{"id":32254,"date":"2026-05-08T15:37:42","date_gmt":"2026-05-08T07:37:42","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/llm-fine-tuning-gpu-hours-explained\/"},"modified":"2026-05-08T15:47:22","modified_gmt":"2026-05-08T07:47:22","slug":"llm-fine-tuning-gpu-hours-explained","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/llm-fine-tuning-gpu-hours-explained\/","title":{"rendered":"LLM \u5fae\u8c03 GPU \u5c0f\u65f6\u8be6\u89e3"},"content":{"rendered":"\n<p>\n      \u5982\u679c\u4f60\u6b63\u5728\u89c4\u5212\u4e00\u5957\u9762\u5411\u751f\u4ea7\u73af\u5883\u7684\u6a21\u578b\u9002\u914d\u6d41\u7a0b\uff0c\u90a3\u4e48\u9996\u5148\u9700\u8981\u770b\u61c2\u7684\u6570\u5b57\uff0c\u5e76\u4e0d\u53ea\u662f\u53c2\u6570\u89c4\u6a21\uff0c\u800c\u662f<a href=\"https:\/\/www.varidata.com\/zh-cn\/blog\/essential-tips-to-keep-server-stable-during-llm-fine-tuning\/\" target=\"_blank\">LLM<\/a> \u5fae\u8c03 GPU \u5c0f\u65f6\u3002\u5f88\u591a\u5de5\u7a0b\u5e08\u4e00\u5f00\u59cb\u53ea\u4f1a\u7c97\u7565\u5173\u6ce8\u6a21\u578b\u5927\u5c0f\uff0c\u968f\u540e\u624d\u53d1\u73b0\uff0c\u771f\u6b63\u51b3\u5b9a\u8fd0\u884c\u65f6\u957f\u7684\u56e0\u7d20\uff0c\u540c\u6837\u5305\u62ec token \u603b\u91cf\u3001\u5e8f\u5217\u957f\u5ea6\u3001\u4f18\u5316\u5668\u72b6\u6001\u3001\u68c0\u67e5\u70b9\u7b56\u7565\uff0c\u4ee5\u53ca\u8bad\u7ec3\u6808\u672c\u8eab\u7684\u6267\u884c\u6548\u7387\u3002\u5bf9\u4e8e\u6b63\u5728\u8bc4\u4f30<a href=\"https:\/\/www.varidata.com\/zh-cn\/server\/los-angeles\/\" target=\"_blank\">\u7f8e\u56fd\u670d\u52a1\u5668\u79df\u7528<\/a>\u65b9\u6848\u7684\u56e2\u961f\u6765\u8bf4\uff0c\u8fd9\u4e00\u70b9\u5c24\u4e3a\u5173\u952e\uff0c\u56e0\u4e3a\u57fa\u7840\u8bbe\u65bd\u9009\u62e9\u5f71\u54cd\u7684\u4e0d\u53ea\u662f\u9884\u7b97\uff0c\u8fd8\u5173\u7cfb\u5230\u8fed\u4ee3\u901f\u5ea6\u3001\u8c03\u5ea6\u7075\u6d3b\u6027\uff0c\u4ee5\u53ca\u4e00\u4e2a\u5df2\u5fae\u8c03\u6a21\u578b\u4ece\u5b9e\u9a8c\u8d70\u5411\u670d\u52a1\u7684\u901f\u5ea6\u3002\n    <\/p>\n<h2><strong>\u4e3a\u4ec0\u4e48 GPU \u5c0f\u65f6\u624d\u662f\u771f\u6b63\u5173\u952e\u7684\u5ea6\u91cf\u6307\u6807<\/strong><\/h2>\n<p>\n      GPU \u5c0f\u65f6\u662f\u4e00\u4e2a\u5f88\u76f4\u89c2\u7684\u5355\u4f4d\uff1a\u4e00\u5f20\u52a0\u901f\u5361\u8fd0\u884c\u4e00\u5c0f\u65f6\uff0c\u5c31\u662f 1 \u4e2a GPU \u5c0f\u65f6\u3002\u4f46\u5728\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u8fd9\u4e2a\u6307\u6807\u4e4b\u6240\u4ee5\u91cd\u8981\uff0c\u662f\u56e0\u4e3a\u5b83\u80fd\u628a\u5de5\u7a0b\u6743\u8861\u6d53\u7f29\u4e3a\u4e00\u4e2a\u53ef\u6bd4\u8f83\u7684\u91cf\u30024 \u5f20\u52a0\u901f\u5361\u8fd0\u884c 6 \u5c0f\u65f6\uff0c\u5c31\u662f 24 \u4e2a GPU \u5c0f\u65f6\uff1b8 \u5f20\u8fd0\u884c 3 \u5c0f\u65f6\uff0c\u540c\u6837\u662f 24 \u4e2a GPU \u5c0f\u65f6\u3002\u8d26\u5355\u770b\u4e0a\u53bb\u53ef\u80fd\u63a5\u8fd1\uff0c\u4f46\u8fd0\u7ef4\u5c42\u9762\u7684\u542b\u4e49\u5374\u5e76\u4e0d\u4e00\u6837\u3002\u66f4\u77ed\u7684\u5b9e\u9645\u65f6\u949f\u65f6\u95f4\u53ef\u4ee5\u51cf\u5c11\u6d41\u6c34\u7ebf\u7b49\u5f85\uff0c\u800c\u66f4\u5c0f\u7684\u5e76\u884c\u89c4\u6a21\u5219\u53ef\u80fd\u8ba9\u8c03\u5ea6\u3001\u6570\u636e\u51c6\u5907\u548c\u6545\u969c\u6062\u590d\u66f4\u7b80\u5355\u3002\n    <\/p>\n<p>\n      \u5bf9\u6280\u672f\u8bfb\u8005\u800c\u8a00\uff0cGPU \u5c0f\u65f6\u4e4b\u6240\u4ee5\u6709\u4ef7\u503c\uff0c\u662f\u56e0\u4e3a\u5b83\u628a\u6808\u4e2d\u7684\u4e09\u4e2a\u5c42\u9762\u8fde\u63a5\u4e86\u8d77\u6765\uff1a\n    <\/p>\n<ul>\n<li>\u6a21\u578b\u5c42\u884c\u4e3a\uff1a\u53c2\u6570\u89c4\u6a21\u3001\u6ce8\u610f\u529b\u7a97\u53e3\u3001\u9002\u914d\u5668\u7b56\u7565<\/li>\n<li>\u8bad\u7ec3\u5c42\u884c\u4e3a\uff1a\u6709\u6548\u6279\u5927\u5c0f\u3001\u7cbe\u5ea6\u6a21\u5f0f\u3001\u68c0\u67e5\u70b9\u3001\u6253\u5305\u7b56\u7565<\/li>\n<li>\u57fa\u7840\u8bbe\u65bd\u5c42\u884c\u4e3a\uff1a\u5355\u5361\u663e\u5b58\u3001\u4e92\u8fde\u3001\u5b58\u50a8\u541e\u5410\u3001\u670d\u52a1\u5668\u79df\u7528\u62d3\u6251<\/li>\n<\/ul>\n<p>\n      \u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48 GPU \u5c0f\u65f6\u6bd4\u201c\u8f7b\u91cf\u201d\u6216\u201c\u91cd\u91cf\u7ea7\u201d\u4e4b\u7c7b\u6a21\u7cca\u8bf4\u6cd5\u66f4\u6709\u610f\u4e49\u3002\u5b83\u8ba9\u5b9e\u9a8c\u4e4b\u95f4\u53ef\u4ee5\u6a2a\u5411\u6bd4\u8f83\uff0c\u4e5f\u5e2e\u52a9\u56e2\u961f\u628a\u7b97\u529b\u9700\u6c42\u4e0e\u5176\u4ed6\u6210\u672c\u62c6\u5206\u5f00\u6765\u770b\uff0c\u4f8b\u5982\u5b58\u50a8\u3001\u6570\u636e\u9884\u5904\u7406\u3001\u8bc4\u4f30\u8fd0\u884c\u548c\u90e8\u7f72\u5f00\u9500\u3002\n    <\/p>\n<h2><strong>\u5230\u5e95\u662f\u4ec0\u4e48\u5728\u51b3\u5b9a\u5fae\u8c03\u8fd0\u884c\u65f6\u957f<\/strong><\/h2>\n<p>\n      \u4e00\u4e2a\u5f88\u5e38\u89c1\u7684\u8bef\u533a\u662f\uff1a\u53ea\u8981\u6a21\u578b\u66f4\u5927\uff0c\u8bad\u7ec3\u6210\u672c\u5c31\u4e00\u5b9a\u4f1a\u6309\u6bd4\u4f8b\u4e0a\u5347\u3002\u73b0\u5b9e\u8981\u590d\u6742\u5f97\u591a\u3002\u8fd0\u884c\u65f6\u957f\u5f80\u5f80\u7531\u591a\u4e2a\u53d8\u91cf\u5171\u540c\u51b3\u5b9a\uff0c\u800c\u4e14\u8fd9\u4e9b\u53d8\u91cf\u4e4b\u95f4\u901a\u5e38\u5e76\u4e0d\u662f\u7ebf\u6027\u5173\u7cfb\u3002\n    <\/p>\n<ol>\n<li>\n<p>\n          <strong>\u6a21\u578b\u89c4\u6a21\u3002<\/strong>\u66f4\u5927\u7684\u6a21\u578b\u901a\u5e38\u610f\u5473\u7740\u66f4\u9ad8\u7684\u663e\u5b58\u9700\u6c42\uff0c\u4ee5\u53ca\u6bcf\u4e00\u6b65\u66f4\u591a\u7684\u8ba1\u7b97\u91cf\uff0c\u4f46\u5b83\u5e76\u4e0d\u662f\u552f\u4e00\u53d8\u91cf\u3002\u4e00\u4e2a\u4e2d\u7b49\u89c4\u6a21\u6a21\u578b\uff0c\u5982\u679c\u4e0a\u4e0b\u6587\u7a97\u53e3\u5f88\u957f\u3001\u5e8f\u5217\u6253\u5305\u505a\u5f97\u5f88\u5dee\uff0c\u5b8c\u5168\u53ef\u80fd\u6bd4\u4e00\u4e2a\u66f4\u5927\u7684\u6a21\u578b\u6d88\u8017\u66f4\u591a GPU \u5c0f\u65f6\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>Token \u6570\u91cf\u3002<\/strong>\u5fae\u8c03\u672c\u8d28\u4e0a\u662f\u5728\u5904\u7406 token\u3002\u6837\u672c\u6761\u6570\u5f80\u5f80\u5177\u6709\u8bef\u5bfc\u6027\uff0c\u56e0\u4e3a\u4e00\u6761\u6570\u636e\u53ef\u80fd\u5f88\u77ed\uff0c\u53e6\u4e00\u6761\u5219\u53ef\u80fd\u662f\u591a\u8f6e\u957f\u5bf9\u8bdd\u3002\u76f8\u6bd4\u6837\u672c\u6570\uff0ctoken \u603b\u91cf\u624d\u662f\u66f4\u7a33\u5b9a\u7684\u89c4\u5212\u6307\u6807\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u5e8f\u5217\u957f\u5ea6\u3002<\/strong>\u5b98\u65b9\u8bad\u7ec3\u6587\u6863\u660e\u786e\u6307\u51fa\uff0c\u6700\u5927\u5e8f\u5217\u957f\u5ea6\u6216 block size \u4f1a\u540c\u65f6\u5f71\u54cd\u663e\u5b58\u5360\u7528\u548c\u541e\u5410\u7387\u3002\u8f83\u957f\u7684\u4e0a\u4e0b\u6587\u4f1a\u964d\u4f4e\u5355\u6279\u6b21\u53ef\u5bb9\u7eb3\u7684\u6837\u672c\u6570\uff0c\u5982\u679c\u6570\u636e\u6d41\u6c34\u7ebf\u53c8\u6ca1\u6709\u4f18\u5316\uff0c\u8fd8\u4f1a\u8fdb\u4e00\u6b65\u524a\u5f31\u5229\u7528\u7387\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u5fae\u8c03\u65b9\u5f0f\u3002<\/strong>\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u53ea\u66f4\u65b0\u4e00\u5c0f\u90e8\u5206\u65b0\u589e\u6743\u91cd\uff0c\u800c\u4e0d\u662f\u66f4\u65b0\u6574\u4e2a\u6a21\u578b\uff0c\u56e0\u6b64\u4f1a\u663e\u8457\u51cf\u5c11\u4f18\u5316\u5668\u72b6\u6001\u548c\u68af\u5ea6\u6240\u5360\u7528\u7684\u5185\u5b58\u3002\u8fd9\u901a\u5e38\u53ef\u4ee5\u964d\u4f4e\u786c\u4ef6\u95e8\u69db\uff0c\u5e76\u63d0\u5347\u5b9e\u9645\u541e\u5410\u8868\u73b0\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u7cbe\u5ea6\u4e0e\u663e\u5b58\u7b56\u7565\u3002<\/strong>\u6df7\u5408\u7cbe\u5ea6\u53ef\u4ee5\u52a0\u901f\u4ee5\u77e9\u9635\u8fd0\u7b97\u4e3a\u4e3b\u7684\u8bad\u7ec3\uff0c\u540c\u65f6\u7f13\u89e3\u663e\u5b58\u538b\u529b\uff1b\u6fc0\u6d3b\u68c0\u67e5\u70b9\u5219\u901a\u8fc7\u91cd\u65b0\u8ba1\u7b97\u6362\u53d6\u663e\u5b58\u8282\u7701\u3002\u5b98\u65b9\u6307\u5bfc\u63d0\u5230\uff0c\u68c0\u67e5\u70b9\u867d\u7136\u80fd\u964d\u4f4e\u6fc0\u6d3b\u503c\u5185\u5b58\uff0c\u4f46\u8bad\u7ec3\u901f\u5ea6\u53ef\u80fd\u4e0b\u964d\u5927\u7ea6\u4e94\u5206\u4e4b\u4e00\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u7cfb\u7edf\u6548\u7387\u3002<\/strong>\u5b58\u50a8\u5835\u585e\u3001\u6570\u636e\u52a0\u8f7d\u5668\u8bbe\u7f6e\u4e0d\u4f73\u3001batch \u586b\u5145\u4e0d\u8db3\uff0c\u4ee5\u53ca\u7cdf\u7cd5\u7684\u5e8f\u5217\u6253\u5305\uff0c\u90fd\u4f1a\u8ba9\u6602\u8d35\u7684\u7b97\u529b\u767d\u767d\u6d6a\u8d39\u3002\u6709\u5173\u5e8f\u5217\u6253\u5305\u7684\u5b98\u65b9\u6846\u67b6\u6587\u6863\u660e\u786e\u6307\u51fa\uff0c\u5728\u76d1\u7763\u5fae\u8c03\u4e0e\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u4e2d\uff0c\u8f93\u5165\u7ed3\u6784\u4f4e\u6548\u4f1a\u5bfc\u81f4\u52a0\u901f\u5361\u5229\u7528\u7387\u4e0b\u964d\u3002\n        <\/p>\n<\/li>\n<\/ol>\n<h2><strong>\u4e3a\u4ec0\u4e48\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u4f1a\u6539\u53d8\u6210\u672c\u8ba1\u7b97\u65b9\u5f0f<\/strong><\/h2>\n<p>\n      \u5bf9\u8bb8\u591a\u56e2\u961f\u6765\u8bf4\uff0c\u8fd1\u51e0\u5e74\u6700\u5927\u7684\u53d8\u5316\u4e4b\u4e00\uff0c\u5c31\u662f\u4e0d\u518d\u9ed8\u8ba4\u66f4\u65b0\u6a21\u578b\u5168\u90e8\u53c2\u6570\u3002\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u4f1a\u51bb\u7ed3\u5927\u90e8\u5206\u57fa\u7840\u6a21\u578b\uff0c\u53ea\u8bad\u7ec3\u4e00\u5c0f\u90e8\u5206\u989d\u5916\u5f15\u5165\u7684\u53c2\u6570\u3002\u5b98\u65b9\u5e93\u6587\u6863\u5c06\u5176\u63cf\u8ff0\u4e3a\u4e00\u79cd\u964d\u4f4e\u5185\u5b58\u5360\u7528\u7684\u65b9\u6cd5\uff0c\u56e0\u4e3a\u5b83\u9700\u8981\u8ddf\u8e2a\u7684\u68af\u5ea6\u548c\u4f18\u5316\u5668\u72b6\u6001\u5c11\u5f97\u591a\u3002\n    <\/p>\n<p>\n      \u4ece\u7cfb\u7edf\u89c6\u89d2\u770b\uff0c\u8fd9\u4e00\u70b9\u91cd\u8981\u6709\u4e24\u4e2a\u539f\u56e0\u3002\u7b2c\u4e00\uff0c\u663e\u5b58\u538b\u529b\u964d\u4f4e\u540e\uff0c\u66f4\u5bb9\u6613\u5728\u66f4\u5c11\u8bbe\u5907\u4e0a\u653e\u4e0b\u4e00\u4e2a\u6709\u610f\u4e49\u7684\u5b9e\u9a8c\u3002\u7b2c\u4e8c\uff0c\u8bad\u7ec3\u68c0\u67e5\u70b9\u66f4\u8f7b\uff0c\u53cd\u590d\u8fed\u4ee3\u65f6\u7684\u8d1f\u62c5\u4e5f\u66f4\u5c0f\u3002\u4f60\u4ecd\u7136\u9700\u8981\u4e3a\u57fa\u7840\u7f51\u7edc\u7684\u524d\u5411\u548c\u53cd\u5411\u4f20\u64ad\u4ed8\u51fa\u8ba1\u7b97\u6210\u672c\uff0c\u4f46\u907f\u514d\u4e86\u5168\u91cf\u66f4\u65b0\u65f6\u5927\u91cf\u4f18\u5316\u5668\u72b6\u6001\u5e26\u6765\u7684\u5185\u5b58\u8d1f\u62c5\u3002\n    <\/p>\n<p>\n      \u57fa\u4e8e\u91cf\u5316\u7684\u9002\u914d\u5668\u65b9\u6cd5\u8fdb\u4e00\u6b65\u653e\u5927\u4e86\u8fd9\u4e00\u70b9\u3002\u76f8\u5173\u539f\u59cb\u7814\u7a76\u8868\u660e\uff0c\u5728\u5355\u5f20 48GB \u8bbe\u5907\u4e0a\uff0c\u4e5f\u53ef\u4ee5\u5bf9\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5e76\u5728\u4efb\u52a1\u8868\u73b0\u4e0a\u63a5\u8fd1\u66f4\u9ad8\u7cbe\u5ea6\u7684\u5168\u91cf\u5fae\u8c03\u3002\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u6240\u6709\u5de5\u4f5c\u8d1f\u8f7d\u90fd\u5e94\u8be5\u653e\u5728\u5355\u5361\u4e0a\u8fd0\u884c\uff0c\u800c\u662f\u8bf4\u660e\uff1a\u53ef\u884c\u7684\u8bbe\u8ba1\u7a7a\u95f4\uff0c\u6bd4\u8bb8\u591a\u65e9\u671f\u535a\u5ba2\u6240\u63cf\u8ff0\u7684\u8981\u5bbd\u5f97\u591a\u3002\n    <\/p>\n<h2><strong>\u5982\u4f55\u4f30\u7b97 GPU \u5c0f\u65f6\uff0c\u800c\u4e0d\u662f\u5047\u88c5\u80fd\u7cbe\u786e\u5230\u5206<\/strong><\/h2>\n<p>\n      \u5de5\u7a0b\u5e08\u901a\u5e38\u90fd\u60f3\u8981\u4e00\u4e2a\u660e\u786e\u6570\u5b57\u3002\u4f46\u66f4\u5408\u7406\u7684\u7b54\u6848\uff0c\u901a\u5e38\u662f\u4e00\u4e2a\u533a\u95f4\u3002\u5047\u88c5\u53ef\u4ee5\u7cbe\u786e\u5230\u6781\u5c0f\u8bef\u5dee\uff0c\u53ea\u4f1a\u5e26\u6765\u7cdf\u7cd5\u9884\u7b97\u548c\u4e0d\u5207\u5b9e\u9645\u7684\u4e0a\u7ebf\u8ba1\u5212\u3002\u4e00\u4e2a\u5b9e\u7528\u7684\u4f30\u7b97\uff0c\u5e94\u8be5\u4ece\u541e\u5410\u5047\u8bbe\u5f00\u59cb\uff0c\u518d\u5bf9\u5404\u79cd\u6548\u7387\u635f\u8017\u505a\u4fee\u6b63\u3002\n    <\/p>\n<p>\n      \u4e00\u4e2a\u7d27\u51d1\u3001\u5b9e\u7528\u7684\u89c4\u5212\u6a21\u578b\u901a\u5e38\u662f\u8fd9\u6837\u7684\uff1a\n    <\/p>\n<ol>\n<li>\n<p>\n          \u4f30\u7b97\u9884\u5904\u7406\u540e\u7684\u603b\u8bad\u7ec3 token \u6570\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u6839\u636e\u771f\u5b9e\u9700\u6c42\u51b3\u5b9a\u8bad\u7ec3\u8f6e\u6b21\uff0c\u800c\u4e0d\u662f\u673a\u68b0\u5730\u9ed8\u8ba4\u8f83\u9ad8 epoch\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u5728\u76ee\u6807\u914d\u7f6e\u4e0a\u8fdb\u884c\u4e00\u6b21\u77ed\u65f6\u8bd5\u8dd1\uff0c\u6d4b\u51fa\u9884\u671f tokens per second\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u4e3a\u8bc4\u4f30\u3001\u68c0\u67e5\u70b9\u4fdd\u5b58\u3001\u91cd\u8bd5\u548c\u8c03\u53c2\u9884\u7559\u73b0\u5b9e\u4fee\u6b63\u56e0\u5b50\u3002\n        <\/p>\n<\/li>\n<\/ol>\n<p>\n      \u7528\u76f4\u767d\u7684\u8bdd\u8bf4\uff0c\u516c\u5f0f\u53ef\u4ee5\u5199\u6210\uff1a\n    <\/p>\n<p>\n      \u603b\u8bad\u7ec3\u65f6\u95f4 \u2248 \u603b\u5904\u7406 token \u6570 \u00f7 \u6301\u7eed\u7a33\u5b9a\u7684 tokens per second\n    <\/p>\n<p>\n      \u7136\u540e\uff1a\n    <\/p>\n<p>\n      GPU \u5c0f\u65f6 \u2248 \u8bad\u7ec3\u603b\u5c0f\u65f6\u6570 \u00d7 \u52a0\u901f\u5361\u6570\u91cf\n    <\/p>\n<p>\n      \u8fd9\u91cc\u6700\u5173\u952e\u7684\u8bcd\u662f\u201c\u6301\u7eed\u7a33\u5b9a\u201d\u3002\u5728\u7406\u60f3\u5b9e\u9a8c\u73af\u5883\u91cc\u6d4b\u51fa\u6765\u7684\u57fa\u51c6\u541e\u5410\uff0c\u901a\u5e38\u4f1a\u6bd4\u771f\u5b9e\u8bad\u7ec3\u6808\u4e2d\u7684\u8868\u73b0\u4e50\u89c2\u3002\u5e8f\u5217\u586b\u5145\u3001\u63d0\u793a\u8bcd\u683c\u5f0f\u5316\u3001\u9a8c\u8bc1\u95f4\u9694\u4ee5\u53ca\u5076\u53d1\u91cd\u542f\uff0c\u90fd\u4f1a\u62c9\u4f4e\u5b9e\u9645\u541e\u5410\u3002\u5982\u679c\u4f60\u6b63\u5728\u6bd4\u8f83\u670d\u52a1\u5668\u79df\u7528\u65b9\u6848\uff0c\u6700\u597d\u5c3d\u91cf\u57fa\u4e8e\u81ea\u5df1\u6570\u636e\u5f62\u6001\u4e0b\u7684\u8bd5\u8dd1\u7ed3\u679c\uff0c\u800c\u4e0d\u662f\u7167\u642c\u516c\u5f00 benchmark\u3002\n    <\/p>\n<h2><strong>\u4e3a\u4ec0\u4e48\u5e8f\u5217\u957f\u5ea6\u4f1a\u6084\u6084\u62ac\u9ad8\u6210\u672c<\/strong><\/h2>\n<p>\n      \u5f88\u591a\u89c4\u5212\u6587\u6863\u4e4b\u6240\u4ee5\u5931\u771f\uff0c\u662f\u56e0\u4e3a\u5b83\u4eec\u53ea\u770b\u53c2\u6570\u89c4\u6a21\uff0c\u5374\u5ffd\u7565\u4e86\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002\u5b98\u65b9\u8bad\u7ec3\u53c2\u8003\u6750\u6599\u6307\u51fa\uff0cblock size \u548c\u6700\u5927\u6a21\u578b\u957f\u5ea6\u90fd\u4f1a\u5f71\u54cd\u663e\u5b58\u4e0e\u6267\u884c\u6548\u7387\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u66f4\u957f\u7684\u5e8f\u5217\u5f80\u5f80\u4f1a\u51cf\u5c11\u6bcf\u4e00\u6b65\u80fd\u5904\u7406\u7684\u6837\u672c\u6570\uff0c\u8feb\u4f7f\u56e2\u961f\u4f7f\u7528\u66f4\u5c0f\u7684 micro-batch\uff0c\u5e76\u66f4\u9891\u7e41\u5730\u4f9d\u8d56\u663e\u5b58\u4f18\u5316\u6280\u5de7\u3002\n    <\/p>\n<p>\n      \u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u6570\u636e\u5f62\u6001\u5c42\u9762\u7684\u95ee\u9898\u3002\u771f\u5b9e\u7684\u4f01\u4e1a\u6570\u636e\u901a\u5e38\u5e76\u4e0d\u6574\u9f50\uff1a\u5b83\u4eec\u53ef\u80fd\u6df7\u5408\u4e86\u77ed\u5de5\u5355\u3001\u4e2d\u7b49\u957f\u5ea6\u7b14\u8bb0\u3001\u957f\u6587\u6863\u3001\u4ee3\u7801\u7247\u6bb5\u548c\u804a\u5929\u8bb0\u5f55\u3002\u5982\u679c\u6d41\u6c34\u7ebf\u628a\u6240\u6709\u8f93\u5165\u7edf\u4e00\u586b\u5145\u5230\u540c\u4e00\u4e2a\u4e0a\u9650\uff0c\u90a3\u4e48\u5927\u91cf\u7b97\u529b\u90fd\u4f1a\u6d6a\u8d39\u5728\u7a7a\u767d token \u4e0a\u3002\u5e8f\u5217\u6253\u5305\u6b63\u662f\u5e38\u89c1\u89e3\u6cd5\u4e4b\u4e00\u3002\u8fd1\u671f\u6846\u67b6\u6587\u6863\u5c06\u5176\u63cf\u8ff0\u4e3a\u4e00\u79cd\u63d0\u9ad8\u5229\u7528\u7387\u7684\u65b9\u6cd5\uff1a\u901a\u8fc7\u9ad8\u6548\u6253\u5305\u53ef\u53d8\u957f\u5ea6\u5e8f\u5217\uff0c\u800c\u4e0d\u662f\u8ba9\u7ed3\u6784\u4f4e\u6548\u7684\u8f93\u5165\u5bfc\u81f4\u786c\u4ef6\u7a7a\u8f6c\u3002\n    <\/p>\n<p>\n      \u6362\u53e5\u8bdd\u8bf4\uff0c\u5373\u4fbf\u4e24\u4e2a\u6570\u636e\u96c6\u7684\u539f\u59cb token \u603b\u91cf\u4e00\u6837\uff0c\u5982\u679c\u4e00\u4e2a\u6253\u5305\u5f97\u5f53\u3001\u53e6\u4e00\u4e2a\u6ca1\u6709\uff0c\u6700\u7ec8 GPU \u5c0f\u65f6\u4e5f\u53ef\u80fd\u76f8\u5dee\u5f88\u5927\u3002\n    <\/p>\n<h2><strong>\u7701\u663e\u5b58\u7684\u7279\u6027\uff0c\u5e76\u4e0d\u662f\u201c\u514d\u8d39\u5348\u9910\u201d<\/strong><\/h2>\n<p>\n      \u5f53\u6a21\u578b\u52c9\u5f3a\u80fd\u653e\u8fdb\u663e\u5b58\u65f6\uff0c\u56e2\u961f\u5f80\u5f80\u4f1a\u628a\u6240\u6709\u663e\u5b58\u4f18\u5316\u9009\u9879\u4e00\u8d77\u6253\u5f00\u3002\u8fd9\u6709\u65f6\u786e\u5b9e\u5fc5\u8981\uff0c\u4f46\u4e5f\u4f1a\u6539\u53d8\u8fd0\u884c\u65f6\u884c\u4e3a\u3002\u6fc0\u6d3b\u68c0\u67e5\u70b9\u5c31\u662f\u4e00\u4e2a\u5178\u578b\u4f8b\u5b50\u3002\u5b98\u65b9\u8bf4\u660e\u6307\u51fa\uff0c\u5b83\u901a\u8fc7\u51cf\u5c11\u4e2d\u95f4\u6fc0\u6d3b\u503c\u4fdd\u5b58\u3001\u5728\u53cd\u5411\u4f20\u64ad\u65f6\u91cd\u65b0\u8ba1\u7b97\uff0c\u6765\u964d\u4f4e\u6fc0\u6d3b\u5185\u5b58\u3002\u4ee3\u4ef7\u5219\u662f\u8bad\u7ec3\u8fc7\u7a0b\u9700\u8981\u505a\u66f4\u591a\u989d\u5916\u5de5\u4f5c\uff0c\u540c\u4e00\u4efd\u6587\u6863\u8fd8\u63d0\u5230\u901f\u5ea6\u5927\u7ea6\u4f1a\u4e0b\u964d 20%\u3002\n    <\/p>\n<p>\n      \u6df7\u5408\u7cbe\u5ea6\u5219\u662f\u53e6\u4e00\u7c7b\u6760\u6746\u3002\u5b83\u65e2\u53ef\u4ee5\u964d\u4f4e\u663e\u5b58\u5360\u7528\uff0c\u4e5f\u53ef\u80fd\u5728\u53d7\u652f\u6301\u786c\u4ef6\u4e0a\u63d0\u5347\u4ee5\u77e9\u9635\u8ba1\u7b97\u4e3a\u4e3b\u7684\u8bad\u7ec3\u901f\u5ea6\u3002\u76f8\u5173\u6027\u80fd\u6587\u6863\u5f3a\u8c03\uff0c\u5728\u5408\u9002\u6761\u4ef6\u4e0b\uff0c\u4f4e\u7cbe\u5ea6\u7b97\u672f\u541e\u5410\u901a\u5e38\u660e\u663e\u9ad8\u4e8e\u5355\u7cbe\u5ea6\u3002\n    <\/p>\n<p>\n      \u56e0\u6b64\u5728\u89c4\u5212\u65f6\uff0c\u6700\u597d\u6210\u5bf9\u7406\u89e3\u8fd9\u4e9b\u9009\u9879\uff1a\n    <\/p>\n<ul>\n<li>\u68c0\u67e5\u70b9\u8282\u7701\u663e\u5b58\uff0c\u4f46\u53ef\u80fd\u589e\u52a0\u65f6\u95f4<\/li>\n<li>\u6df7\u5408\u7cbe\u5ea6\u8282\u7701\u663e\u5b58\uff0c\u4e5f\u53ef\u80fd\u8282\u7701\u65f6\u95f4<\/li>\n<li>\u66f4\u957f\u4e0a\u4e0b\u6587\u53ef\u80fd\u63d0\u9ad8\u4efb\u52a1\u8986\u76d6\uff0c\u4f46\u4e5f\u53ef\u80fd\u635f\u5bb3\u541e\u5410<\/li>\n<li>\u66f4\u591a\u8bbe\u5907\u53ef\u4ee5\u7f29\u77ed\u5b9e\u9645\u65f6\u949f\u65f6\u95f4\uff0c\u4f46\u5982\u679c\u6269\u5c55\u6548\u7387\u4e0d\u4f73\uff0c\u672a\u5fc5\u80fd\u964d\u4f4e\u603b GPU \u5c0f\u65f6<\/li>\n<\/ul>\n<h2><strong>\u5168\u91cf\u5fae\u8c03\u4e0e\u9002\u914d\u5668\u5fae\u8c03\uff1a\u5230\u5e95\u8be5\u600e\u4e48\u9009<\/strong><\/h2>\n<p>\n      \u5168\u91cf\u5fae\u8c03\u4f9d\u7136\u6709\u5176\u9002\u7528\u573a\u666f\uff0c\u5c24\u5176\u662f\u5728\u4efb\u52a1\u9700\u8981\u66f4\u5e7f\u6cdb\u7684\u5185\u90e8\u91cd\u6784\uff0c\u6216\u8005\u7814\u7a76\u76ee\u6807\u8981\u6c42\u76f4\u63a5\u63a7\u5236\u5168\u90e8\u53c2\u6570\u7684\u65f6\u5019\u3002\u4f46\u5bf9\u4e8e\u5f88\u591a\u5e94\u7528\u578b\u5de5\u4f5c\u8d1f\u8f7d\u800c\u8a00\uff0c\u9002\u914d\u5668\u5fae\u8c03\u901a\u5e38\u662f\u66f4\u52a1\u5b9e\u7684\u8d77\u70b9\u3002\n    <\/p>\n<p>\n      \u8fd9\u79cd\u5dee\u5f02\u4e0d\u53ea\u662f\u8d22\u52a1\u5c42\u9762\u7684\uff0c\u5b83\u540c\u6837\u6539\u53d8\u4e86\u8fd0\u7ef4\u4e0e\u5b9e\u9a8c\u6d41\u7a0b\u4f53\u9a8c\uff1a\n    <\/p>\n<ul>\n<li>\u66f4\u5c0f\u7684\u8bad\u7ec3\u72b6\u6001\u610f\u5473\u7740\u66f4\u5bb9\u6613\u5feb\u901f\u5207\u6362\u5b9e\u9a8c<\/li>\n<li>\u66f4\u5c0f\u7684\u68c0\u67e5\u70b9\u7b80\u5316\u4e86\u5b58\u50a8\u4e0e\u4ea7\u7269\u7ba1\u7406<\/li>\n<li>\u66f4\u4f4e\u7684\u663e\u5b58\u9700\u6c42\u6269\u5927\u4e86\u670d\u52a1\u5668\u79df\u7528\u9009\u62e9\u8303\u56f4<\/li>\n<li>\u66f4\u5feb\u7684\u8fed\u4ee3\u901f\u5ea6\u5e2e\u52a9\u56e2\u961f\u66f4\u65e9\u53d1\u73b0\u6570\u636e\u8d28\u91cf\u95ee\u9898<\/li>\n<\/ul>\n<p>\n      \u4e3b\u6d41\u6846\u67b6\u7684\u5b98\u65b9\u6587\u6863\u90fd\u4e00\u81f4\u628a\u53c2\u6570\u9ad8\u6548\u65b9\u6cd5\u89c6\u4e3a\u4e00\u79cd\u964d\u4f4e\u663e\u5b58\u5360\u7528\u7684\u673a\u5236\uff0c\u56e0\u4e3a\u5b83\u53ea\u66f4\u65b0\u6709\u9650\u7684\u53ef\u8bad\u7ec3\u7ec4\u4ef6\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u4e00\u4e2a\u73b0\u5b9e\u7684\u4f18\u5316\u8def\u5f84\uff0c\u901a\u5e38\u5e94\u8be5\u5148\u4ece\u9002\u914d\u5668\u65b9\u6cd5\u5f00\u59cb\uff0c\u53ea\u6709\u5728\u5b9e\u9a8c\u7ed3\u679c\u8bc1\u660e\u4e0d\u591f\u7528\u65f6\uff0c\u624d\u8003\u8651\u5347\u7ea7\u5230\u5168\u91cf\u66f4\u65b0\u3002\n    <\/p>\n<h2><strong>\u5982\u4f55\u7406\u89e3\u7f8e\u56fd\u670d\u52a1\u5668\u79df\u7528\u573a\u666f\u4e0b\u7684\u57fa\u7840\u8bbe\u65bd\u9009\u62e9<\/strong><\/h2>\n<p>\n      \u5bf9\u4e00\u4e2a\u805a\u7126\u7f8e\u56fd\u57fa\u7840\u8bbe\u65bd\u7684\u7f51\u7ad9\u800c\u8a00\uff0c\u95ee\u9898\u4e0d\u53ea\u662f\u201c\u6211\u9700\u8981\u591a\u5c11 GPU \u5c0f\u65f6\u201d\uff0c\u800c\u662f\u201c\u4ec0\u4e48\u6837\u7684\u670d\u52a1\u5668\u79df\u7528\u67b6\u6784\uff0c\u624d\u80fd\u8ba9\u8fd9\u4e9b GPU \u5c0f\u65f6\u771f\u6b63\u6709\u6548\u201d\u3002\u670d\u52a1\u5668\u79df\u7528\u65b9\u6848\u7684\u9009\u62e9\u4f1a\u5f71\u54cd\u6392\u961f\u65f6\u95f4\u3001\u5b58\u50a8\u90bb\u8fd1\u6027\u3001\u53ef\u89c2\u6d4b\u6027\uff0c\u4ee5\u53ca\u6570\u636e\u6d41\u52a8\u8def\u5f84\u3002\u4e00\u4e2a\u9760\u8c31\u7684\u6280\u672f\u89c4\u5212\uff0c\u5e94\u8be5\u8bc4\u4f30\u5b8c\u6574\u8bad\u7ec3\u95ed\u73af\uff0c\u800c\u4e0d\u662f\u53ea\u76ef\u7740\u52a0\u901f\u5361\u6570\u91cf\u3002\n    <\/p>\n<p>\n      \u901a\u5e38\u6700\u91cd\u8981\u7684\u57fa\u7840\u8bbe\u65bd\u56e0\u7d20\u5305\u62ec\uff1a\n    <\/p>\n<ol>\n<li>\n<p>\n          <strong>\u5355\u5361\u663e\u5b58\u5bb9\u91cf\u3002<\/strong>\u8fd9\u4f1a\u51b3\u5b9a\u4f60\u9009\u62e9\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u548c batch \u7b56\u7565\uff0c\u662f\u5426\u80fd\u5728\u4e0d\u505a\u6781\u7aef\u59a5\u534f\u7684\u60c5\u51b5\u4e0b\u843d\u5730\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u4e92\u8fde\u4e0e\u591a\u5361\u6269\u5c55\u6548\u7387\u3002<\/strong>\u5982\u679c\u5de5\u4f5c\u8d1f\u8f7d\u9700\u8981\u8de8\u591a\u5361\u8fd0\u884c\uff0c\u901a\u4fe1\u5f00\u9500\u53ef\u80fd\u4f1a\u663e\u8457\u524a\u5f31\u5e76\u884c\u6536\u76ca\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u672c\u5730\u4e0e\u7f51\u7edc\u5b58\u50a8\u541e\u5410\u3002<\/strong>\u5982\u679c\u6570\u636e\u5582\u4e0d\u8fdb\u53bb\uff0c\u518d\u6602\u8d35\u7684\u52a0\u901f\u5361\u4e5f\u53ea\u662f\u5728\u7a7a\u8f6c\u53d1\u70ed\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u90e8\u7f72\u7075\u6d3b\u6027\u3002<\/strong>\u6709\u4e9b\u56e2\u961f\u9700\u8981\u6309\u5c0f\u65f6\u5f39\u6027\u670d\u52a1\u5668\u79df\u7528\uff0c\u6709\u4e9b\u66f4\u9002\u5408\u9884\u7559\u5bb9\u91cf\uff0c\u4e5f\u6709\u4e00\u4e9b\u5728\u8d1f\u8f7d\u7a33\u5b9a\u540e\u4f1a\u8f6c\u5411\u670d\u52a1\u5668\u6258\u7ba1\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u6570\u636e\u90bb\u8fd1\u6027\u4e0e\u5408\u89c4\u6d41\u7a0b\u3002<\/strong>\u5982\u679c\u771f\u6b63\u7684\u74f6\u9888\u53d8\u6210\u6570\u636e\u642c\u8fd0\uff0c\u90a3\u4e48\u6700\u5feb\u7684\u96c6\u7fa4\u4e5f\u672a\u5fc5\u662f\u6700\u4f73\u9009\u62e9\u3002\n        <\/p>\n<\/li>\n<\/ol>\n<p>\n      \u5bf9\u4e8e\u77ed\u671f\u5b9e\u9a8c\uff0c\u5f39\u6027\u670d\u52a1\u5668\u79df\u7528\u901a\u5e38\u66f4\u5408\u7406\uff0c\u56e0\u4e3a\u5728\u4f60\u8fd8\u5728\u6478\u7d22\u53ef\u884c\u7684\u5e8f\u5217\u957f\u5ea6\u3001\u6253\u5305\u7b56\u7565\u548c\u8bad\u7ec3\u8282\u594f\u65f6\uff0c\u5b83\u80fd\u628a\u524d\u671f\u627f\u8bfa\u538b\u5230\u6700\u4f4e\u3002\u5bf9\u4e8e\u9700\u6c42\u7a33\u5b9a\u3001\u5468\u671f\u8f83\u957f\u7684\u8bad\u7ec3\u6d41\u6c34\u7ebf\uff0c\u9884\u7559\u73af\u5883\u6216\u670d\u52a1\u5668\u6258\u7ba1\u53ef\u80fd\u4f1a\u53d8\u5f97\u66f4\u6709\u5438\u5f15\u529b\uff0c\u5c24\u5176\u5f53\u5b58\u50a8\u3001\u7f51\u7edc\u4e0e\u53ef\u91cd\u590d\u6027\u5f00\u59cb\u548c\u8ba1\u7b97\u672c\u8eab\u4e00\u6837\u91cd\u8981\u65f6\u3002\n    <\/p>\n<h2><strong>\u4e00\u5957\u66f4\u5b9e\u7528\u7684 GPU \u5c0f\u65f6\u9884\u6d4b\u6d41\u7a0b<\/strong><\/h2>\n<p>\n      \u4e0e\u5176\u6839\u636e\u7f51\u4e0a\u96f6\u6563\u7ecf\u9a8c\u62cd\u8111\u888b\uff0c\u4e0d\u5982\u91c7\u7528\u4e00\u5957\u53ef\u590d\u7528\u7684\u5de5\u7a0b\u6d41\u7a0b\uff1a\n    <\/p>\n<ol>\n<li>\n<p>\n          \u628a\u6570\u636e\u96c6\u7edf\u4e00\u6362\u7b97\u4e3a token\uff0c\u5e76\u68c0\u67e5\u957f\u5ea6\u5206\u5e03\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u6839\u636e\u771f\u5b9e\u4efb\u52a1\u9700\u6c42\u8bbe\u5b9a\u76ee\u6807\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u800c\u4e0d\u662f\u8ffd\u9010\u201c\u8d8a\u957f\u8d8a\u597d\u201d\u7684\u5671\u5934\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u5728\u8ba1\u5212\u4f7f\u7528\u7684\u670d\u52a1\u5668\u79df\u7528\u914d\u7f6e\u4e0a\u505a\u4e00\u6b21\u77ed\u65f6\u8bd5\u8dd1\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u8bb0\u5f55\u9884\u70ed\u5b8c\u6210\u540e\u7684\u6301\u7eed\u541e\u5410\uff0c\u800c\u4e0d\u662f\u77ac\u65f6\u5cf0\u503c\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u4e3a\u8bc4\u4f30\u3001\u68c0\u67e5\u70b9\u3001\u5931\u8d25\u91cd\u8dd1\u548c\u8d85\u53c2\u6570\u91cd\u8bd5\u52a0\u5165\u989d\u5916\u5f00\u9500\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u5728\u542f\u7528\u6253\u5305\u3001\u6df7\u5408\u7cbe\u5ea6\u6216\u9002\u914d\u5668\u65b9\u6cd5\u540e\u91cd\u65b0\u8ba1\u7b97\u3002\n        <\/p>\n<\/li>\n<\/ol>\n<p>\n      \u8fd9\u79cd\u65b9\u6cd5\u5f97\u51fa\u7684\u9884\u7b97\uff0c\u624d\u771f\u6b63\u9002\u7528\u4e8e\u5b9e\u9645\u8fd0\u8425\u3002\u5b83\u4e5f\u4fbf\u4e8e\u5e73\u53f0\u3001\u7814\u7a76\u548c\u8d22\u52a1\u56e2\u961f\u4e4b\u95f4\u66f4\u6e05\u695a\u5730\u6c9f\u901a\uff0c\u56e0\u4e3a\u6bcf\u4e00\u9879\u5047\u8bbe\u90fd\u660e\u786e\u53ef\u89c1\uff0c\u800c\u4e14\u53ef\u4ee5\u9a8c\u8bc1\u3002\n    <\/p>\n<h2><strong>\u54ea\u4e9b\u5e38\u89c1\u9519\u8bef\u4f1a\u8ba9\u6210\u672c\u4f30\u7b97\u4e25\u91cd\u5931\u771f<\/strong><\/h2>\n<ul>\n<li>\n<p>\n          \u628a\u6837\u672c\u6570\u91cf\u5f53\u6210 token \u6570\u91cf\u6765\u4f30\u7b97\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u4f7f\u7528\u5cf0\u503c benchmark \u541e\u5410\uff0c\u800c\u4e0d\u662f\u6301\u7eed\u541e\u5410\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u5ffd\u7565\u9a8c\u8bc1\u4e0e\u68c0\u67e5\u70b9\u4fdd\u5b58\u5e26\u6765\u7684\u989d\u5916\u5f00\u9500\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u9009\u62e9\u4efb\u52a1\u6839\u672c\u4e0d\u9700\u8981\u7684\u8d85\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u5fd8\u8bb0\u68c0\u67e5\u70b9\u662f\u901a\u8fc7\u589e\u52a0\u989d\u5916\u8ba1\u7b97\u6765\u6362\u53d6\u663e\u5b58\u8282\u7701\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u8bef\u4ee5\u4e3a\u66f4\u591a\u8bbe\u5907\u4e00\u5b9a\u4f1a\u964d\u4f4e\u603b GPU \u5c0f\u65f6\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u8df3\u8fc7\u6570\u636e\u6253\u5305\u4f18\u5316\uff0c\u7136\u540e\u628a\u6548\u7387\u4f4e\u4e0b\u602a\u5230\u6a21\u578b\u5934\u4e0a\n        <\/p>\n<\/li>\n<\/ul>\n<p>\n      \u8fd9\u4e9b\u9519\u8bef\u4e4b\u6240\u4ee5\u91cd\u8981\uff0c\u662f\u56e0\u4e3a\u5b83\u4eec\u4f1a\u628a\u56e2\u961f\u63a8\u5411\u8d44\u6e90\u8fc7\u5ea6\u914d\u7f6e\u7684\u670d\u52a1\u5668\u79df\u7528\u65b9\u6848\uff0c\u6216\u8005\u5bfc\u81f4\u4e25\u91cd\u5931\u771f\u7684\u4ea4\u4ed8\u65f6\u95f4\u9884\u671f\u3002\u5927\u591a\u6570\u9ad8\u4f30\uff0c\u6765\u81ea\u8fc7\u5ea6\u4fdd\u5b88\uff1b\u5927\u591a\u6570\u4f4e\u4f30\uff0c\u5219\u6765\u81ea\u5ffd\u89c6\u7cfb\u7edf\u6469\u64e6\u3002\n    <\/p>\n<h2><strong>\u4ec0\u4e48\u65f6\u5019\u589e\u52a0 GPU \u6709\u7528\uff0c\u4ec0\u4e48\u65f6\u5019\u53cd\u800c\u672a\u5fc5<\/strong><\/h2>\n<p>\n      \u5f53\u5de5\u4f5c\u8d1f\u8f7d\u80fd\u591f\u826f\u597d\u6269\u5c55\uff0c\u4e14\u6d41\u6c34\u7ebf\u53ef\u4ee5\u7a33\u5b9a\u628a\u8bbe\u5907\u5582\u6ee1\u65f6\uff0c\u589e\u52a0\u5e76\u884c\u786c\u4ef6\u786e\u5b9e\u6709\u5e2e\u52a9\u3002\u4f46\u5f53\u901a\u4fe1\u5f00\u9500\u53d8\u5927\u3001\u5e8f\u5217\u957f\u5ea6\u5206\u5e03\u4e0d\u89c4\u5219\uff0c\u6216\u8005\u5b58\u50a8\u7cfb\u7edf\u65e0\u6cd5\u53ca\u65f6\u4f9b\u6570\u65f6\uff0c\u589e\u52a0\u8bbe\u5907\u7684\u6536\u76ca\u5c31\u4f1a\u5feb\u901f\u4e0b\u964d\u3002\u4e00\u4e9b\u5b98\u65b9\u6846\u67b6\u6587\u6863\u63d0\u5230\uff0c\u53ef\u4ee5\u901a\u8fc7\u5e8f\u5217\u5e76\u884c\u6216\u4e0a\u4e0b\u6587\u5e76\u884c\u6765\u964d\u4f4e\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u4e0b\u7684\u5355\u5361\u663e\u5b58\u538b\u529b\uff0c\u4f46\u8fd9\u7c7b\u65b9\u6cd5\u4e5f\u4f1a\u5f15\u5165\u989d\u5916\u901a\u4fe1\u6a21\u5f0f\u548c\u7cfb\u7edf\u590d\u6742\u5ea6\u3002\n    <\/p>\n<p>\n      \u8fd9\u6b63\u662f\u6838\u5fc3\u5de5\u7a0b\u7ecf\u9a8c\uff1a\u66f4\u77ed\u7684\u5b9e\u9645\u65f6\u949f\u65f6\u95f4\uff0c\u5e76\u4e0d\u7b49\u4e8e\u66f4\u4f4e\u7684 GPU \u5c0f\u65f6\u3002\u66f4\u5bbd\u7684\u96c6\u7fa4\u53ef\u80fd\u66f4\u5feb\u5b8c\u6210\u4efb\u52a1\uff0c\u4f46\u5982\u679c\u6269\u5c55\u6548\u7387\u4e0b\u964d\uff0c\u603b\u7b97\u529b\u6d88\u8017\u751a\u81f3\u53ef\u80fd\u76f8\u8fd1\u6216\u66f4\u9ad8\u3002\u5bf9\u4e8e\u5f88\u591a\u5e94\u7528\u578b\u5fae\u8c03\u9879\u76ee\u6765\u8bf4\uff0c\u6700\u806a\u660e\u7684\u9009\u62e9\u5e76\u4e0d\u662f\u6700\u5927\u7684\u96c6\u7fa4\uff0c\u800c\u662f\u90a3\u4e2a\u80fd\u591f\u4fdd\u6301\u9ad8\u5229\u7528\u7387\u3001\u5e76\u7f29\u77ed\u8fed\u4ee3\u95ed\u73af\u7684\u6700\u5c0f\u7a33\u5b9a\u914d\u7f6e\u3002\n    <\/p>\n<h2><strong>\u4e00\u4e2a\u9ad8\u6548\u5fae\u8c03\u6808\u901a\u5e38\u957f\u4ec0\u4e48\u6837<\/strong><\/h2>\n<p>\n      \u80fd\u628a GPU \u5c0f\u65f6\u63a7\u5236\u5f97\u6bd4\u8f83\u7a33\u7684\u56e2\u961f\uff0c\u901a\u5e38\u90fd\u6709\u4e00\u4e9b\u5171\u540c\u7279\u5f81\uff1a\n    <\/p>\n<ul>\n<li>\u5148\u4ece\u9002\u914d\u5668\u5fae\u8c03\u5f00\u59cb\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u9700\u8981\u5168\u91cf\u66f4\u65b0<\/li>\n<li>\u5c3d\u65e9\u6d4b\u91cf\u6570\u636e\u96c6\u7684\u957f\u5ea6\u5206\u5e03<\/li>\n<li>\u5728\u786c\u4ef6\u652f\u6301\u7684\u60c5\u51b5\u4e0b\u4f7f\u7528\u6df7\u5408\u7cbe\u5ea6<\/li>\n<li>\u53ea\u6709\u5728\u663e\u5b58\u538b\u529b\u786e\u5b9e\u5b58\u5728\u65f6\u624d\u542f\u7528\u68c0\u67e5\u70b9<\/li>\n<li>\u5148\u4f18\u5316\u5e8f\u5217\u6253\u5305\uff0c\u518d\u8003\u8651\u589e\u52a0\u66f4\u591a\u786c\u4ef6<\/li>\n<li>\u5728\u4e0e\u6b63\u5f0f\u5b9e\u9a8c\u4e00\u81f4\u7684\u670d\u52a1\u5668\u79df\u7528\u914d\u7f6e\u4e0a\u505a\u57fa\u51c6\u6d4b\u8bd5<\/li>\n<\/ul>\n<p>\n      \u8fd9\u4e9b\u505a\u6cd5\u5e76\u4e0d\u70ab\u6280\uff0c\u4f46\u5b83\u4eec\u6070\u6070\u51b3\u5b9a\u4e86\u7b97\u529b\u9884\u7b97\u662f\u5426\u5065\u5eb7\u3002\u5f88\u591a\u65f6\u5019\uff0c\u5fae\u8c03\u6210\u672c\u7684\u80dc\u8d1f\uff0c\u5e76\u4e0d\u662f\u5728\u53c2\u6570\u89c4\u6a21\u5c42\u9762\u51b3\u5b9a\u7684\uff0c\u800c\u662f\u5728\u7cfb\u7edf\u7ec6\u8282\u91cc\u6084\u6084\u5206\u51fa\u7684\u3002\n    <\/p>\n<h2><strong>\u7ed3\u8bed<\/strong><\/h2>\n<p>\n      \u6b63\u786e\u4f30\u7b97 <em>LLM \u5fae\u8c03 GPU \u5c0f\u65f6<\/em> \u7684\u65b9\u5f0f\uff0c\u662f\u50cf\u7cfb\u7edf\u5de5\u7a0b\u5e08\u4e00\u6837\u601d\u8003\uff1a\u7edf\u8ba1 token\u3001\u68c0\u67e5\u5e8f\u5217\u957f\u5ea6\u5206\u5e03\u3001\u9009\u62e9\u6d6a\u8d39\u6700\u5c11\u7684\u5fae\u8c03\u65b9\u6cd5\u3001\u6d4b\u8bd5\u6301\u7eed\u7a33\u5b9a\u541e\u5410\uff0c\u5e76\u628a\u8fd9\u4e9b\u7ed3\u679c\u6620\u5c04\u5230\u9002\u5408\u81ea\u8eab\u8fed\u4ee3\u8282\u594f\u7684\u670d\u52a1\u5668\u79df\u7528\u65b9\u6848\u4e0a\u3002\u5b98\u65b9\u6587\u6863\u548c\u4e00\u624b\u7814\u7a76\u53cd\u590d\u63ed\u793a\u4e86\u540c\u4e00\u4e2a\u89c4\u5f8b\uff1a\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u53ef\u4ee5\u964d\u4f4e\u663e\u5b58\u538b\u529b\uff0c\u5e8f\u5217\u957f\u5ea6\u4f1a\u6539\u53d8\u541e\u5410\uff0c\u68c0\u67e5\u70b9\u662f\u4ee5\u65f6\u95f4\u6362\u663e\u5b58\uff0c\u800c\u6253\u5305\u53ef\u4ee5\u63d0\u5347\u5229\u7528\u7387\u3002\u5bf9\u4f7f\u7528\u7f8e\u56fd\u670d\u52a1\u5668\u79df\u7528\u8d44\u6e90\u7684\u6280\u672f\u56e2\u961f\u6765\u8bf4\uff0c\u771f\u6b63\u76ee\u6807\u5e76\u4e0d\u662f\u8ffd\u6c42\u6700\u5927\u7684\u96c6\u7fa4\uff0c\u800c\u662f\u5efa\u7acb\u4e00\u6761\u6bcf\u4e2a GPU \u5c0f\u65f6\u90fd\u80fd\u7a33\u5b9a\u4ea7\u51fa\u6709\u6548\u8fdb\u5c55\u7684\u8bad\u7ec3\u8def\u5f84\uff0c\u540c\u65f6\u8ba9\u57fa\u7840\u8bbe\u65bd\u5728\u4e0b\u4e00\u8f6e\u5b9e\u9a8c\u5230\u6765\u65f6\u4f9d\u7136\u4fdd\u6709\u8db3\u591f\u7075\u6d3b\u6027\u3002\n    <\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5982\u679c\u4f60\u6b63\u5728\u89c4\u5212\u4e00\u5957\u9762\u5411\u751f\u4ea7\u73af\u5883\u7684\u6a21\u578b\u9002\u914d\u6d41\u7a0b\uff0c\u90a3\u4e48\u9996\u5148\u9700\u8981\u770b\u61c2\u7684\u6570\u5b57\uff0c\u5e76\u4e0d\u53ea\u662f\u53c2\u6570\u89c4\u6a21\uff0c\u800c\u662fLLM \u5fae\u8c03 GPU \u5c0f\u65f6\u3002\u5f88\u591a\u5de5\u7a0b\u5e08\u4e00\u5f00\u59cb\u53ea\u4f1a\u7c97\u7565\u5173\u6ce8\u6a21\u578b\u5927\u5c0f\uff0c\u968f\u540e\u624d\u53d1\u73b0\uff0c\u771f\u6b63\u51b3\u5b9a\u8fd0\u884c\u65f6\u957f\u7684\u56e0\u7d20\uff0c\u540c\u6837\u5305\u62ec token 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\u5c0f\u65f6\u4e4b\u6240\u4ee5\u6709\u4ef7\u503c\uff0c\u662f\u56e0\u4e3a\u5b83\u628a\u6808\u4e2d\u7684\u4e09\u4e2a\u5c42\u9762\u8fde\u63a5\u4e86\u8d77\u6765\uff1a \u6a21\u578b\u5c42\u884c\u4e3a\uff1a\u53c2\u6570\u89c4\u6a21\u3001\u6ce8\u610f\u529b\u7a97\u53e3\u3001\u9002\u914d\u5668\u7b56\u7565 \u8bad\u7ec3\u5c42\u884c\u4e3a\uff1a\u6709\u6548\u6279\u5927\u5c0f\u3001\u7cbe\u5ea6\u6a21\u5f0f\u3001\u68c0\u67e5\u70b9\u3001\u6253\u5305\u7b56\u7565 \u57fa\u7840\u8bbe\u65bd\u5c42\u884c\u4e3a\uff1a\u5355\u5361\u663e\u5b58\u3001\u4e92\u8fde\u3001\u5b58\u50a8\u541e\u5410\u3001\u670d\u52a1\u5668\u79df\u7528\u62d3\u6251 \u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48 GPU 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\u6a21\u578b\u89c4\u6a21\u3002\u66f4\u5927\u7684\u6a21\u578b\u901a\u5e38\u610f\u5473\u7740\u66f4\u9ad8\u7684\u663e\u5b58\u9700\u6c42\uff0c\u4ee5\u53ca\u6bcf\u4e00\u6b65\u66f4\u591a\u7684\u8ba1\u7b97\u91cf\uff0c\u4f46\u5b83\u5e76\u4e0d\u662f\u552f\u4e00\u53d8\u91cf\u3002\u4e00\u4e2a\u4e2d\u7b49\u89c4\u6a21\u6a21\u578b\uff0c\u5982\u679c\u4e0a\u4e0b\u6587\u7a97\u53e3\u5f88\u957f\u3001\u5e8f\u5217\u6253\u5305\u505a\u5f97\u5f88\u5dee\uff0c\u5b8c\u5168\u53ef\u80fd\u6bd4\u4e00\u4e2a\u66f4\u5927\u7684\u6a21\u578b\u6d88\u8017\u66f4\u591a GPU \u5c0f\u65f6\u3002 Token \u6570\u91cf\u3002\u5fae\u8c03\u672c\u8d28\u4e0a\u662f\u5728\u5904\u7406 token\u3002\u6837\u672c\u6761\u6570\u5f80\u5f80\u5177\u6709\u8bef\u5bfc\u6027\uff0c\u56e0\u4e3a\u4e00\u6761\u6570\u636e\u53ef\u80fd\u5f88\u77ed\uff0c\u53e6\u4e00\u6761\u5219\u53ef\u80fd\u662f\u591a\u8f6e\u957f\u5bf9\u8bdd\u3002\u76f8\u6bd4\u6837\u672c\u6570\uff0ctoken \u603b\u91cf\u624d\u662f\u66f4\u7a33\u5b9a\u7684\u89c4\u5212\u6307\u6807\u3002 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