u6cd5\uff0c\u8861\u91cf\u76f8\u90bb\u4e24\u4e2a\u4ee4\u724c\u4e4b\u95f4\u7684\u751f\u6210\u65f6\u95f4\u3002.<\/p>\n<p>\u65e0\u670d\u52a1\u5668\u8bf7\u6c42\u53ef\u80fd\u4f1a\u56e0\u51b7\u542f\u52a8\u800c\u5bfc\u81f4 TTFT \u8f83\u5dee\uff0c\u4f46\u5728\u6a21\u578b\u5f00\u59cb\u89e3\u7801\u540e\uff0c\u4ee4\u724c\u751f\u6210\u901f\u5ea6\u4f1a\u6062\u590d\u6b63\u5e38\u3002.<\/p>\n<h3>\u6d4b\u91cf\u5c3e\u90e8\u5ef6\u8fdf<\/h3>\n<p>\u5e73\u5747\u5ef6\u8fdf\u53ef\u80fd\u4f1a\u63a9\u76d6\u4e00\u5c0f\u90e8\u5206\u6781\u5176\u7f13\u6162\u7684\u8bf7\u6c42\u3002.<\/p>\n<p>\u6027\u80fd\u8bc4\u4f30\u5e94\u5305\u62ec p50\u3001p95 \u548c p99 \u5ef6\u8fdf\uff0c\u5e76\u5206\u522b\u62a5\u544a\u51b7\u8bf7\u6c42\u548c\u70ed\u8bf7\u6c42\u7684\u60c5\u51b5\u3002.<\/p>\n<h2>\u4e3a\u4ec0\u4e48\u6a21\u578b\u5927\u5c0f\u4f1a\u5f71\u54cd\u51b7\u542f\u52a8<\/h2>\n<p>\u5927\u578b\u6a21\u578b\u9700\u8981\u66f4\u591a\u7684\u5185\u5b58\uff0c\u4e14\u52a0\u8f7d\u5230GPU\u5185\u5b58\u4e2d\u7684\u65f6\u95f4\u53ef\u80fd\u4f1a\u66f4\u957f\u3002.<\/p>\n<h3>\u5c0f\u91cf\u5316\u6a21\u578b<\/h3>\n<p>\u7d27\u51d1\u578b\u91cf\u5316\u6a21\u578b\u901a\u5e38\u5177\u6709\u8f83\u5c0f\u7684\u68c0\u67e5\u70b9\uff0c\u4e14\u5bf9\u663e\u5b58\u7684\u8981\u6c42\u8f83\u4f4e\u3002.<\/p>\n<h3>\u5927\u578b\u6a21\u578b<\/h3>\n<p>\u8f83\u5927\u7684\u6a21\u578b\u5728\u521d\u59cb\u5316\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u9700\u8981\u5927\u91cf\u7684\u5b58\u50a8\u5e26\u5bbd\u548cGPU\u5185\u5b58\u3002.<\/p>\n<h3>\u591aGPU\u6a21\u578b<\/h3>\n<p>\u5206\u5e03\u5728\u591a\u4e2aGPU\u4e0a\u7684\u6a21\u578b\u4f1a\u5e26\u6765\u989d\u5916\u7684\u914d\u7f6e\u548c\u521d\u59cb\u5316\u8981\u6c42\u3002.<\/p>\n<h3>\u91cf\u5316<\/h3>\n<p>\u91cf\u5316\u53ef\u4ee5\u51cf\u5c11\u6743\u91cd\u5b58\u50a8\u9700\u6c42\uff0c\u4f46\u542f\u52a8\u6027\u80fd\u4ecd\u53d6\u51b3\u4e8e\u683c\u5f0f\u3001\u8fd0\u884c\u65f6\u548c\u52a0\u8f7d\u7ba1\u9053\u3002.<\/p>\n<h3>GPU \u663e\u5b58\u9009\u62e9<\/h3>\n<p>\u5728\u6bd4\u8f83\u90e8\u7f72\u6a21\u5f0f\u4e4b\u524d\uff0c\u9009\u62e9\u8db3\u591f\u7684GPU\u5185\u5b58\u81f3\u5173\u91cd\u8981\u3002.<\/p>\n<p>\u5173\u4e8e\u6a21\u578b-\u8bb0\u5fc6\u89c4\u5212\uff0c\u8bf7\u53c2\u9605\u6211\u4eec\u7684 <a href=\"https:\/\/www.gxcom.net\/zh\/24gb-%e4%b8%8e-48gb-gpu-%e6%9c%8d%e5%8a%a1%e5%99%a8\/\">24GB \u4e0e 48GB GPU \u670d\u52a1\u5668\u7684\u5bf9\u6bd4<\/a>, \uff0c\u8be5\u7814\u7a76\u63a2\u8ba8\u4e86\u6a21\u578b\u6743\u91cd\u3001KV\u7f13\u5b58\u3001\u4e0a\u4e0b\u6587\u957f\u5ea6\u4ee5\u53ca\u5e76\u53d1\u6027\u3002.<\/p>\n<h2>\u5982\u4f55\u51cf\u5c11\u65e0\u670d\u52a1\u5668 GPU \u7684\u51b7\u542f\u52a8\u6b21\u6570<\/h2>\n<p>\u867d\u7136\u51b7\u542f\u52a8\u7684\u60c5\u51b5\u901a\u5e38\u53ef\u4ee5\u51cf\u5c11\uff0c\u4f46\u6700\u4f73\u7b56\u7565\u53d6\u51b3\u4e8e\u670d\u52a1\u63d0\u4f9b\u5546\u3002.<\/p>\n<h3>1. \u786e\u4fdd\u4e00\u540d\u6216\u591a\u540d\u5de5\u4eba\u4fdd\u6301\u6e29\u6696<\/h3>\n<p>\u4fdd\u6301\u6700\u4f4e worker \u6570\u91cf\u53ef\u4ee5\u51cf\u5c11\u7531\u8be5\u201c\u6e29\u5907\u201d\u5bb9\u91cf\u5904\u7406\u7684\u8bf7\u6c42\u7684\u542f\u52a8\u5ef6\u8fdf\u3002.<\/p>\n<p>\u5176\u4ee3\u4ef7\u662f\u9700\u8981\u5bf9\u5458\u5de5\u8fdb\u884c\u6301\u7eed\u8ba1\u8d39\u3002.<\/p>\n<h3>2. \u7f13\u5b58\u6a21\u578b\u6743\u91cd<\/h3>\n<p>\u7f13\u5b58\u7684\u6a21\u578b\u6587\u4ef6\u53ef\u4ee5\u907f\u514d\u91cd\u590d\u4e0b\u8f7d\u5927\u6587\u4ef6\u3002.<\/p>\n<h3>3. \u4f18\u5316\u5bb9\u5668\u955c\u50cf<\/h3>\n<p>\u5220\u9664\u4e0d\u5fc5\u8981\u7684\u4f9d\u8d56\u9879\uff0c\u5e76\u907f\u514d\u5728\u6bcf\u6b21\u542f\u52a8\u65f6\u5b89\u88c5\u8f6f\u4ef6\u5305\u3002.<\/p>\n<h3>4. \u4f7f\u7528\u517c\u5bb9\u7684 GPU \u7c7b\u578b<\/h3>\n<p>\u5141\u8bb8\u652f\u6301\u591a\u79cdGPU\u7c7b\u578b\uff0c\u53ef\u5728\u9996\u9009\u786c\u4ef6\u4e0d\u53ef\u7528\u65f6\u63d0\u9ad8\u5e03\u5c40\u7075\u6d3b\u6027\u3002.<\/p>\n<h3>5. \u8c03\u6574\u7a7a\u95f2\u8d85\u65f6\u65f6\u95f4<\/h3>\n<p>\u66f4\u957f\u7684\u7a7a\u95f2\u8d85\u65f6\u65f6\u95f4\u53ef\u4ee5\u51cf\u5c11\u5728\u96c6\u7fa4\u6d41\u91cf\u671f\u95f4\u53cd\u590d\u53d1\u751f\u7684\u51b7\u542f\u52a8\u3002.<\/p>\n<p>\u8fd9\u8fd8\u4f1a\u589e\u52a0\u5e26\u85aa\u5f85\u5c97\u65f6\u95f4\u3002.<\/p>\n<h3>6. \u914d\u7f6e\u81ea\u52a8\u6269\u5c55\u9608\u503c<\/h3>\n<p>\u5c3d\u65e9\u505a\u51fa\u6269\u5c55\u51b3\u7b56\uff0c\u53ef\u5728\u6d41\u91cf\u589e\u52a0\u65f6\u51cf\u5c11\u961f\u5217\u5ef6\u8fdf\u3002.<\/p>\n<h3>7. \u5355\u72ec\u6d4b\u91cf\u521d\u59cb\u5316\u8fc7\u7a0b<\/h3>\n<p>\u8ddf\u8e2a\u5bb9\u5668\u542f\u52a8\u3001\u6a21\u578b\u52a0\u8f7d\u3001\u961f\u5217\u5ef6\u8fdf\u548c\u5b9e\u9645\u63a8\u7406\u65f6\u95f4\uff0c\u4ee5\u627e\u51fa\u6700\u5927\u7684\u74f6\u9888\u3002.<\/p>\n<h2>\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u4e2d\u7684\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u5e38\u9a7b GPU \u5bf9\u6bd4<\/h2>\n<p>LLM \u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u5177\u6709\u82e5\u5e72\u7279\u5f81\uff0c\u8fd9\u4e9b\u7279\u5f81\u4f1a\u5f71\u54cd\u90e8\u7f72\u7684\u7ecf\u6d4e\u6027\u3002.<\/p>\n<h3>\u5feb\u901f\u5904\u7406<\/h3>\n<p>\u957f\u63d0\u793a\u4f1a\u589e\u52a0\u9884\u586b\u5145\u7684\u8ba1\u7b97\u91cf\uff0c\u5e76\u53ef\u80fd\u5f71\u54cdTTFT\u3002.<\/p>\n<h3>\u81ea\u56de\u5f52\u751f\u6210<\/h3>\n<p>\u8f93\u51fa\u4ee4\u724c\u662f\u6309\u987a\u5e8f\u751f\u6210\u7684\uff0c\u56e0\u6b64\u5185\u5b58\u5e26\u5bbd\u3001\u8ba1\u7b97\u80fd\u529b\u548c\u6279\u5904\u7406\u81f3\u5173\u91cd\u8981\u3002.<\/p>\n<h3>KV\u7f13\u5b58<\/h3>\n<p>\u6d3b\u52a8\u5e8f\u5217\u4f1a\u5360\u7528 GPU \u5185\u5b58\u6765\u5b58\u50a8\u4e0e\u6ce8\u610f\u529b\u76f8\u5173\u7684\u72b6\u6001\u3002.