{"id":591,"date":"2026-01-28T11:18:31","date_gmt":"2026-01-28T03:18:31","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=591"},"modified":"2026-01-28T11:19:36","modified_gmt":"2026-01-28T03:19:36","slug":"gpu%e4%ba%91%e4%b8%bb%e6%9c%ba%e7%9a%84%e8%a7%84%e6%a0%bc%e6%9c%89%e5%93%aa%e4%ba%9b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/591","title":{"rendered":"gpu\u4e91\u4e3b\u673a\u7684\u89c4\u683c\u6709\u54ea\u4e9b\uff1f"},"content":{"rendered":"\n<p>GPU \u4e91\u4e3b\u673a\u89c4\u683c\u5230\u5e95\u6709\u54ea\u4e9b\uff1f\u8fd9\u5176\u5b9e\u662f\u4e00\u4e2a\u975e\u5e38\u503c\u5f97\u6df1\u5165\u8bb2\u6e05\u695a\u7684\u95ee\u9898\u3002\u56e0\u4e3a GPU \u4e91\u4e3b\u673a\u4e0d\u50cf\u4f20\u7edf\u7684\u865a\u62df\u673a\u90a3\u6837\u53ea\u6709 CPU \u548c\u5185\u5b58\uff0cGPU \u4e91\u4e3b\u673a\u6d89\u53ca\u66f4\u591a\u7684\u7ef4\u5ea6\uff1a\u663e\u5361\u578b\u53f7\u3001\u663e\u5b58\u5927\u5c0f\u3001GPU \u6570\u91cf\u3001\u8ba1\u7b97\u6027\u80fd\u3001\u5185\u5b58\u3001\u5e26\u5bbd\u3001\u5b58\u50a8\u914d\u7f6e\u3001\u7f51\u7edc\u6027\u80fd\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u4e00\u3001GPU \u4e91\u4e3b\u673a\u7684\u57fa\u672c\u7ec4\u6210<\/p>\n\n\n\n<p>\u4e00\u4e2a GPU \u4e91\u4e3b\u673a\u4e3b\u8981\u7531\u4ee5\u4e0b\u51e0\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n\n\n\n<p>GPU\uff08\u56fe\u5f62\u5904\u7406\u5355\u5143\uff09<\/p>\n\n\n\n<p>CPU\uff08\u4e2d\u592e\u5904\u7406\u5355\u5143\uff09<\/p>\n\n\n\n<p>\u5185\u5b58\uff08RAM\uff09<\/p>\n\n\n\n<p>\u5b58\u50a8\uff08\u786c\u76d8 \/ SSD\uff09<\/p>\n\n\n\n<p>\u7f51\u7edc\u5e26\u5bbd\u4e0e\u5ef6\u8fdf<\/p>\n\n\n\n<p>\u64cd\u4f5c\u7cfb\u7edf\u4e0e\u8f6f\u4ef6\u73af\u5883<\/p>\n\n\n\n<p>\u7406\u89e3\u8fd9\u4e9b\u7ec4\u6210\u90e8\u5206\u5bf9 GPU \u4e91\u4e3b\u673a\u7684\u4f5c\u7528\uff0c\u662f\u7406\u89e3\u5b83\u4eec\u89c4\u683c\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p>1. GPU\uff1a\u6700\u6838\u5fc3\u7684\u8ba1\u7b97\u5355\u5143<\/p>\n\n\n\n<p>GPU \u4e91\u4e3b\u673a\u89c4\u683c\u4e2d\u6700\u5173\u952e\u7684\u6307\u6807\u4e4b\u4e00\u5c31\u662f GPU\u3002\u672c\u8d28\u4e0a\uff0cGPU \u4e91\u4e3b\u673a\u5c31\u662f\u901a\u8fc7\u8fdc\u7a0b\u8c03\u7528 GPU \u8ba1\u7b97\u8d44\u6e90\u6765\u5b8c\u6210\u590d\u6742\u8ba1\u7b97\u4efb\u52a1\u7684\u670d\u52a1\u5668\u3002<\/p>\n\n\n\n<p>\u4e0d\u540c\u7684 GPU \u4e91\u4e3b\u673a\uff0c\u5176 GPU \u90e8\u5206\u53ef\u80fd\u5dee\u522b\u975e\u5e38\u5927\uff1a<\/p>\n\n\n\n<p>GPU \u578b\u53f7\uff1a\u5982 A100\u3001V100\u3001RTX \u7cfb\u5217\u7b49<\/p>\n\n\n\n<p>\u663e\u5b58\u5927\u5c0f\uff1a8GB\u300116GB\u300124GB\u300140GB \u7b49<\/p>\n\n\n\n<p>\u6838\u5fc3\u67b6\u6784\uff1a\u4e0d\u540c\u67b6\u6784\u7684 GPU \u5728\u7b97\u529b\u3001\u80fd\u6548\u3001\u6307\u4ee4\u96c6\u7b49\u65b9\u9762\u90fd\u4e0d\u540c<\/p>\n\n\n\n<p>\u5728\u9009\u62e9 GPU \u4e91\u4e3b\u673a\u65f6\uff0cGPU \u7684\u578b\u53f7\u548c\u663e\u5b58\u76f4\u63a5\u51b3\u5b9a\u4e86\u4f60\u662f\u5426\u80fd\u591f\u8fd0\u884c\u67d0\u4e2a\u89c4\u6a21\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u6216\u5927\u89c4\u6a21\u6570\u636e\u8ba1\u7b97\u4efb\u52a1\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"574\" height=\"424\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/01\/GPU\u4e91\u4e3b\u673a-1.jpg\" alt=\"\" class=\"wp-image-594\" srcset=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/01\/GPU\u4e91\u4e3b\u673a-1.jpg 574w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/01\/GPU\u4e91\u4e3b\u673a-1-300x222.jpg 300w\" sizes=\"auto, (max-width: 574px) 100vw, 574px\" \/><\/figure>\n<\/div>\n\n\n<p>2. CPU\uff1a\u8f85\u52a9 GPU \u8fd0\u884c<\/p>\n\n\n\n<p>\u867d\u7136 GPU \u8d1f\u8d23\u5927\u90e8\u5206\u7684\u6d6e\u70b9\u8ba1\u7b97\u5de5\u4f5c\uff0c\u4f46 CPU \u5728\u7cfb\u7edf\u8c03\u5ea6\u3001\u6570\u636e\u9884\u5904\u7406\u3001IO \u64cd\u4f5c\u7b49\u65b9\u9762\u4f9d\u7136\u4e0d\u53ef\u6216\u7f3a\u3002<\/p>\n\n\n\n<p>GPU \u4e91\u4e3b\u673a\u7ecf\u5e38\u6309\u5982\u4e0b\u903b\u8f91\u8fdb\u884c\u201cGPU \u4e0e CPU \u7684\u5339\u914d\u201d\uff1a<\/p>\n\n\n\n<p><strong>\u661f\u5b87\u667a\u7b97\u5b98\u7f51GPU\u4e91\u4e3b\u673a\u670d\u52a1\u5668\u79df\u7528,\u4e0d\u4f46\u5b9e\u60e0\u8fd8\u53ef\u514d\u8d39\u8bd5\u7528\uff01<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/www.starverse-ai.com\/\"><img loading=\"lazy\" decoding=\"async\" width=\"209\" height=\"49\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/01\/QQ\u622a\u56fe20260121094818-1.jpg\" alt=\"GPU\u7b97\u529b\u670d\u52a1\u5668\u514d\u8d39\u8bd5\u7528\" class=\"wp-image-126\"\/><\/a><\/figure>\n<\/div>\n\n\n<p>\u9ad8\u6027\u80fd