<\/p>\n<h3>\u8fde\u7eed\u6279\u6b21\u5904\u7406<\/h3>\n<p>\u63a8\u7406\u5f15\u64ce\u53ef\u4ee5\u540c\u65f6\u8c03\u5ea6\u591a\u4e2a\u6d3b\u8dc3\u8bf7\u6c42\uff0c\u4ee5\u63d0\u9ad8\u5229\u7528\u7387\u3002.<\/p>\n<h3>\u8bf7\u6c42\u91cf\u8f83\u4f4e<\/h3>\n<p>\u5f53\u8bf7\u6c42\u4ec5\u5076\u5c14\u51fa\u73b0\u65f6\uff0c\u65e0\u670d\u52a1\u5668\u90e8\u7f72\u53ef\u907f\u514d\u4e3a\u672a\u4f7f\u7528\u7684 GPU \u7b97\u529b\u4ed8\u8d39\u3002.<\/p>\n<h3>\u8bf7\u6c42\u91cf\u5927<\/h3>\n<p>\u5f53\u8bf7\u6c42\u6301\u7eed\u6d8c\u5165\u65f6\uff0c\u59cb\u7ec8\u5904\u4e8e\u8fd0\u884c\u72b6\u6001\u7684 GPU \u53ef\u80fd\u5b9e\u73b0\u66f4\u9ad8\u7684\u5229\u7528\u7387\uff0c\u5e76\u63d0\u4f9b\u66f4\u53ef\u9884\u6d4b\u7684\u5904\u7406\u80fd\u529b\u3002.<\/p>\n<h3>LLM\u63a8\u7406\u7ed3\u8bba<\/h3>\n<p>\u6700\u4f73\u90e8\u7f72\u6a21\u578b\u53d6\u51b3\u4e8e\u8bf7\u6c42\u9891\u7387\u3001\u5904\u7406\u65f6\u957f\u3001\u5ef6\u8fdf\u8981\u6c42\u4ee5\u53ca\u6210\u672c\u4e4b\u95f4\u7684\u5173\u7cfb\u3002.<\/p>\n<h2>RAG \u5e94\u7528\u4e2d\u7684\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u5e38\u9a7b GPU \u5bf9\u6bd4<\/h2>\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7cfb\u7edf\u5c06\u68c0\u7d22\u3001\u63d0\u793a\u751f\u6210\u548c\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u76f8\u7ed3\u5408\u3002.<\/p>\n<h3>\u5185\u90e8\u6587\u4ef6\u5904\u7406<\/h3>\n<p>\u5b9a\u671f\u8fdb\u884c\u7684\u6587\u6863\u5904\u7406\u548c\u5d4c\u5165\u4efb\u52a1\u53ef\u80fd\u662f\u91c7\u7528\u65e0\u670d\u52a1\u5668\u6267\u884c\u6a21\u5f0f\u7684\u7406\u60f3\u9009\u62e9\u3002.<\/p>\n<h3>\u4ea4\u4e92\u5f0f\u77e5\u8bc6\u52a9\u624b<\/h3>\n<p>\u9762\u5411\u7528\u6237\u7684\u52a9\u624b\u53ef\u80fd\u9700\u8981\u201c\u6e29\u63a8\u201d\u80fd\u529b\uff0c\u4ee5\u907f\u514d\u9996\u6b21\u54cd\u5e94\u51fa\u73b0\u4e0d\u53ef\u9884\u6d4b\u7684\u5ef6\u8fdf\u3002.<\/p>\n<h3>\u957f\u4e0a\u4e0b\u6587<\/h3>\n<p>\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\u8fc7\u5927\u4f1a\u589e\u52a0\u63d0\u793a\u8bcd\u5904\u7406\u7684\u5de5\u4f5c\u91cf\uff0c\u5e76\u53ef\u80fd\u63d0\u9ad8\u952e\u503c\u5bf9\u7f13\u5b58\u7684\u8981\u6c42\u3002.<\/p>\n<h3>RAG \u5efa\u8bae<\/h3>\n<p>\u5728\u53ef\u884c\u7684\u60c5\u51b5\u4e0b\uff0c\u5c06\u6279\u5904\u7406\u6444\u53d6\u5de5\u4f5c\u8d1f\u8f7d\u4e0e\u5bf9\u5ef6\u8fdf\u654f\u611f\u7684\u7528\u6237\u7aef\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u5206\u5f00\u3002.<\/p>\n<p>\u6df7\u5408\u8bbe\u8ba1\u53ef\u4ee5\u5229\u7528\u6309\u9700\u8c03\u7528\u7684 GPU \u8fdb\u884c\u540e\u53f0\u5904\u7406\uff0c\u5e76\u5229\u7528\u9884\u70ed\u5bb9\u91cf\u5904\u7406\u4ea4\u4e92\u5f0f\u67e5\u8be2\u3002.<\/p>\n<h2>GPU\u5229\u7528\u7387\uff1a\u6258\u7ba1\u7ecf\u6d4e\u6027\u7684\u5173\u952e<\/h2>\n<p>GPU\u5229\u7528\u7387\u662f\u51b3\u5b9a\u91c7\u7528\u65e0\u670d\u52a1\u5668\u90e8\u7f72\u8fd8\u662f\u59cb\u7ec8\u5728\u7ebf\u90e8\u7f72\u7684\u4e00\u4e2a\u4e3b\u8981\u56e0\u7d20\u3002.<\/p>\n<p>\u7136\u800c\uff0c\u4e0d\u540c\u7684\u5229\u7528\u7387\u6307\u6807\u8861\u91cf\u7684\u5185\u5bb9\u5404\u4e0d\u76f8\u540c\u3002.<\/p>\n<h3>\u8ba1\u7b97\u5229\u7528\u7387<\/h3>\n<p>GPU \u8ba1\u7b97\u5229\u7528\u7387\u8861\u91cf\u7684\u662f\u89c2\u6d4b\u671f\u95f4\u786c\u4ef6\u7684\u6d3b\u52a8\u60c5\u51b5\u3002.<\/p>\n<h3>\u53ef\u8ba1\u8d39\u5229\u7528\u7387<\/h3>\n<p>\u53ef\u8ba1\u8d39\u5229\u7528\u7387\u662f\u5c06\u4ed8\u8d39\u7684 GPU \u65f6\u95f4\u4e0e\u5b9e\u9645\u7528\u4e8e\u6267\u884c\u6709\u6548\u5de5\u4f5c\u7684\u65f6\u95f4\u8fdb\u884c\u6bd4\u8f83\u3002.<\/p>\n<h3>\u8bf7\u6c42\u5229\u7528\u7387<\/h3>\n<p>\u8bf7\u6c42\u5229\u7528\u7387\u8861\u91cf\u4e86\u53ef\u7528\u670d\u52a1\u5bb9\u91cf\u6ee1\u8db3\u5e94\u7528\u7a0b\u5e8f\u9700\u6c42\u7684\u6548\u679c\u3002.<\/p>\n<h3>\u4e3a\u4f55\u8fd9\u79cd\u533a\u5206\u5f88\u91cd\u8981<\/h3>\n<p>\u4e00\u53f0\u59cb\u7ec8\u5904\u4e8e\u8fd0\u884c\u72b6\u6001\u7684 GPU \u53ef\u80fd\u88ab\u5206\u914d 24 \u5c0f\u65f6\uff0c\u4f46\u5b9e\u9645\u5904\u7406\u8bf7\u6c42\u7684\u65f6\u95f4\u53ef\u80fd\u53ea\u6709\u51e0\u5c0f\u65f6\u3002.<\/p>\n<p>\u65e0\u670d\u52a1\u5668\u5e73\u53f0\u53ef\u4ee5\u51cf\u5c11\u8d44\u6e90\u5206\u914d\u65f6\u95f4\uff0c\u4f46\u521d\u59cb\u5316\u548c\u7a7a\u95f2\u8d85\u65f6\u4ecd\u53ef\u80fd\u4ea7\u751f\u8ba1\u8d39\u5f00\u9500\u3002.<\/p>\n<h2>\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u5e38\u9a7b GPU\uff1a\u6210\u672c\u6a21\u5f0f<\/h2>\n<p>\u4e3a\u4e86\u516c\u5e73\u5730\u6bd4\u8f83\u6210\u672c\uff0c\u5e94\u660e\u786e\u5404\u670d\u52a1\u63d0\u4f9b\u5546\u5b9e\u9645\u5f00\u5177\u7684\u8d26\u5355\u9879\u76ee\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668 GPU \u6210\u672c<\/h3>\n<p>\u4e00\u4e2a\u7b80\u5316\u7684\u65e0\u670d\u52a1\u5668\u6210\u672c\u6a21\u578b\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u65e0\u670d\u52a1\u5668\u6210\u672c = \u8ba1\u8d39\u5de5\u4f5c\u79d2\u6570 \u00d7 \u5de5\u4f5c\u5355\u4ef7 + \u5b58\u50a8\u8d39 + \u5176\u4ed6\u9002\u7528\u8d39\u7528\u3002.<\/strong><\/p>\n<p>\u6839\u636e\u5e73\u53f0\u7684\u4e0d\u540c\uff0c\u53ef\u8ba1\u8d39\u7684\u5de5\u4f5c\u4eba\u5458\u5de5\u65f6\u53ef\u80fd\u5305\u62ec\u521d\u59cb\u5316\u3001\u6267\u884c\u548c\u7a7a\u95f2\u8d85\u65f6\u671f\u95f4\u3002.<\/p>\n<h3>\u59cb\u7ec8\u5f00\u542f\u7684 GPU \u6210\u672c<\/h3>\n<p>\u4e00\u4e2a\u7b80\u5316\u7684\u201c\u59cb\u7ec8\u5728\u7ebf\u201d\u6210\u672c\u6a21\u578b\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u5e38\u9a7b\u6210\u672c = \u5206\u914d\u7684 GPU \u5c0f\u65f6\u6570 \u00d7 \u5b9e\u4f8b\u8d39\u7387 + \u5b58\u50a8\u8d39 + \u5176\u4ed6\u9002\u7528\u8d39\u7528\u3002.<\/strong><\/p>\n<h3>\u53ef\u6bd4\u6027\u8b66\u544a<\/h3>\n<p>\u540c\u4e00\u6b3eGPU\u5728\u4e0d\u540c\u4ea7\u54c1\u4e2d\u53ef\u80fd\u5177\u6709\u4e0d\u540c\u7684\u4ef7\u683c\u548c\u670d\u52a1\u7279\u6027\u3002.<\/p>\n<p>\u5728\u5e94\u7528\u6210\u672c\u8ba1\u7b97\u516c\u5f0f\u4e4b\u524d\uff0c\u8bf7\u5148\u6bd4\u8f83 GPU \u5185\u5b58\u3001\u8ba1\u7b97\u6027\u80fd\u3001\u53ef\u7528\u6027\u3001\u5b58\u50a8\u3001\u7f51\u7edc\u7b56\u7565\u548c\u652f\u6301\u670d\u52a1\u3002.<\/p>\n<h2>\u5047\u8bbe\u7684\u6bcf\u6708GPU\u6210\u672c\u5bf9\u6bd4<\/h2>\n<p>\u5047\u8bbe\u4ee5\u4e0b\u60c5\u51b5\uff0c\u8003\u8651\u4e24\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u90e8\u7f72\u65b9\u6848\uff1a<\/p>\n<ul>\n<li>\u65e0\u670d\u52a1\u5668\u5de5\u4f5c\u8fdb\u7a0b\u8d39\u7387\uff1a\u6bcf\u8ba1\u8d39\u5c0f\u65f6 $1.20\u3002.<\/li>\n<li>\u59cb\u7ec8\u542f\u7528\u7684 GPU \u901f\u7387\uff1a\u6bcf\u5206\u914d\u4e00\u5c0f\u65f6\u4e3a $0.75\u3002.<\/li>\n<li>\u4e00\u4e2a\u6708\u957f\u5ea6\uff1a720\u5c0f\u65f6\u3002.<\/li>\n<li>\u65e0\u670d\u52a1\u5668\u521d\u521b\u516c\u53f8\u4e0e\u7a7a\u95f2\u5f00\u9500\uff1a\u5728\u6709\u6548\u5904\u7406\u65f6\u95f4\u4e4b\u4e0a\u8fd8\u6709 20%\u3002.<\/li>\n<li>\u4e0d\u5305\u62ec\u4ed3\u50a8\u8d39\u53ca\u5176\u4ed6\u8d39\u7528\u3002.<\/li>\n<\/ul>\n<table>\n<thead>\n<tr>\n<th>\u6bcf\u6708\u6709\u7528\u7684 GPU \u5de5\u4f5c\u91cf<\/th>\n<th>\u65e0\u670d\u52a1\u5668\u8ba1\u8d39\u5de5\u65f6<\/th>\n<th>\u65e0\u670d\u52a1\u5668\u8ba1\u7b97\u7684\u6210\u672c<\/th>\n<th>\u5e38\u5f00\u6210\u672c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>50\u5c0f\u65f6<\/td>\n<td>60<\/td>\n<td>$72<\/td>\n<td>$540<\/td>\n<\/tr>\n<tr>\n<td>150\u5c0f\u65f6<\/td>\n<td>180<\/td>\n<td>$216<\/td>\n<td>$540<\/td>\n<\/tr>\n<tr>\n<td>300\u5c0f\u65f6<\/td>\n<td>360<\/td>\n<td>$432<\/td>\n<td>$540<\/td>\n<\/tr>\n<tr>\n<td>400\u5c0f\u65f6<\/td>\n<td>480<\/td>\n<td>$576<\/td>\n<td>$540<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><em>\u6240\u6709\u8d39\u7387\u548c\u95f4\u63a5\u8d39\u7528\u5047\u8bbe\u5747\u4e3a\u5047\u8bbe\u6027\uff0c\u5e76\u4e0d\u4ee3\u8868\u6765\u81ea <a href=\"https:\/\/www.gxcom.net\/zh\/go\/runpod\" title=\"RunPod\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"35\" rel=\"nofollow sponsored noopener\" target=\"_blank\">RunPod<\/a>, Vast.ai\u3001Cherry Servers \u6216 Vultr\u3002\u8be5\u6bd4\u8f83\u57fa\u4e8e\u4ee5\u4e0b\u5047\u8bbe\uff1a\u4e00\u53f0\u59cb\u7ec8\u5728\u7ebf\u7684 GPU \u53ef\u5728\u8981\u6c42\u7684\u670d\u52d9\u65f6\u6bb5\u5185\u5b8c\u6210\u8be5\u5de5\u4f5c\u8d1f\u8f7d\u3002.<\/em><\/p>\n<p>\u5728\u6b64\u793a\u4f8b\u4e2d\uff0c\u5f53\u6709\u6548\u5904\u7406\u91cf\u8f83\u4f4e\u65f6\uff0c\u65e0\u670d\u52a1\u5668\u90e8\u7f72\u7684\u6210\u672c\u66f4\u4f4e\uff1b\u800c\u968f\u7740\u5de5\u4f5c\u8d1f\u8f7d\u6301\u7eed\u65f6\u95f4\u7684\u589e\u52a0\uff0c\u59cb\u7ec8\u5728\u7ebf\u7684\u57fa\u7840\u8bbe\u65bd\u6210\u672c\u5219\u4f1a\u9010\u6e10\u964d\u4f4e\u3002.<\/p>\n<h2>\u5982\u4f55\u8ba1\u7b97GPU\u6210\u672c\u7684\u76c8\u4e8f\u5e73\u8861\u70b9<\/h2>\n<p>\u5f53\u65e0\u670d\u52a1\u5668\u8ba1\u7b97\u7684\u603b\u8d39\u7528\u7b49\u4e8e\u59cb\u7ec8\u5728\u7ebf\u8ba1\u7b97\u7684\u8d39\u7528\u65f6\uff0c\u5373\u8fbe\u5230\u76c8\u4e8f\u5e73\u8861\u70b9\u3002.<\/p>\n<p>\u91c7\u7528\u4e00\u4e2a\u7b80\u5316\u6a21\u578b\uff1a<\/p>\n<p><strong>\u76c8\u4e8f\u5e73\u8861\u6709\u6548\u5c0f\u65f6\u6570 = \uff08\u59cb\u7ec8\u5728\u7ebf\u7684\u5c0f\u65f6\u8d39\u7387 \u00d7 \u6bcf\u6708\u5206\u914d\u5c0f\u65f6\u6570\uff09\u00f7 \uff08\u65e0\u670d\u52a1\u5668\u7684\u5c0f\u65f6\u8d39\u7387 \u00d7 \u95f4\u63a5\u8d39\u7528\u7cfb\u6570\uff09\u3002.<\/strong><\/p>\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u5047\u8bbe\uff1a<\/p>\n<p><strong>\u76c8\u4e8f\u5e73\u8861\u70b9 = ($0.75 \u00d7 720) \u00f7 ($1.20 \u00d7 1.20) = 375 \u4e2a\u6709\u6548 GPU \u5c0f\u65f6\u3002.<\/strong><\/p>\n<p>\u8fd9\u76f8\u5f53\u4e8e\u4e00\u4e2a720\u5c0f\u65f6\u7684\u6708\u4e2d\u7684\u7ea652.1%\u3002.<\/p>\n<p>\u8fd9\u5e76\u975e\u4e00\u4e2a\u901a\u7528\u7684\u4f7f\u7528\u9608\u503c\uff0c\u800c\u662f\u8be5\u793a\u4f8b\u5f97\u51fa\u7684\u7ed3\u679c\u3002.<\/p>\n<p>\u4e0d\u540c\u7684GPU\u8d39\u7387\u3001\u5de5\u4f5c\u8282\u70b9\u6298\u6263\u3001\u6269\u5c55\u5f00\u9500\u4ee5\u53ca\u5e76\u53d1\u8981\u6c42\uff0c\u90fd\u53ef\u80fd\u663e\u8457\u6539\u53d8\u76c8\u4e8f\u5e73\u8861\u70b9\u3002.<\/p>\n<h2>\u4ea4\u4e92\u5f0f GPU \u6210\u672c\u8ba1\u7b97\u5668\uff1a\u5e94\u5305\u542b\u54ea\u4e9b\u5185\u5bb9<\/h2>\n<p>\u4e00\u4e2a\u5b9e\u7528\u7684\u6210\u672c\u8ba1\u7b97\u5668\u5e94\u5305\u542b\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<ul>\n<li>\u65e0\u670d\u52a1\u5668\u5de5\u4f5c\u8fdb\u7a0b\u8d39\u7387<\/li>\n<li>\u59cb\u7ec8\u5728\u7ebf\u5b9e\u4f8b\u8d39\u7387<\/li>\n<li>\u9884\u8ba1\u7684GPU\u6709\u6548\u5904\u7406\u65f6\u957f<\/li>\n<li>\u51b7\u542f\u52a8\u548c\u7a7a\u8f6c\u65f6\u95f4\u7684\u5f00\u9500<\/li>\n<li>\u6700\u4f4e\u6696\u5de5\u4eba\u6570<\/li>\n<li>\u6bcf\u6708\u8425\u4e1a\u65f6\u95f4<\/li>\n<li>\u6301\u4e45\u5316\u5b58\u50a8\u8d39\u7528<\/li>\n<li>\u989d\u5916\u7684\u57fa\u7840\u8bbe\u65bd\u8d39\u7528<\/li>\n<\/ul>\n<p>\u5728\u751f\u4ea7\u8ba1\u5212\u4e2d\uff0c\u8fd8\u5e94\u5c06\u6ee1\u8db3\u5ef6\u8fdf\u670d\u52a1\u7ea7\u522b\u76ee\u6807\u7684\u6210\u672c\u7eb3\u5165\u8003\u8651\u3002.<\/p>\n<h2>\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u5e38\u9a7b GPU \u7684\u5bf9\u6bd4<\/h2>\n<p>\u5e76\u53d1\u6027\u6539\u53d8\u4e86\u7ecf\u6d4e\u6548\u76ca\uff0c\u56e0\u4e3a\u4e00\u4e2a GPU \u5de5\u4f5c\u8fdb\u7a0b\u53ef\u4ee5\u540c\u65f6\u5904\u7406\u591a\u4e2a\u8bf7\u6c42\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668\u81ea\u52a8\u6269\u5c55<\/h3>\n<p>\u5f53\u961f\u5217\u6216\u8bf7\u6c42\u7387\u8d85\u8fc7\u914d\u7f6e\u7684\u9608\u503c\u65f6\uff0c\u65e0\u670d\u52a1\u5668\u5e73\u53f0\u53ef\u80fd\u4f1a\u589e\u52a0\u5de5\u4f5c\u8fdb\u7a0b\u7684\u6570\u91cf\u3002.