GPU \u901a\u5e38\u914d\u5907\u9ad8\u6027\u80fd CPU<\/p>\n\n\n\n<p>\u591a GPU \u914d\u7f6e\u901a\u5e38\u9700\u8981\u66f4\u591a CPU \u6838\u5fc3\u4ee5\u4fdd\u8bc1\u6570\u636e\u8c03\u5ea6\u987a\u7545<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0cGPU \u4e91\u4e3b\u673a\u89c4\u683c\u5f80\u5f80\u4e0d\u4ec5\u63cf\u8ff0 GPU\uff0c\u4e5f\u4f1a\u5199\u660e\u914d\u5957\u7684 CPU \u578b\u53f7\u548c\u6838\u5fc3\u6570\u3002<\/p>\n\n\n\n<p>3. \u5185\u5b58\uff1a\u7f13\u51b2\u4e0e\u9ad8\u901f\u6570\u636e\u4e34\u65f6\u5b58\u50a8<\/p>\n\n\n\n<p>\u5185\u5b58(RAM)\u7528\u4e8e\u5b58\u653e\u7a0b\u5e8f\u8fd0\u884c\u65f6\u7684\u6570\u636e\u3001\u7f13\u5b58\u4ee5\u53ca GPU \u4e0e CPU \u4e4b\u95f4\u7684\u6570\u636e\u4ea4\u6362\u7f13\u51b2\u3002<\/p>\n\n\n\n<p>\u867d\u7136 GPU \u6709\u81ea\u5df1\u4e13\u7528\u7684\u663e\u5b58\uff0c\u4f46\u6a21\u578b\u8fd0\u884c\u4e2d\u4ecd\u9700\u5927\u91cf\u5185\u5b58\u4e0e GPU \u663e\u5b58\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u6765\u8bf4\uff1a<\/p>\n\n\n\n<p>\u5927\u6a21\u578b\u8bad\u7ec3\u9700\u8981\u66f4\u5927\u7684\u5185\u5b58<\/p>\n\n\n\n<p>\u6570\u636e\u96c6\u8d8a\u5927\uff0c\u5bf9\u5185\u5b58\u8981\u6c42\u8d8a\u9ad8<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0cGPU \u4e91\u4e3b\u673a\u89c4\u683c\u4e2d\u4f1a\u6807\u6ce8\u5185\u5b58\u5927\u5c0f\uff0c\u6bd4\u5982 32GB\u300164GB\u3001\u751a\u81f3\u66f4\u5927\u3002<\/p>\n\n\n\n<p>4. \u5b58\u50a8\uff1a\u6570\u636e\u4e0e\u6a21\u578b\u7684\u6301\u4e45\u4fdd\u5b58<\/p>\n\n\n\n<p>\u5b58\u50a8\u4e3b\u8981\u5305\u62ec\uff1a<\/p>\n\n\n\n<p>\u7cfb\u7edf\u76d8<\/p>\n\n\n\n<p>\u6570\u636e\u76d8<\/p>\n\n\n\n<p>\u6a21\u578b\u5b58\u50a8\u76d8<\/p>\n\n\n\n<p>\u5b83\u51b3\u5b9a\u4e86\u4f60\u5b58\u653e\u6570\u636e\u96c6\u3001\u8bad\u7ec3\u6a21\u578b\u3001\u4e34\u65f6\u7ed3\u679c\u7b49\u7684\u7a7a\u95f4\u5927\u5c0f\u548c\u8bfb\u5199\u901f\u5ea6\u3002<\/p>\n\n\n\n<p>\u5e38\u89c1\u5b58\u50a8\u7c7b\u578b\u5305\u62ec\uff1a<\/p>\n\n\n\n<p>SSD(\u56fa\u6001\u786c\u76d8)<\/p>\n\n\n\n<p>NVMe