<\/p>\n<h3>\u59cb\u7ec8\u5728\u7ebf\u7684\u6279\u5904\u7406<\/h3>\n<p>\u59cb\u7ec8\u5728\u7ebf\u7684\u63a8\u7406\u670d\u52a1\u5668\u53ef\u4ee5\u5229\u7528\u8fde\u7eed\u6279\u5904\u7406\u6765\u9ad8\u6548\u5904\u7406\u591a\u4e2a\u6d3b\u52a8\u5e8f\u5217\u3002.<\/p>\n<h3>\u6269\u5c55\u6781\u9650<\/h3>\n<p>\u6700\u5927\u5de5\u4f5c\u8fdb\u7a0b\u6570\u3001GPU \u5e93\u5b58\u3001\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u4ee5\u53ca\u8bf7\u6c42\u8d85\u65f6\u53ef\u80fd\u4f1a\u9650\u5236\u6269\u5c55\u3002.<\/p>\n<h3>\u5e76\u53d1\u7ed3\u8bba<\/h3>\n<p>\u5e94\u6bd4\u8f83\u6bcf\u79d2\u5b8c\u6210\u7684\u8bf7\u6c42\u6570\u3001p95\u5ef6\u8fdf\u3001GPU\u5185\u5b58\u4f7f\u7528\u91cf\u4ee5\u53ca\u603b\u8ba1\u8d39\u65f6\u95f4\uff0c\u800c\u4e0d\u662f\u4e00\u5473\u8ba4\u4e3a\u589e\u52a0\u5de5\u4f5c\u8fdb\u7a0b\u6570\u91cf\u603b\u80fd\u63d0\u9ad8\u6548\u7387\u3002.<\/p>\n<h2>\u5b9e\u65f6\u804a\u5929\u673a\u5668\u4eba\u4e2d\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u5e38\u9a7b GPU \u7684\u5bf9\u6bd4<\/h2>\n<p>\u4ea4\u4e92\u5f0f\u804a\u5929\u5e94\u7528\u7a0b\u5e8f\u5bf9\u9996\u6b21\u54cd\u5e94\u524d\u7684\u5ef6\u8fdf\u975e\u5e38\u654f\u611f\u3002.<\/p>\n<h3>\u6d41\u91cf\u8f83\u4f4e\u7684\u804a\u5929\u673a\u5668\u4eba<\/h3>\n<p>\u5982\u679c\u7528\u6237\u80fd\u591f\u63a5\u53d7\u5076\u5c14\u51fa\u73b0\u7684\u542f\u52a8\u5ef6\u8fdf\uff0c\u65e0\u670d\u52a1\u5668\u90e8\u7f72\u53ef\u80fd\u4f1a\u6bd4\u8f83\u7ecf\u6d4e\u3002.<\/p>\n<h3>\u9762\u5411\u5ba2\u6237\u7684\u5ba2\u670d\u673a\u5668\u4eba<\/h3>\n<p>\u5f53\u53ef\u9884\u6d4b\u7684\u54cd\u5e94\u65f6\u95f4\u81f3\u5173\u91cd\u8981\u65f6\uff0c\u91c7\u7528\u201c\u6e29\u548c\u578b\u201d\u5458\u5de5\u53ef\u80fd\u662f\u5408\u9002\u7684\u9009\u62e9\u3002.<\/p>\n<h3>\u8bbf\u95ee\u91cf\u5de8\u5927\u7684AI\u52a9\u624b<\/h3>\n<p>\u59cb\u7ec8\u5728\u7ebf\u7684\u57fa\u7840\u5bb9\u91cf\u53ef\u652f\u6301\u6301\u7eed\u7684\u6d41\u91cf\uff0c\u800c\u989d\u5916\u7684\u81ea\u52a8\u6269\u5c55\u5de5\u4f5c\u8282\u70b9\u5219\u8d1f\u8d23\u5904\u7406\u6d41\u91cf\u5cf0\u503c\u3002.<\/p>\n<h3>\u5efa\u8bae<\/h3>\n<p>\u5728\u9009\u62e9\u90e8\u7f72\u6a21\u578b\u4e4b\u524d\uff0c\u8bf7\u5b9a\u4e49 TTFT \u76ee\u6807\u5e76\u8bc4\u4f30\u51b7\u542f\u52a8\u9891\u7387\u3002.<\/p>\n<h2>\u6279\u5904\u7406\u4e2d\u7684\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u5e38\u9a7b GPU \u5bf9\u6bd4<\/h2>\n<p>\u4e0e\u4ea4\u4e92\u5f0f\u63a8\u7406\u76f8\u6bd4\uff0c\u6279\u5904\u7406\u901a\u5e38\u5bf9\u542f\u52a8\u5ef6\u8fdf\u7684\u5bb9\u5fcd\u5ea6\u66f4\u9ad8\u3002.<\/p>\n<h3>\u6587\u6863\u63d0\u53d6<\/h3>\n<p>\u8ba1\u5212\u7684\u6587\u6863\u5904\u7406\u53ef\u5728\u6709\u5de5\u4f5c\u65f6\u8fd0\u884c\u3002.<\/p>\n<h3>\u56fe\u50cf\u751f\u6210<\/h3>\n<p>\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u53ef\u80fd\u9002\u5408\u57fa\u4e8e\u961f\u5217\u7684 GPU \u6267\u884c\u3002.<\/p>\n<h3>\u5d4c\u5165<\/h3>\n<p>\u5927\u578b\u5d4c\u5165\u4efb\u52a1\u53ef\u4ee5\u5206\u6279\u5904\u7406\uff0c\u4ee5\u63d0\u9ad8\u541e\u5410\u91cf\u3002.<\/p>\n<h3>\u8ba1\u5212\u4e2d\u7684 AI \u4efb\u52a1<\/h3>\n<p>\u5728\u6267\u884c\u5468\u671f\u6027\u5206\u6790\u548c\u79bb\u7ebf\u6a21\u578b\u5904\u7406\u65f6\uff0c\u82e5\u80fd\u5728\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\u91ca\u653e GPU \u8d44\u6e90\uff0c\u53ef\u80fd\u4f1a\u5e26\u6765\u597d\u5904\u3002.<\/p>\n<h3>\u6279\u91cf\u5224\u51b3<\/h3>\n<p>\u5f53\u5904\u7406\u4efb\u52a1\u5177\u6709\u95f4\u6b47\u6027\u4e14\u542f\u52a8\u5ef6\u8fdf\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185\u65f6\uff0c\u65e0\u670d\u52a1\u5668\u67b6\u6784\u4fbf\u9887\u5177\u5438\u5f15\u529b\u3002.<\/p>\n<p>\u5bf9\u4e8e\u6301\u7eed\u8fd0\u884c\u7684\u6279\u5904\u7406\u7ba1\u9053\uff0c\u5728\u505a\u51fa\u51b3\u5b9a\u4e4b\u524d\uff0c\u8bf7\u6bd4\u8f83\u5176\u6301\u7eed\u8fd0\u884c\u7684\u5229\u7528\u7387\u548c\u541e\u5410\u91cf\u3002.<\/p>\n<h2>RunPod\uff1a\u65e0\u670d\u52a1\u5668\u5de5\u4f5c\u8fdb\u7a0b\u4e0e GPU Pod \u7684\u5bf9\u6bd4<\/h2>\n<p>RunPod \u662f\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\uff0c\u56e0\u4e3a\u5b83\u65e2\u63d0\u4f9b\u4e86\u65e0\u670d\u52a1\u5668\u63a8\u7406\u529f\u80fd\uff0c\u53c8\u63d0\u4f9b\u4e86\u6301\u4e45\u7684 GPU \u57fa\u7840\u8bbe\u65bd\u3002.<\/p>\n<h3>RunPod \u65e0\u670d\u52a1\u5668<\/h3>\n<p>RunPod Serverless \u652f\u6301\u57fa\u4e8e\u7aef\u70b9\u7684\u63a8\u7406\uff0c\u5e76\u53ef\u914d\u7f6e\u5de5\u4f5c\u8fdb\u7a0b\u7684\u5f39\u6027\u6269\u5c55\u3002.<\/p>\n<p>\u5176\u8bb0\u5f55\u5728\u6848\u7684\u5458\u5de5\u7c7b\u522b\u5305\u62ec\u201c\u5f39\u6027\u5458\u5de5\u201d\u548c\u201c\u5728\u804c\u5458\u5de5\u201d\u3002.<\/p>\n<h3>\u7075\u6d3b\u5de5\u4f5c\u8005<\/h3>\n<p>\u5f39\u6027\u5de5\u4f5c\u8005\u5728\u7a7a\u95f2\u65f6\u53ef\u7f29\u51cf\u81f3\u96f6\uff0c\u4ece\u800c\u51cf\u5c11\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\u7684\u8ba1\u7b97\u8d44\u6e90\u5206\u914d\u3002.<\/p>\n<h3>\u5728\u804c\u5458\u5de5<\/h3>\n<p>\u5373\u4f7f\u6ca1\u6709\u6b63\u5728\u5904\u7406\u7684\u8bf7\u6c42\uff0c\u6d3b\u52a8\u4e2d\u7684\u5de5\u4f5c\u8005\u4ecd\u4f1a\u7ee7\u7eed\u8fd0\u884c\u5e76\u4ea7\u751f\u8d39\u7528\u3002.<\/p>\n<p>\u5b83\u4eec\u53ef\u4ee5\u4e3a\u5bf9\u5ef6\u8fdf\u654f\u611f\u7684\u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u7a33\u5b9a\u7684\u57fa\u7840\u5904\u7406\u80fd\u529b\u3002.