SSD(\u66f4\u5feb\u7684\u56fa\u6001\u786c\u76d8)<\/p>\n\n\n\n<p>\u5b58\u50a8\u6162\u4f1a\u76f4\u63a5\u5f71\u54cd\u6570\u636e\u52a0\u8f7d\u901f\u5ea6\uff0c\u8fdb\u800c\u5f71\u54cd\u8bad\u7ec3\u6548\u7387\u3002<\/p>\n\n\n\n<p>5. \u7f51\u7edc\uff1a\u6570\u636e\u4f20\u8f93\u901f\u7387\u4e0e\u7a33\u5b9a\u6027<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5206\u5e03\u5f0f\u8bad\u7ec3\u3001\u8de8\u673a\u901a\u4fe1\u3001\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\uff0c\u7f51\u7edc\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002GPU \u4e91\u4e3b\u673a\u7684\u7f51\u7edc\u89c4\u683c\u901a\u5e38\u4f53\u73b0\u5728\uff1a<\/p>\n\n\n\n<p>\u5e26\u5bbd<\/p>\n\n\n\n<p>\u5ef6\u8fdf<\/p>\n\n\n\n<p>\u9ad8\u5e26\u5bbd\u548c\u4f4e\u5ef6\u8fdf\u80fd\u591f\u964d\u4f4e\u8de8\u8282\u70b9\u901a\u4fe1\u7684\u65f6\u95f4\uff0c\u4ece\u800c\u63d0\u5347\u8bad\u7ec3\u6548\u7387\u3002<\/p>\n\n\n\n<p>\u4e8c\u3001GPU \u4e91\u4e3b\u673a\u7684\u89c4\u683c\u7ef4\u5ea6\u8be6\u89e3<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u9010\u4e2a\u62c6\u89e3 GPU \u4e91\u4e3b\u673a\u89c4\u683c\u4e2d\u5e38\u89c1\u7684\u7ef4\u5ea6\u5185\u5bb9\uff0c\u8ba9\u4f60\u771f\u6b63\u7406\u89e3\u5b83\u4eec\u610f\u5473\u7740\u4ec0\u4e48\u3002<\/p>\n\n\n\n<p>1. GPU \u578b\u53f7\u4e0e\u67b6\u6784<\/p>\n\n\n\n<p>\u6240\u8c13 GPU \u578b\u53f7\u662f\u6307 GPU \u672c\u8eab\u7684\u4e00\u4e2a\u6807\u8bc6\uff0c\u8fd9\u4e2a\u6807\u8bc6\u901a\u5e38\u4f53\u73b0\u4e86\u8be5 GPU \u7684\u5b9a\u4f4d\u548c\u67b6\u6784\u3002<\/p>\n\n\n\n<p>\u4e0d\u540c\u578b\u53f7\u7684 GPU \u5728\u6027\u80fd\u3001\u80fd\u6548\u3001\u8ba1\u7b97\u80fd\u529b\u3001\u6307\u4ee4\u96c6\u652f\u6301\u7b49\u65b9\u9762\u90fd\u4f1a\u6709\u663e\u8457\u5dee\u5f02\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e AI \u548c\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u6765\u8bf4\uff0c\u4e3b\u6d41\u7684 GPU \u578b\u53f7\u5927\u81f4\u53ef\u4ee5\u5206\u6210\u51e0\u7c7b\uff1a<\/p>\n\n\n\n<p>\u4e13\u4e1a\u7ea7\u6570\u636e\u4e2d\u5fc3 GPU<\/p>\n\n\n\n<p>\u6e38\u620f\u6d88\u8d39\u7ea7 GPU<\/p>\n\n\n\n<p>\u63a8\u7406\u4e13\u7528\u52a0\u901f\u5361<\/p>\n\n\n\n<p>\u901a\u5e38\u6570\u636e\u4e2d\u5fc3\u7ea7 GPU \u4f1a\u6709\u66f4\u5927\u7684\u663e\u5b58\u3001\u66f4\u9ad8\u7684\u7b97\u529b\u548c\u66f4\u597d\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<p>\u7406\u89e3\u8fd9\u4e00\u70b9\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a\u663e\u5b58\u5927\u5c0f\u548c\u67b6\u6784\u6210\u719f\u5ea6\u751a\u81f3\u6bd4\u5355\u7eaf\u7684\u7b97\u529b\u66f4\u5f71\u54cd\u8bad\u7ec3\u4efb\u52a1\u7684\u53ef\u884c\u6027\u3002<\/p>\n\n\n\n<p>2. GPU \u6570\u91cf\u4e0e\u4e92\u8054\u65b9\u5f0f<\/p>\n\n\n\n<p>GPU \u4e91\u4e3b\u673a\u53ef\u4ee5\u5355\u5361\uff0c\u4e5f\u53ef\u4ee5\u591a\u5361\u3002<\/p>\n\n\n\n<p>\u591a\u5361\u7684\u5173\u952e\u6307\u6807\u4e0d\u4ec5\u662f\u6570\u91cf\uff0c\u8fd8\u5305\u62ec GPU \u4e4b\u95f4\u7684\u4e92\u8054\u65b9\u5f0f\uff0c\u4f8b\u5982\u662f\u5426\u652f\u6301\u9ad8\u901f\u4e92\u8054\u3001\u662f\u5426\u652f\u6301\u7edf\u4e00\u5185\u5b58\u3001\u662f\u5426\u652f\u6301\u8de8\u5361\u9ad8\u7ea7\u8ba1\u7b97\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p>\u591a GPU \u914d\u7f6e\u80fd\u591f\u663e\u8457\u63d0\u5347\u8bad\u7ec3\u6548\u80fd\uff0c\u4f46\u4e5f\u5bf9\u4e3b\u673a\u7684\u5176\u5b83\u90e8\u4ef6(\u5982 CPU\u3001\u5185\u5b58\u3001\u4e3b\u677f\u67b6\u6784)\u63d0\u51fa\u66f4\u9ad8\u8981\u6c42\u3002<\/p>\n\n\n\n<p>3. \u663e\u5b58\u5927\u5c0f<\/p>\n\n\n\n<p>\u663e\u5b58\u662f GPU \u81ea\u5e26\u7684\u7528\u4e8e\u5b58\u653e\u5f20\u91cf\u3001\u6743\u91cd\u3001\u4e2d\u95f4\u6fc0\u6d3b\u503c\u7684\u9ad8\u901f\u5b58\u50a8\u7a7a\u95f4\u3002<\/p>\n\n\n\n<p>\u663e\u5b58\u5927\u5c0f\u76f4\u63a5\u5f71\u54cd\uff1a<\/p>\n\n\n\n<p>\u6a21\u578b\u7684\u6700\u5927\u5c3a\u5bf8<\/p>\n\n\n\n<p>batch size \u7684\u4e0a\u9650<\/p>\n\n\n\n<p>\u662f\u5426\u9700\u8981\u68af\u5ea6\u7d2f\u79ef<\/p>\n\n\n\n<p>\u662f\u5426\u80fd\u8fd0\u884c\u67d0\u4e9b\u5927\u578b\u6a21\u578b\u6846\u67b6<\/p>\n\n\n\n<p>\u663e\u5b58\u8d8a\u5927\u8d8a\u597d\uff0c\u4f46\u4ef7\u683c\u901a\u5e38\u4e5f\u8d8a\u9ad8\u3002\u9009\u62e9\u663e\u5b58\u5927\u5c0f\u65f6\u5e94\u8003\u8651\u4f60\u7684\u6a21\u578b\u89c4\u6a21\u548c\u63a8\u7406\/\u8bad\u7ec3\u9700\u6c42\u3002<\/p>\n\n\n\n<p>4. \u8ba1\u7b97\u6027\u80fd(\u7b97\u529b)<\/p>\n\n\n\n<p>\u7b97\u529b\u662f GPU \u6bcf\u79d2\u53ef\u4ee5\u6267\u884c\u7684\u6d6e\u70b9\u8fd0\u7b97\u6b21\u6570\uff0c\u662f\u8861\u91cf GPU \u6027\u80fd\u7684\u4e00\u4e2a\u91cd\u8981\u6307\u6807\u3002<\/p>\n\n\n\n<p>\u9ad8\u7b97\u529b\u610f\u5473\u7740\uff1a<\/p>\n\n\n\n<p>\u66f4\u5feb\u7684\u8bad\u7ec3\u901f\u5ea6<\/p>\n\n\n\n<p>\u66f4\u77ed\u7684\u5b9e\u9a8c\u5468\u671f<\/p>\n\n\n\n<p>\u66f4\u9ad8\u7684\u8d44\u6e90\u5229\u7528\u7387<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u7b97\u529b\u7684\u771f\u6b63\u4ef7\u503c\u4e5f\u53d6\u51b3\u4e8e\u5185\u5b58\u3001\u5e26\u5bbd\u548c\u67b6\u6784\u4f18\u5316\u3002<\/p>\n\n\n\n<p>5. CPU \u4e0e\u5185\u5b58\u914d\u7f6e<\/p>\n\n\n\n<p>GPU \u4e91\u4e3b\u673a\u7684 CPU \u548c\u5185\u5b58\u4e0d\u662f\u9644\u5c5e\u7269\uff0c\u800c\u662f\u5f71\u54cd\u6574\u4f53\u6548\u7387\u7684\u5173\u952e\u56e0\u7d20\u3002<\/p>\n\n\n\n<p>\u6709\u65f6\u5019\u4f60\u4f1a\u9047\u5230\u8fd9\u6837\u7684\u60c5\u51b5\uff1a<\/p>\n\n\n\n<p>\u663e\u5361\u975e\u5e38\u5f3a\uff0c\u4f46 CPU \u548c\u5185\u5b58\u914d\u7f6e\u592a\u5f31\uff0c\u5bfc\u81f4\uff1a<\/p>\n\n\n\n<p>\u6570\u636e\u9884\u5904\u7406\u6210\u4e3a\u74f6\u9888<\/p>\n\n\n\n<p>IO \u7b49\u5f85\u65f6\u95f4\u8fc7\u957f<\/p>\n\n\n\n<p>GPU \u8d44\u6e90\u6ca1\u6709\u5145\u5206\u91ca\u653e<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0cGPU \u4e91\u4e3b\u673a\u7684\u89c4\u683c\u4e2d\u5e38\u5e38\u540c\u65f6\u6807\u6ce8 CPU \u6838\u5fc3\u6570\u548c\u5185\u5b58\u5bb9\u91cf\u3002<\/p>\n\n\n\n<p>6. \u5b58\u50a8\u7c7b\u578b\u4e0e\u5bb9\u91cf<\/p>\n\n\n\n<p>\u5b58\u50a8\u7c7b\u578b\u51b3\u5b9a\u4e86\u6570\u636e\u8bfb\u5199\u901f\u5ea6\uff0c\u540c\u65f6\u8fd8\u51b3\u5b9a\u4e86\u6570\u636e\u6301\u4e45\u5316\u7684\u8212\u9002\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p>\u901a\u5e38 GPU \u4e91\u4e3b\u673a\u4f1a\u63d0\u4f9b\u4ee5\u4e0b\u51e0\u79cd\u5b58\u50a8\u76f8\u5173\u6307\u6807\uff1a<\/p>\n\n\n\n<p>\u7cfb\u7edf\u76d8\u5bb9\u91cf<\/p>\n\n\n\n<p>\u6570\u636e\u76d8\u5bb9\u91cf<\/p>\n\n\n\n<p>\u662f\u5426\u652f\u6301\u5feb\u7167\u548c\u5907\u4efd<\/p>\n\n\n\n<p>\u4e91\u4e3b\u673a\u7684\u7a7a\u95f4\u8d8a\u5927\u3001\u8bfb\u5199\u901f\u5ea6\u8d8a\u5feb\uff0c\u4f60\u7684\u6570\u636e\u52a0\u8f7d\u4f53\u9a8c\u5c31\u8d8a\u6d41\u7545\u3002<\/p>\n\n\n\n<p>7. \u7f51\u7edc\u4e0e\u5e26\u5bbd<\/p>\n\n\n\n<p>GPU \u4e91\u4e3b\u673a\u7684\u7f51\u7edc\u89c4\u683c\u4e3b\u8981\u4f53\u73b0\u5728\uff1a<\/p>\n\n\n\n<p>\u51fa\u53e3\u5e26\u5bbd<\/p>\n\n\n\n<p>\u5185\u7f51\u5e26\u5bbd<\/p>\n\n\n\n<p>\u8de8\u673a\u901a\u4fe1\u5ef6\u8fdf<\/p>\n\n\n\n<p>\u8fd9\u4e00\u70b9\u5bf9\u4e8e\u5206\u5e03\u5f0f\u8bad\u7ec3\u5c24\u4e3a\u91cd\u8981\u3002\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u5e26\u5bbd\u80fd\u5927\u5e45\u51cf\u5c11\u901a\u4fe1\u5f00\u9500\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u8bad\u7ec3\u901f\u5ea6\u3002<\/p>\n\n\n\n<p>\u4e09\u3001GPU \u4e91\u4e3b\u673a\u89c4\u683c\u4e2d\u7684\u5173\u952e\u672f\u8bed\u89e3\u6790<\/p>\n\n\n\n<p>\u4e0b\u9762\u662f\u4e00\u4e9b\u5728\u770b GPU \u4e91\u4e3b\u673a\u89c4\u683c\u65f6\u7ecf\u5e38\u51fa\u73b0\u7684\u672f\u8bed\uff0c\u7406\u89e3\u5b83\u4eec\u6709\u52a9\u4e8e\u6b63\u786e\u8bc4\u4f30\u6027\u80fd\uff1a<\/p>\n\n\n\n<p>1. CUDA \u6838\u5fc3 \/ Tensor \u6838\u5fc3<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u662f GPU \u5185\u90e8\u6267\u884c\u8ba1\u7b97\u7684\u5355\u5143\u3002CUDA \u6838\u5fc3\u8d8a\u591a\uff0c\u80fd\u591f\u540c\u65f6\u5904\u7406\u66f4\u591a\u5e76\u884c\u8ba1\u7b97\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>Tensor \u6838\u5fc3\u662f\u4e13\u4e3a\u6df1\u5ea6\u5b66\u4e60\u4f18\u5316\u7684\uff0c\u80fd\u591f\u663e\u8457\u52a0\u901f\u77e9\u9635\u8fd0\u7b97\u3002<\/p>\n\n\n\n<p>2. \u663e\u5b58\u5e26\u5bbd<\/p>\n\n\n\n<p>\u663e\u5b58\u5e26\u5bbd\u51b3\u5b9a\u4e86 GPU \u4e0e\u663e\u5b58\u4e4b\u95f4\u7684\u6570\u636e\u4f20\u8f93\u901f\u5ea6\uff0c\u8fd9\u662f\u5f71\u54cd\u5927\u578b\u6a21\u578b\u8bad\u7ec3\u6548\u7387\u7684\u91cd\u8981\u6307\u6807\u3002<\/p>\n\n\n\n<p>3. PCIe \u901a\u9053\u4e0e\u5e26\u5bbd<\/p>\n\n\n\n<p>PCIe \u662f GPU \u4e0e\u5176\u4ed6\u90e8\u4ef6(\u5982 CPU \u548c\u5b58\u50a8)\u4e4b\u95f4\u7684\u6570\u636e\u603b\u7ebf\u3002\u66f4\u9ad8\u7684\u901a\u9053\u548c\u66f4\u5bbd\u7684\u5e26\u5bbd\u53ef\u4ee5\u51cf\u5c11\u6570\u636e\u4f20\u8f93\u74f6\u9888\u3002<\/p>\n\n\n\n<p>4. ONNX \/ TensorRT \u652f\u6301<\/p>\n\n\n\n<p>\u8fd9\u662f\u73b0\u4ee3 AI \u63a8\u7406\u4f18\u5316\u5de5\u5177\uff0c\u7528\u4e8e\u63d0\u9ad8\u63a8\u7406\u901f\u5ea6\u3002\u5728\u9009\u62e9 GPU \u4e91\u4e3b\u673a\u65f6\uff0c\u786e\u5b9a\u5b83\u662f\u5426\u652f\u6301\u8fd9\u4e9b\u52a0\u901f\u5e93\u5f88\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u56db\u3001\u6309\u4f7f\u7528\u573a\u666f\u5982\u4f55\u9009\u62e9 