<\/p>\n<h3>RunPod GPU \u8ba1\u7b97\u96c6\u7fa4<\/h3>\n<p>GPU Pods \u63d0\u4f9b\u4e86\u4e00\u4e2a\u9002\u5408\u5f00\u53d1\u3001\u81ea\u5b9a\u4e49\u5e94\u7528\u7a0b\u5e8f\u548c\u957f\u671f\u8fd0\u884c\u7684\u5de5\u4f5c\u8d1f\u8f7d\u7684\u6301\u4e45\u6027 GPU \u73af\u5883\u3002.<\/p>\n<h3>\u54ea\u6b3eRunPod\u4ea7\u54c1\u9002\u5408\u60a8\uff1f<\/h3>\n<p>\u5f53\u7aef\u70b9\u6269\u5c55\u548c\u57fa\u4e8e\u9700\u6c42\u7684\u6267\u884c\u81f3\u5173\u91cd\u8981\u65f6\uff0c\u8bf7\u4f7f\u7528\u65e0\u670d\u52a1\u5668\u67b6\u6784\u3002.<\/p>\n<p>\u5f53\u6301\u4e45\u6027\u57fa\u7840\u8bbe\u65bd\u63a7\u5236\u548c\u6301\u7eed\u5de5\u4f5c\u8d1f\u8f7d\u66f4\u4e3a\u91cd\u8981\u65f6\uff0c\u8bf7\u4f7f\u7528 Pod\u3002.<\/p>\n<p>\u5982\u9700\u4e86\u89e3\u66f4\u591a\u8be6\u60c5\uff0c\u8bf7\u9605\u8bfb\u6211\u4eec\u7684 <a href=\"https:\/\/www.gxcom.net\/zh\/runpod-%e6%97%a0%e6%9c%8d%e5%8a%a1%e5%99%a8-gpu-%e8%af%84%e6%b5%8b\/\">RunPod \u65e0\u670d\u52a1\u5668 GPU \u8bc4\u6d4b<\/a>.<\/p>\n<h2>Vast.ai \u7528\u4e8e GPU \u63a8\u7406\u6258\u7ba1<\/h2>\n<p>Vast.ai \u8fd0\u8425\u7740\u4e00\u4e2a GPU \u79df\u8d41\u5e73\u53f0\uff0c\u8be5\u5e73\u53f0\u63d0\u4f9b\u5404\u79cd\u786c\u4ef6\u3001\u4e3b\u673a\u89c4\u683c\u548c\u79df\u8d41\u6761\u4ef6\u3002.<\/p>\n<p>\u5bf9\u4e8e\u5bfb\u6c42\u7075\u6d3b\u7684 GPU \u5b9e\u4f8b\u548c\u5177\u6709\u7ade\u4e89\u529b\u7684\u5e02\u573a\u9009\u62e9\u7684\u56e2\u961f\u800c\u8a00\uff0c\u8fd9\u53ef\u80fd\u5177\u6709\u53c2\u8003\u4ef7\u503c\u3002.<\/p>\n<h3>\u6301\u7eed\u7684 GPU \u5de5\u4f5c\u8d1f\u8f7d<\/h3>\n<p>Vast.ai \u5b9e\u4f8b\u53ef\u7528\u4e8e\u8bc4\u4f30\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u63a8\u7406\u8fc7\u7a0b\u3001\u5b9e\u9a8c\u4ee5\u53ca\u81ea\u5b9a\u4e49\u90e8\u7f72\u3002.<\/p>\n<h3>\u5e02\u573a\u8003\u91cf<\/h3>\n<p>\u9700\u8981\u4ed4\u7ec6\u5ba1\u67e5\u786c\u4ef6\u53ef\u7528\u6027\u3001\u4e3b\u673a\u53ef\u9760\u6027\u3001\u5b58\u50a8\u3001\u7f51\u7edc\u4ee5\u53ca\u4e2d\u65ad\u60c5\u51b5\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668\u6280\u672f\u5bf9\u6bd4<\/h3>\n<p>\u4e0d\u8981\u4ee5\u4e3a\u79df\u4e00\u95f4 <a href=\"https:\/\/www.gxcom.net\/zh\/go\/vast\" title=\"\u5e7f\u9614\u7684\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"36\" rel=\"nofollow sponsored noopener\" target=\"_blank\">Vast.ai GPU<\/a> \u8be5\u5b9e\u4f8b\u4f1a\u81ea\u52a8\u63d0\u4f9b\u4e0e\u6258\u7ba1\u5f0f\u65e0\u670d\u52a1\u5668\u4ea7\u54c1\u76f8\u540c\u7684\u201c\u7f29\u653e\u81f3\u96f6\u201d\u7aef\u70b9\u884c\u4e3a\u3002.<\/p>\n<p>\u5982\u9700\u4e86\u89e3\u5404\u670d\u52a1\u63d0\u4f9b\u5546\u7684\u5177\u4f53\u4fe1\u606f\uff0c\u8bf7\u9605\u8bfb\u6211\u4eec\u7684 <a href=\"https:\/\/www.gxcom.net\/zh\/vast-ai-gpu-%e5%b8%82%e5%9c%ba%e8%af%84%e6%b5%8b\/\">Vast.ai GPU \u5e02\u573a\u8bc4\u6d4b<\/a>.<\/p>\n<h2>\u7528\u4e8e\u4e13\u7528 GPU \u57fa\u7840\u8bbe\u65bd\u7684 Cherry \u670d\u52a1\u5668<\/h2>\n<p>Cherry Servers \u63d0\u4f9b\u4e13\u7528\u57fa\u7840\u8bbe\u65bd\u4ea7\u54c1\u53ca\u4e0e GPU \u76f8\u5173\u7684\u914d\u7f6e\u65b9\u6848\u3002.<\/p>\n<p>\u5bf9\u4e8e\u8fd0\u884c\u6301\u7eed\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u4e14\u80fd\u4ece\u7269\u7406\u786c\u4ef6\u63a7\u5236\u6216\u957f\u671f\u57fa\u7840\u8bbe\u65bd\u89c4\u5212\u4e2d\u83b7\u76ca\u7684\u7ec4\u7ec7\u800c\u8a00\uff0c\u8fd9\u53ef\u80fd\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002.<\/p>\n<h3>\u6f5c\u5728\u4f18\u52bf<\/h3>\n<ul>\n<li>\u4e13\u7528\u57fa\u7840\u8bbe\u65bd\u9009\u9879<\/li>\n<li>\u53ef\u5b9a\u5236\u7684\u670d\u52a1\u5668\u73af\u5883<\/li>\n<li>\u53ef\u80fd\u9002\u5408\u6301\u7eed\u7684 GPU \u5de5\u4f5c\u8d1f\u8f7d<\/li>\n<li>\u5bf9\u9009\u5b9a\u7684\u786c\u4ef6\u914d\u7f6e\u62e5\u6709\u66f4\u5927\u7684\u63a7\u5236\u6743<\/li>\n<\/ul>\n<h3>\u91cd\u8981\u6ce8\u610f\u4e8b\u9879<\/h3>\n<p>\u5fc5\u987b\u5bf9\u6240\u9009\u4ea7\u54c1\u7684GPU\u5e93\u5b58\u3001\u53ef\u7528\u5185\u5b58\u3001\u6240\u5728\u5730\u3001\u5408\u540c\u6761\u6b3e\u53ca\u652f\u6301\u8303\u56f4\u8fdb\u884c\u6838\u5b9e\u3002.<\/p>\n<h2>Vultr \u7528\u4e8e\u4e91\u7aef GPU \u90e8\u7f72<\/h2>\n<p>Vultr \u9664\u4e86\u63d0\u4f9b\u901a\u7528\u578b\u4e91\u57fa\u7840\u8bbe\u65bd\u5916\uff0c\u8fd8\u63d0\u4f9b\u4e91 GPU \u4ea7\u54c1\u3002.<\/p>\n<p>\u5bf9\u4e8e\u5e0c\u671b\u5728\u73b0\u6709\u7684\u4e91\u7f51\u7edc\u548c\u81ea\u52a8\u5316\u73af\u5883\u4e2d\u90e8\u7f72 GPU \u5de5\u4f5c\u8d1f\u8f7d\u7684\u7ec4\u7ec7\u800c\u8a00\uff0c\u8fd9\u53ef\u80fd\u5177\u6709\u53c2\u8003\u4ef7\u503c\u3002.<\/p>\n<h3>\u4e91\u7aef GPU \u7684\u6ce8\u610f\u4e8b\u9879<\/h3>\n<p>\u8bc4\u4f30\u5177\u4f53\u7684 GPU \u578b\u53f7\u3001\u652f\u6301\u7684\u533a\u57df\u3001\u5b9e\u4f8b\u751f\u547d\u5468\u671f\u3001\u8ba1\u8d39\u65b9\u5f0f\u4ee5\u53ca\u90e8\u7f72\u5de5\u5177\u3002.<\/p>\n<h3>\u59cb\u7ec8\u5728\u7ebf\u7684\u4f7f\u7528\u573a\u666f<\/h3>\n<p>\u5f53\u4e91 GPU \u5b9e\u4f8b\u7684\u6027\u80fd\u548c\u603b\u6210\u672c\u6ee1\u8db3\u5e94\u7528\u7a0b\u5e8f\u8981\u6c42\u65f6\uff0c\u5b83\u4eec\u53ef\u80fd\u9002\u5408\u7528\u4e8e\u6301\u4e45\u6027\u63a8\u7406\u670d\u52a1\u3002.<\/p>\n<h3>\u4ea7\u54c1\u7279\u8272<\/h3>\n<p>\u9664\u975e\u6240\u9009\u4ea7\u54c1\u63d0\u4f9b\u4e86\u6240\u9700\u7684\u7aef\u70b9\u548c\u5f39\u6027\u6269\u5c55\u529f\u80fd\uff0c\u5426\u5219\u4e0d\u5e94\u81ea\u52a8\u5c06\u4e91 GPU \u57fa\u7840\u8bbe\u65bd\u63cf\u8ff0\u4e3a\u201c\u65e0\u670d\u52a1\u5668\u63a8\u7406\u201d\u3002.<\/p>\n<h2>\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u4e13\u7528 GPU \u6258\u7ba1\u5bf9\u6bd4<\/h2>\n<p>\u65e0\u670d\u52a1\u5668\u6267\u884c\u548c\u4e13\u7528\u786c\u4ef6\u5206\u522b\u89e3\u51b3\u4e86\u4e0d\u540c\u7684\u57fa\u7840\u8bbe\u65bd\u95ee\u9898\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668\u67b6\u6784\u7684\u4f18\u52bf<\/h3>\n<p>\u65e0\u670d\u52a1\u5668\u5e73\u53f0\u53ef\u4ee5\u51cf\u5c11\u57fa\u7840\u8bbe\u65bd\u7684\u7ba1\u7406\u5de5\u4f5c\uff0c\u5e76\u91ca\u653e\u95f2\u7f6e\u7684\u6267\u884c\u80fd\u529b\u3002.