GPU \u4e91\u4e3b\u673a\u89c4\u683c<\/p>\n\n\n\n<p>\u4e0d\u540c\u7684\u4efb\u52a1\u5bf9 GPU \u4e91\u4e3b\u673a\u89c4\u683c\u7684\u8981\u6c42\u5dee\u522b\u5f88\u5927\uff0c\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5178\u578b\u573a\u666f\u7684\u63a8\u8350\u601d\u8def(\u975e\u6570\u503c\u63a8\u8350\uff0c\u4ec5\u539f\u7406\u8bf4\u660e)\uff1a<\/p>\n\n\n\n<p>\u573a\u666f\u4e00\uff1a\u5c0f\u6a21\u578b\u8bad\u7ec3\u4e0e\u5b9e\u9a8c<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u521d\u5b66\u8005\u3001\u8bfe\u7a0b\u5b9e\u9a8c\u3001\u5c0f\u6a21\u578b\u8bad\u7ec3\uff1a<\/p>\n\n\n\n<p>\u5173\u952e\u6307\u6807\uff1a<\/p>\n\n\n\n<p>\u4e2d\u7b49\u663e\u5b58 GPU<\/p>\n\n\n\n<p>\u9002\u91cf CPU<\/p>\n\n\n\n<p>\u5408\u7406\u5185\u5b58<\/p>\n\n\n\n<p>\u573a\u666f\u4e8c\uff1a\u5927\u6a21\u578b\u8bad\u7ec3\u6216\u5fae\u8c03<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5927\u89c4\u6a21 Transformer\u3001\u56fe\u50cf\u751f\u6210\u7b49\u8bad\u7ec3\u4efb\u52a1\uff1a<\/p>\n\n\n\n<p>\u5173\u952e\u6307\u6807\uff1a<\/p>\n\n\n\n<p>\u5927\u663e\u5b58<\/p>\n\n\n\n<p>\u591a GPU<\/p>\n\n\n\n<p>\u9ad8\u5185\u5b58<\/p>\n\n\n\n<p>\u9ad8\u5e26\u5bbd\u7f51\u7edc<\/p>\n\n\n\n<p>\u573a\u666f\u4e09\uff1a\u6a21\u578b\u63a8\u7406\u90e8\u7f72<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u957f\u671f\u5728\u7ebf\u63a8\u7406\u6216\u5b9e\u65f6\u54cd\u5e94\u4efb\u52a1\uff1a<\/p>\n\n\n\n<p>\u5173\u952e\u6307\u6807\uff1a<\/p>\n\n\n\n<p>\u63a8\u7406\u52a0\u901f\u652f\u6301<\/p>\n\n\n\n<p>\u9ad8\u7a33\u5b9a\u6027<\/p>\n\n\n\n<p>\u5185\u5b58\u4e0e CPU \u5e73\u8861<\/p>\n\n\n\n<p>\u4e94\u3001GPU \u4e91\u4e3b\u673a\u9009\u578b\u5e38\u89c1\u8bef\u533a<\/p>\n\n\n\n<p>\u8bef\u533a\u4e00\uff1a\u53ea\u770b GPU \u578b\u53f7\uff0c\u4e0d\u770b\u663e\u5b58<\/p>\n\n\n\n<p>\u663e\u5b58\u5bf9\u8bad\u7ec3\u89c4\u6a21\u7684\u5f71\u54cd\u6bd4\u5355\u7eaf\u7b97\u529b\u66f4\u663e\u8457\u3002<\/p>\n\n\n\n<p>\u8bef\u533a\u4e8c\uff1a\u53ea\u5173\u6ce8\u4ef7\u683c\uff0c\u4e0d\u5173\u6ce8\u914d\u7f6e\u5339\u914d<\/p>\n\n\n\n<p>\u4f4e\u4ef7 GPU \u4e91\u4e3b\u673a\u53ef\u80fd CPU 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