<\/p>\n<h3>\u4e13\u7528GPU\u7684\u4f18\u52bf<\/h3>\n<p>\u4e13\u7528 GPU \u670d\u52a1\u5668\u53ef\u63d0\u4f9b\u6301\u4e45\u7684\u786c\u4ef6\u8bbf\u95ee\u6743\u9650\uff0c\u5e76\u652f\u6301\u4e13\u95e8\u7684\u957f\u671f\u8fd0\u884c\u5de5\u4f5c\u8d1f\u8f7d\u3002.<\/p>\n<h3>\u6210\u672c\u5dee\u5f02<\/h3>\n<p>\u95f4\u6b47\u6027\u9700\u6c42\u53ef\u80fd\u66f4\u9002\u5408\u57fa\u4e8e\u9700\u6c42\u7684\u6267\u884c\u65b9\u5f0f\uff0c\u800c\u6301\u7eed\u5229\u7528\u5219\u53ef\u80fd\u66f4\u9002\u5408\u91c7\u7528\u6301\u7eed\u5206\u914d\u7684 GPU\u3002.<\/p>\n<p>\u5173\u4e8e\u66f4\u5e7f\u6cdb\u7684\u57fa\u7840\u8bbe\u65bd\u51b3\u7b56\uff0c\u8bf7\u53c2\u9605\u6211\u4eec\u7684 <a href=\"https:\/\/www.gxcom.net\/zh\/%e4%ba%91gpu%e4%b8%8e%e4%b8%93%e7%94%a8gpu%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%af%b9%e6%af%94\/\">\u4e91GPU\u4e0e\u4e13\u7528GPU\u670d\u52a1\u5668\u7684\u5bf9\u6bd4<\/a>.<\/p>\n<h2>\u6df7\u5408 GPU \u67b6\u6784\uff1a\u9884\u70ed\u57fa\u7ebf\u52a0\u81ea\u52a8\u7f29\u653e<\/h2>\n<p>\u6df7\u5408\u90e8\u7f72\u5c06\u6301\u7eed\u53ef\u7528\u7684\u57fa\u7ebf\u5bb9\u91cf\u4e0e\u57fa\u4e8e\u9700\u6c42\u7684\u5f39\u6027\u6269\u5c55\u76f8\u7ed3\u5408\u3002.<\/p>\n<h3>\u57fa\u5c42\u5de5\u4f5c\u4eba\u5458<\/h3>\n<p>\u4e00\u4e2a\u6216\u591a\u4e2a\u201c\u70ed\u201d\u5de5\u4f5c\u8fdb\u7a0b\u5904\u7406\u5e38\u89c4\u6d41\u91cf\uff0c\u65e0\u9700\u6267\u884c\u4ece\u96f6\u5f00\u59cb\u7684\u4f8b\u884c\u542f\u52a8\u3002.<\/p>\n<h3>\u7a81\u53d1\u5de5<\/h3>\n<p>\u5f53\u9700\u6c42\u8d85\u8fc7\u57fa\u51c6\u4ea7\u80fd\u65f6\uff0c\u5c06\u589e\u6d3e\u5de5\u4eba\u3002.<\/p>\n<h3>\u7f29\u5c0f<\/h3>\n<p>\u6839\u636e\u8be5\u5e73\u53f0\u7684\u653f\u7b56\uff0c\u5728\u5ba2\u6d41\u51cf\u5c11\u540e\uff0c\u53ef\u4ee5\u64a4\u56de\u591a\u4f59\u7684\u53f8\u673a\u3002.<\/p>\n<h3>\u4f18\u52bf<\/h3>\n<ul>\n<li>\u964d\u4f4e\u57fa\u7ebf\u6d41\u91cf\u7684\u51b7\u542f\u52a8\u66b4\u9732\u98ce\u9669<\/li>\n<li>\u9ad8\u5cf0\u671f\u589e\u8bbe\u8fd0\u529b<\/li>\n<li>\u4e0e\u7ef4\u6301\u5cf0\u503c\u4ea7\u80fd\u8fd0\u884c\u76f8\u6bd4\uff0c\u95f2\u7f6e\u6210\u672c\u53ef\u80fd\u66f4\u4f4e<\/li>\n<li>\u7075\u6d3b\u7684\u4ea7\u80fd\u89c4\u5212<\/li>\n<\/ul>\n<h3>\u9650\u5236<\/h3>\n<p>\u6df7\u5408\u90e8\u7f72\u4ecd\u7136\u9700\u8981\u5bf9\u961f\u5217\u8fdb\u884c\u4ed4\u7ec6\u7ba1\u7406\uff0c\u5e76\u8bbe\u7f6e\u5de5\u4f5c\u8fdb\u7a0b\u9650\u5236\u3001\u6269\u5c55\u9608\u503c\u548c\u8ba1\u8d39\u63a7\u5236\u3002.<\/p>\n<h2>\u5982\u4f55\u5bf9\u65e0\u670d\u52a1\u5668\u67b6\u6784\u4e0e\u59cb\u7ec8\u5728\u7ebf\u7684 GPU \u8fdb\u884c\u6027\u80fd\u5bf9\u6bd4<\/h2>\n<p>\u8981\u8fdb\u884c\u516c\u5e73\u7684\u6bd4\u8f83\uff0c\u5e94\u4f7f\u7528\u76f8\u540c\u7684\u6a21\u578b\u548c\u5177\u6709\u4ee3\u8868\u6027\u7684\u8bf7\u6c42\u3002.<\/p>\n<ol>\n<li>\u8bf7\u9009\u62e9\u5177\u4f53\u7684\u663e\u5361\u578b\u53f7\u548c\u5185\u5b58\u5bb9\u91cf\u3002.<\/li>\n<li>\u4f7f\u7528\u76f8\u540c\u7684\u6a21\u578b\u68c0\u67e5\u70b9\u548c\u91cf\u5316\u8bbe\u7f6e\u3002.<\/li>\n<li>\u5728\u53ef\u80fd\u7684\u60c5\u51b5\u4e0b\uff0c\u8bf7\u5339\u914d\u63a8\u65ad\u5f15\u64ce\u7684\u7248\u672c\u3002.<\/li>\n<li>\u8bb0\u5f55\u5bb9\u5668\u955c\u50cf\u548c\u6a21\u578b\u7684\u52a0\u8f7d\u884c\u4e3a\u3002.<\/li>\n<li>\u6d4b\u91cf\u51b7\u542f\u52a8\u9891\u7387\u3002.<\/li>\n<li>\u6d4b\u91cf\u521d\u59cb\u5316\u65f6\u95f4\u548c\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u3002.<\/li>\n<li>\u6d4b\u91cf\u6e29\u6001TTFT\u3002.<\/li>\n<li>\u6d4b\u91cf\u51b7\u6001TTFT\u3002.<\/li>\n<li>\u6d4b\u91cf TPOT \u5e76\u8f93\u51fa\u541e\u5410\u91cf\u3002.<\/li>\n<li>\u6d4b\u91cf p95 \u548c p99 \u7684\u7aef\u5230\u7aef\u5ef6\u8fdf\u3002.<\/li>\n<li>\u9010\u6b65\u589e\u52a0\u5e76\u53d1\u91cf\u3002.<\/li>\n<li>\u8bb0\u5f55\u961f\u5217\u548c\u6269\u5c55\u5ef6\u8fdf\u3002.<\/li>\n<li>\u76d1\u63a7 GPU \u5229\u7528\u7387\u548c KV \u7f13\u5b58\u4f7f\u7528\u60c5\u51b5\u3002.<\/li>\n<li>\u8ddf\u8e2a\u5458\u5de5\u603b\u8ba1\u53ef\u8ba1\u8d39\u5de5\u65f6\u3002.<\/li>\n<li>\u8ba1\u7b97\u6bcf\u9879\u5df2\u5b8c\u6210\u8bf7\u6c42\u7684\u6210\u672c\u3002.<\/li>\n<\/ol>\n<p>\u4e3a\u4e86\u83b7\u5f97\u6709\u610f\u4e49\u7684\u7ed3\u679c\uff0c\u8bf7\u5206\u522b\u6d4b\u8bd5\u4f4e\u6d41\u91cf\u3001\u7a81\u53d1\u6d41\u91cf\u548c\u6301\u7eed\u6d41\u91cf\u3002.<\/p>\n<h2>GPU\u90e8\u7f72\u4e2d\u7684\u5e38\u89c1\u9519\u8bef<\/h2>\n<h3>\u9519\u8bef 1\uff1a\u4ee5\u4e3a\u65e0\u670d\u52a1\u5668\u5c31\u610f\u5473\u7740\u96f6\u51b7\u542f\u52a8<\/h3>\n<p>\u201c\u7f29\u653e\u81f3\u96f6\u201d\u914d\u7f6e\u53ef\u80fd\u9700\u8981\u5728\u7a7a\u95f2\u4e00\u6bb5\u65f6\u95f4\u540e\u5bf9\u5de5\u4f5c\u8282\u70b9\u8fdb\u884c\u521d\u59cb\u5316\u3002.<\/p>\n<h3>\u9519\u8bef 2\uff1a\u8ba4\u4e3a\u201c\u59cb\u7ec8\u5728\u7ebf\u201d\u5c31\u610f\u5473\u7740\u96f6\u5ef6\u8fdf<\/h3>\n<p>\u961f\u5217\u3001\u9884\u586b\u5145\u3001\u7f51\u7edc\u5ef6\u8fdf\u4ee5\u53ca\u6a21\u578b\u6267\u884c\u4ecd\u7136\u4f1a\u5f71\u54cd\u54cd\u5e94\u65f6\u95f4\u3002.<\/p>\n<h3>\u9519\u8bef3\uff1a\u5ffd\u89c6\u201c\u6e29\u548c\u5458\u5de5\u201d\u7684\u8d39\u7528<\/h3>\n<p>\u8fbe\u5230\u6700\u4f4e\u5728\u5c97\u5458\u5de5\u6570\u91cf\u7684\u4f01\u4e1a\u53ef\u8fde\u7eed\u5f00\u5177\u53d1\u7968\u3002.<\/p>\n<h3>\u9519\u8bef 4\uff1a\u6bd4\u8f83\u4e0d\u540c\u7684 GPU<\/h3>\n<p>\u4e0d\u540c\u7684\u786c\u4ef6\u53ef\u80fd\u4f1a\u4f7f\u7b80\u5355\u7684\u6210\u672c\u6216\u5ef6\u8fdf\u6bd4\u8f83\u5931\u53bb\u610f\u4e49\u3002.<\/p>\n<h3>\u9519\u8bef 5\uff1a\u5ffd\u89c6\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4<\/h3>\n<p>\u5927\u578b\u68c0\u67e5\u70b9\u548c\u672a\u7f13\u5b58\u7684\u4e0b\u8f7d\u53ef\u80fd\u4f1a\u589e\u52a0\u51b7\u542f\u52a8\u5ef6\u8fdf\u3002.<\/p>\n<h3>\u9519\u8bef 6\uff1a\u5c06 Spot GPU \u89c6\u4e3a\u65e0\u670d\u52a1\u5668 GPU<\/h3>\n<p>\u6309\u9700\u5bb9\u91cf\u548c\u65e0\u670d\u52a1\u5668\u6267\u884c\u662f\u4e24\u4e2a\u4e0d\u540c\u7684\u6982\u5ff5\u3002.<\/p>\n<h3>\u9519\u8bef 7\uff1a\u4ec5\u6d4b\u91cf\u5e73\u5747\u5ef6\u8fdf<\/h3>\n<p>\u5c3e\u90e8\u5ef6\u8fdf\u53ef\u4ee5\u63ed\u793a\u90a3\u4e9b\u88ab\u5e73\u5747\u7ed3\u679c\u6240\u63a9\u76d6\u7684\u95ee\u9898\u3002.<\/p>\n<h3>\u9519\u8bef 8\uff1a\u4ee5\u4e3a\u6bcf\u5c0f\u65f6\u4ef7\u683c\u8d8a\u4f4e\uff0c\u6210\u672c\u5c31\u8d8a\u4f4e<\/h3>\n<p>\u541e\u5410\u91cf\u3001\u5229\u7528\u7387\u3001\u5b58\u50a8\u7a7a\u95f4\u548c\u8fd0\u8425\u5f00\u9500\u90fd\u4f1a\u5f71\u54cd\u6700\u7ec8\u8d26\u5355\u91d1\u989d\u3002.<\/p>\n<h2>\u65e0\u670d\u52a1\u5668 GPU \u4e0e\u5e38\u9a7b GPU\uff1a\u7528\u4f8b\u5efa\u8bae<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u5de5\u4f5c\u91cf<\/th>\n<th>\u5165\u95e8\u5efa\u8bae<\/th>\n<th>\u7406\u7531<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u4e0d\u5b9a\u671f\u7684 LLM API \u8bf7\u6c42<\/td>\n<td>\u65e0\u670d\u52a1\u5668 GPU<\/td>\n<td>\u53ef\u51cf\u5c11\u95f2\u7f6e\u8ba1\u7b97\u8d44\u6e90\u7684\u5206\u914d<\/td>\n<\/tr>\n<tr>\n<td>\u8ba1\u5212\u6587\u6863\u5904\u7406<\/td>\n<td>\u65e0\u670d\u52a1\u5668 GPU<\/td>\n<td>\u542f\u52a8\u5ef6\u8fdf\u53ef\u80fd\u662f\u53ef\u4ee5\u63a5\u53d7\u7684<\/td>\n<\/tr>\n<tr>\n<td>\u5f00\u53d1\u5b9e\u9a8c<\/td>\n<td>\u65e0\u670d\u52a1\u5668\u6216\u4e34\u65f6 GPU \u5b9e\u4f8b<\/td>\n<td>\u907f\u514d\u6301\u7eed\u5b58\u5728\u95f2\u7f6e\u4ea7\u80fd<\/td>\n<\/tr>\n<tr>\n<td>\u5b9e\u65f6\u5ba2\u6237\u804a\u5929\u673a\u5668\u4eba<\/td>\n<td>\u5168\u5929\u5019\u5f85\u547d\u6216\u5f85\u547d\u72b6\u6001\u7684\u5458\u5de5<\/td>\n<td>\u66f4\u53ef\u9884\u6d4b\u7684\u9996\u6b21\u54cd\u5e94\u5ef6\u8fdf<\/td>\n<\/tr>\n<tr>\n<td>\u9ad8\u541e\u5410\u91cf\u63a8\u7406 API<\/td>\n<td>\u59cb\u7ec8\u5728\u7ebf\u7684\u57fa\u7ebf<\/td>\n<td>\u53ef\u80fd\u5b9e\u73b0\u66f4\u6301\u4e45\u7684\u5229\u7528\u7387<\/td>\n<\/tr>\n<tr>\n<td>\u96be\u4ee5\u9884\u6d4b\u7684\u6d41\u91cf\u6fc0\u589e<\/td>\n<td>\u6df7\u5408\u67b6\u6784<\/td>\n<td>\u6e29\u6696\u57fa\u7ebf\u52a0\u7a81\u53d1\u7f29\u653e<\/td>\n<\/tr>\n<tr>\n<td>\u8fde\u7eed\u6279\u91cf\u63a8\u7406<\/td>\n<td>\u57fa\u51c6\u6d4b\u8bd5\u59cb\u7ec8\u5904\u4e8e\u8fd0\u884c\u72b6\u6001<\/td>\n<td>\u9ad8\u5229\u7528\u7387\u53ef\u80fd\u63d0\u9ad8\u7ecf\u6d4e\u6548\u76ca<\/td>\n<\/tr>\n<tr>\n<td>\u5927\u578b\u5b9a\u5236\u63a8\u7406\u6808<\/td>\n<td>\u6301\u4e45\u5316 GPU \u5b9e\u4f8b<\/td>\n<td>\u66f4\u5f3a\u7684\u73af\u5883\u63a7\u5236\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u751f\u4ea7RAG\u52a9\u7406<\/td>\n<td>\u6e29\u6696\u578b\u57fa\u51c6\u6216\u6df7\u5408\u578b<\/td>\n<td>\u5728\u5ef6\u8fdf\u4e0e\u9700\u6c42\u6ce2\u52a8\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/h2>\n<h3>\u65e0\u670d\u52a1\u5668 GPU \u548c \u59cb\u7ec8\u5728\u7ebf GPU \u4e4b\u95f4\u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/h3>\n<p>\u65e0\u670d\u52a1\u5668 GPU \u5e73\u53f0\u8d1f\u8d23\u6839\u636e\u9700\u6c42\u7ba1\u7406\u5de5\u4f5c\u8fdb\u7a0b\u7684\u6267\u884c\uff0c\u800c\u59cb\u7ec8\u5728\u7ebf\u7684 GPU \u90e8\u7f72\u5219\u786e\u4fdd\u8ba1\u7b97\u8d44\u6e90\u6301\u7eed\u5206\u914d\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668 GPU \u6bd4\u59cb\u7ec8\u5728\u7ebf\u7684 GPU \u66f4\u4fbf\u5b9c\u5417\uff1f<\/h3>\n<p>\u5bf9\u4e8e\u95f4\u6b47\u6027\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u65e0\u670d\u52a1\u5668\u67b6\u6784\u53ef\u80fd\u66f4\u7ecf\u6d4e\u3002\u5f53\u5229\u7528\u7387\u6301\u7eed\u8f83\u9ad8\u65f6\uff0c\u59cb\u7ec8\u5728\u7ebf\u7684\u67b6\u6784\u5219\u53ef\u80fd\u66f4\u5177\u6210\u672c\u6548\u76ca\u3002.<\/p>\n<h3>\u662f\u4ec0\u4e48\u5bfc\u81f4\u4e86GPU\u51b7\u542f\u52a8\uff1f<\/h3>\n<p>\u51b7\u542f\u52a8\u53ef\u80fd\u6d89\u53ca\u5de5\u4f5c\u8fdb\u7a0b\u8c03\u5ea6\u3001\u5bb9\u5668\u521d\u59cb\u5316\u3001\u6a21\u578b\u52a0\u8f7d\u4ee5\u53ca\u63a8\u7406\u8fd0\u884c\u65f6\u7684\u51c6\u5907\u5de5\u4f5c\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668 GPU \u7684\u51b7\u542f\u52a8\u9700\u8981\u591a\u957f\u65f6\u95f4\uff1f<\/h3>\n<p>\u8fd9\u53d6\u51b3\u4e8e\u5e73\u53f0\u3001\u786c\u4ef6\u53ef\u7528\u6027\u3001\u5bb9\u5668\u955c\u50cf\u3001\u6a21\u578b\u5927\u5c0f\u4ee5\u53ca\u7f13\u5b58\u914d\u7f6e\u3002\u8bf7\u9488\u5bf9\u5177\u4f53\u7684\u90e8\u7f72\u73af\u5883\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668 GPU \u80fd\u5426\u6d88\u9664\u51b7\u542f\u52a8\uff1f<\/h3>\n<p>\u4fdd\u6301\u5de5\u4f5c\u8fdb\u7a0b\u5904\u4e8e\u70ed\u72b6\u6001\u53ef\u4ee5\u6d88\u9664\u7531\u8fd9\u4e9b\u5de5\u4f5c\u8fdb\u7a0b\u5904\u7406\u7684\u8bf7\u6c42\u5728\u4ece\u96f6\u5f00\u59cb\u7684\u51b7\u542f\u52a8\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u5ef6\u8fdf\uff0c\u5c3d\u7ba1\u540e\u7eed\u7684\u6269\u5c55\u4ecd\u53ef\u80fd\u5bfc\u81f4\u542f\u52a8\u5ef6\u8fdf\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668 GPU \u5728\u7a7a\u95f2\u65f6\u4f1a\u6536\u8d39\u5417\uff1f<\/h3>\n<p>\u67d0\u4e9b\u201c\u7f29\u653e\u81f3\u96f6\u201d\u914d\u7f6e\u53ef\u5728\u5de5\u4f5c\u8282\u70b9\u505c\u6b62\u8fd0\u884c\u65f6\u964d\u4f4e\u8ba1\u7b97\u8d39\u7528\uff0c\u4f46\u5904\u4e8e\u6d3b\u52a8\u72b6\u6001\u7684\u5de5\u4f5c\u8282\u70b9\u3001\u7a7a\u95f2\u8d85\u65f6\u3001\u5b58\u50a8\u53ca\u5176\u4ed6\u8d44\u6e90\u4ecd\u53ef\u80fd\u4ea7\u751f\u8d39\u7528\u3002.<\/p>\n<h3>\u201c\u59cb\u7ec8\u5f00\u542f\u201d\u7684 GPU \u5728\u95f2\u7f6e\u65f6\u4f1a\u6d88\u8017\u7535\u91cf\u5417\uff1f<\/h3>\n<p>\u901a\u5e38\u662f\u7684\uff0c\u53ea\u8981\u8be5 GPU \u5b9e\u4f8b\u4ecd\u6309\u7167\u63d0\u4f9b\u5546\u7684\u8ba1\u8d39\u89c4\u5219\u8fdb\u884c\u5206\u914d\u3002.<\/p>\n<h3>\u4ec0\u4e48\u662fTTFT\uff1f<\/h3>\n<p>\u201c\u9996\u6b21\u4ee4\u724c\u65f6\u95f4\u201d\u8861\u91cf\u7684\u662f\u6536\u5230\u7b2c\u4e00\u4e2a\u6d41\u5f0f\u8f93\u51fa\u4ee4\u724c\u4e4b\u524d\u7684\u5ef6\u8fdf\u3002.<\/p>\n<h3>\u4ec0\u4e48\u662fTPOT\uff1f<\/h3>\n<p>\u201c\u6bcf\u4e2a\u8f93\u51fa\u4ee4\u724c\u6240\u9700\u65f6\u95f4\u201d\u6839\u636e\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5b9a\u4e49\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u8861\u91cf\u76f8\u90bb\u8f93\u51fa\u4ee4\u724c\u4e4b\u95f4\u7684\u751f\u6210\u5ef6\u8fdf\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668 GPU \u7684\u541e\u5410\u91cf\u662f\u5426\u8f83\u4f4e\uff1f<\/h3>\n<p>\u4e0d\u4e00\u5b9a\u3002\u4f7f\u7528\u540c\u7b49\u786c\u4ef6\u548c\u8f6f\u4ef6\u7684\u201c\u6e29\u548c\u578b\u201d\u670d\u52a1\u5668\u53ef\u80fd\u5177\u6709\u76f8\u5f53\u7684\u5904\u7406\u80fd\u529b\uff0c\u5c3d\u7ba1\u53ef\u6269\u5c55\u6027\u548c\u961f\u5217\u7ba1\u7406\u4f1a\u5f71\u54cd\u7aef\u5230\u7aef\u6027\u80fd\u3002.<\/p>\n<h3>RunPod Serverless \u9002\u5408\u7528\u4e8e LLM \u63a8\u7406\u5417\uff1f<\/h3>\n<p>\u662f\u7684\u3002RunPod \u63d0\u4f9b\u4e13\u4e3a\u5bb9\u5668\u5316\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u8bbe\u8ba1\u7684\u65e0\u670d\u52a1\u5668 GPU \u7aef\u70b9\u3002.<\/p>\n<h3>\u4ec0\u4e48\u662f RunPod Flex \u5458\u5de5\uff1f<\/h3>\n<p>Flex \u5458\u5de5\u662f\u4e00\u79cd\u6309\u9700\u96c7\u4f63\u7684\u5458\u5de5\uff0c\u5728\u95f2\u7f6e\u65f6\u53ef\u4ee5\u7f29\u51cf\u5de5\u4f5c\u91cf\u3002.<\/p>\n<h3>\u4ec0\u4e48\u662f RunPod Active \u5458\u5de5\uff1f<\/h3>\n<p>\u201c\u6d3b\u52a8\u201d\u72b6\u6001\u7684\u5de5\u5355\u4f1a\u6301\u7eed\u8fd0\u884c\u4ee5\u63d0\u4f9b\u70ed\u5bb9\u91cf\uff0c\u5e76\u4ea7\u751f\u6301\u7eed\u8d39\u7528\u3002.<\/p>\n<h3>RunPod Pod \u4e0e\u65e0\u670d\u52a1\u5668\uff08Serverless\uff09\u662f\u4e00\u56de\u4e8b\u5417\uff1f<\/h3>\n<p>\u4e0d\u3002Pod \u63d0\u4f9b\u6301\u4e45\u5316\u7684 GPU \u73af\u5883\uff0c\u800c\u65e0\u670d\u52a1\u5668\u67b6\u6784\u5219\u63d0\u4f9b\u57fa\u4e8e\u7aef\u70b9\u7684 worker \u6267\u884c\u548c\u6269\u5c55\u529f\u80fd\u3002.<\/p>\n<h3>Vast.ai \u80fd\u5426\u6258\u7ba1\u4e00\u53f0\u59cb\u7ec8\u5728\u7ebf\u7684\u63a8\u7406\u670d\u52a1\u5668\uff1f<\/h3>\n<p>Vast.ai \u7684 GPU \u5b9e\u4f8b\u53ef\u80fd\u652f\u6301\u6301\u4e45\u5316\u63a8\u7406\u90e8\u7f72\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u4e3b\u673a\u53ef\u7528\u6027\u548c\u79df\u8d41\u6761\u6b3e\u3002.<\/p>\n<h3>\u4e13\u7528GPU\u670d\u52a1\u5668\u80fd\u5426\u7528\u4e8eLLM\u63a8\u7406\uff1f<\/h3>\n<p>\u662f\u7684\u3002\u4e13\u7528 GPU \u670d\u52a1\u5668\u53ef\u4ee5\u652f\u6301\u6301\u4e45\u5316\u63a8\u7406\u670d\u52a1\u548c\u4e13\u7528\u914d\u7f6e\u3002.<\/p>\n<h3>\u65e0\u670d\u52a1\u5668 GPU \u9002\u5408 RAG \u5417\uff1f<\/h3>\n<p>\u5bf9\u4e8e\u6279\u5904\u7406\u578b RAG \u4efb\u52a1\uff0c\u8be5\u65b9\u6cd5\u6548\u679c\u826f\u597d\u3002\u4ea4\u4e92\u5f0f RAG \u52a9\u624b\u53ef\u80fd\u53d7\u76ca\u4e8e\u9884\u70ed\u5bb9\u91cf\u3002.<\/p>\n<h3>\u5982\u4f55\u8ba1\u7b97 GPU \u6258\u7ba1\u670d\u52a1\u7684\u76c8\u4e8f\u5e73\u8861\u70b9\uff1f<\/h3>\n<p>\u5c06\u65e0\u670d\u52a1\u5668\u5de5\u4f5c\u8fdb\u7a0b\u7684\u603b\u6210\u672c\u4e0e\u5e38\u9a7b\u5bb9\u91cf\u7684\u5206\u914d\u6210\u672c\u8fdb\u884c\u6bd4\u8f83\uff0c\u5176\u4e2d\u5305\u62ec\u542f\u52a8\u5f00\u9500\u3001\u5b58\u50a8\u548c\u8fd0\u7ef4\u9700\u6c42\u3002.<\/p>\n<h3>\u5bf9\u4e8e\u4e0d\u53ef\u9884\u6d4b\u7684\u6d41\u91cf\uff0c\u6700\u4f73\u7684 GPU \u90e8\u7f72\u6a21\u5f0f\u662f\u4ec0\u4e48\uff1f<\/h3>\n<p>\u4e00\u79cd\u7ed3\u5408\u4e86\u4f4e\u529f\u8017\u57fa\u7840\u5de5\u4f5c\u8282\u70b9\u548c\u81ea\u52a8\u6269\u5c55\u7684\u7a81\u53d1\u5bb9\u91cf\u7684\u6df7\u5408\u67b6\u6784\uff0c\u6216\u8bb8\u80fd\u5b9e\u73b0\u4e00\u79cd\u7406\u60f3\u7684\u5e73\u8861\u3002.<\/p>\n<h3>\u6211\u5e94\u8be5\u9009\u62e9\u6309\u9700 GPU \u8fd8\u662f\u65e0\u670d\u52a1\u5668 GPU\uff1f<\/h3>\n<p>\u8fd9\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u51b3\u7b56\u3002\u201c\u6309\u9700\u201d\u6307\u7684\u662f\u53ef\u4e2d\u65ad\u5bb9\u91cf\uff0c\u800c\u201c\u65e0\u670d\u52a1\u5668\u201d\u5219\u6307\u6267\u884c\u548c\u6269\u5c55\u6a21\u578b\u3002\u6211\u4eec\u7684 <a href=\"https:\/\/www.gxcom.net\/zh\/%e6%8c%89%e9%9c%80%e5%9e%8b%e4%b8%8e%e6%8c%89%e6%ac%a1%e8%ae%a1%e8%b4%b9%e5%9e%8b-gpu-%e6%9c%8d%e5%8a%a1%e5%99%a8\/\">\u6309\u9700\u578b\u4e0e\u6309\u6b21\u8ba1\u8d39\u578b GPU \u670d\u52a1\u5668\u5bf9\u6bd4<\/a> \u89e3\u91ca\u4e86\u5bb9\u91cf\u4e0e\u4e2d\u65ad\u4e4b\u95f4\u7684\u6743\u8861\u5173\u7cfb\u3002.<\/p>\n<h2>\u6700\u7ec8\u7ed3\u8bba\uff1a\u65e0\u670d\u52a1\u5668 GPU \u4e0e \u59cb\u7ec8\u5728\u7ebf GPU<\/h2>\n<p>\u6700\u597d\u7684 <strong>\u65e0\u670d\u52a1\u5668 GPU \u4e0e \u59cb\u7ec8\u5728\u7ebf GPU<\/strong> \u8be5\u51b3\u7b56\u53d6\u51b3\u4e8e\u6d41\u91cf\u6a21\u5f0f\u3001\u51b7\u542f\u52a8\u5bb9\u5fcd\u5ea6\u3001\u63a8\u7406\u5ef6\u8fdf\u4ee5\u53ca\u5b9e\u9645\u8ba1\u8d39\u5229\u7528\u7387\u3002.<\/p>\n<p>\u5bf9\u4e8e\u95f4\u6b47\u6027\u5de5\u4f5c\u8d1f\u8f7d\u3001\u6279\u5904\u7406\u3001\u5f00\u53d1\u4ee5\u53ca\u9700\u6c42\u96be\u4ee5\u9884\u6d4b\u7684 API\uff0c\u65e0\u670d\u52a1\u5668 GPU \u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002.<\/p>\n<p>\u59cb\u7ec8\u5728\u7ebf\u7684 GPU 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