{"id":32255,"date":"2026-05-08T15:37:42","date_gmt":"2026-05-08T07:37:42","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/llm-fine-tuning-gpu-hours-explained\/"},"modified":"2026-05-08T15:50:15","modified_gmt":"2026-05-08T07:50:15","slug":"llm-fine-tuning-gpu-hours-explained","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/llm-fine-tuning-gpu-hours-explained\/","title":{"rendered":"LLM \u5fae\u8abf GPU \u5c0f\u6642\u8a73\u89e3"},"content":{"rendered":"\n<p>\n      \u5982\u679c\u4f60\u6b63\u5728\u898f\u5283\u4e00\u5957\u9762\u5411\u751f\u7522\u74b0\u5883\u7684\u6a21\u578b\u9069\u914d\u6d41\u7a0b\uff0c\u90a3\u9ebc\u9996\u5148\u9700\u8981\u770b\u61c2\u7684\u6578\u5b57\uff0c\u4e26\u4e0d\u53ea\u662f\u53c3\u6578\u898f\u6a21\uff0c\u800c\u662f<a href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/essential-tips-to-keep-server-stable-during-llm-fine-tuning\/\" target=\"_blank\">LLM<\/a> \u5fae\u8abf GPU \u5c0f\u6642\u3002\u5f88\u591a\u5de5\u7a0b\u5e2b\u4e00\u958b\u59cb\u53ea\u6703\u7c97\u7565\u95dc\u6ce8\u6a21\u578b\u5927\u5c0f\uff0c\u96a8\u5f8c\u624d\u767c\u73fe\uff0c\u771f\u6b63\u6c7a\u5b9a\u904b\u884c\u6642\u9577\u7684\u56e0\u7d20\uff0c\u540c\u6a23\u5305\u62ec token \u7e3d\u91cf\u3001\u5e8f\u5217\u9577\u5ea6\u3001\u512a\u5316\u5668\u72c0\u614b\u3001\u6aa2\u67e5\u9ede\u7b56\u7565\uff0c\u4ee5\u53ca\u8a13\u7df4\u68e7\u672c\u8eab\u7684\u57f7\u884c\u6548\u7387\u3002\u5c0d\u65bc\u6b63\u5728\u8a55\u4f30<a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/los-angeles\/\" target=\"_blank\">\u7f8e\u570b\u4f3a\u670d\u5668\u79df\u7528<\/a>\u65b9\u6848\u7684\u5718\u968a\u4f86\u8aaa\uff0c\u9019\u4e00\u9ede\u5c24\u70ba\u95dc\u9375\uff0c\u56e0\u70ba\u57fa\u790e\u8a2d\u65bd\u9078\u64c7\u5f71\u97ff\u7684\u4e0d\u53ea\u662f\u9810\u7b97\uff0c\u9084\u95dc\u4fc2\u5230\u8fed\u4ee3\u901f\u5ea6\u3001\u8abf\u5ea6\u9748\u6d3b\u6027\uff0c\u4ee5\u53ca\u4e00\u500b\u5df2\u5fae\u8abf\u6a21\u578b\u5f9e\u5be6\u9a57\u8d70\u5411\u670d\u52d9\u7684\u901f\u5ea6\u3002\n    <\/p>\n<h2><strong>\u70ba\u4ec0\u9ebc GPU \u5c0f\u6642\u624d\u662f\u771f\u6b63\u95dc\u9375\u7684\u5ea6\u91cf\u6307\u6a19<\/strong><\/h2>\n<p>\n      GPU \u5c0f\u6642\u662f\u4e00\u500b\u5f88\u76f4\u89c0\u7684\u55ae\u4f4d\uff1a\u4e00\u5f35\u52a0\u901f\u5361\u904b\u884c\u4e00\u5c0f\u6642\uff0c\u5c31\u662f 1 \u500b GPU \u5c0f\u6642\u3002\u4f46\u5728\u5be6\u969b\u5834\u666f\u4e2d\uff0c\u9019\u500b\u6307\u6a19\u4e4b\u6240\u4ee5\u91cd\u8981\uff0c\u662f\u56e0\u70ba\u5b83\u80fd\u628a\u5de5\u7a0b\u6b0a\u8861\u6fc3\u7e2e\u70ba\u4e00\u500b\u53ef\u6bd4\u8f03\u7684\u91cf\u30024 \u5f35\u52a0\u901f\u5361\u904b\u884c 6 \u5c0f\u6642\uff0c\u5c31\u662f 24 \u500b GPU \u5c0f\u6642\uff1b8 \u5f35\u904b\u884c 3 \u5c0f\u6642\uff0c\u540c\u6a23\u662f 24 \u500b GPU \u5c0f\u6642\u3002\u5e33\u55ae\u770b\u4e0a\u53bb\u53ef\u80fd\u63a5\u8fd1\uff0c\u4f46\u7dad\u904b\u5c64\u9762\u7684\u542b\u7fa9\u537b\u4e26\u4e0d\u4e00\u6a23\u3002\u66f4\u77ed\u7684\u5be6\u969b\u6642\u9418\u6642\u9593\u53ef\u4ee5\u6e1b\u5c11\u6d41\u7a0b\u7b49\u5f85\uff0c\u800c\u66f4\u5c0f\u7684\u4e26\u884c\u898f\u6a21\u5247\u53ef\u80fd\u8b93\u8abf\u5ea6\u3001\u8cc7\u6599\u6e96\u5099\u548c\u6545\u969c\u6062\u5fa9\u66f4\u7c21\u55ae\u3002\n    <\/p>\n<p>\n      \u5c0d\u6280\u8853\u8b80\u8005\u800c\u8a00\uff0cGPU \u5c0f\u6642\u4e4b\u6240\u4ee5\u6709\u50f9\u503c\uff0c\u662f\u56e0\u70ba\u5b83\u628a\u68e7\u4e2d\u7684\u4e09\u500b\u5c64\u9762\u9023\u63a5\u4e86\u8d77\u4f86\uff1a\n    <\/p>\n<ul>\n<li>\u6a21\u578b\u5c64\u884c\u70ba\uff1a\u53c3\u6578\u898f\u6a21\u3001\u6ce8\u610f\u529b\u8996\u7a97\u3001\u9069\u914d\u5668\u7b56\u7565<\/li>\n<li>\u8a13\u7df4\u5c64\u884c\u70ba\uff1a\u6709\u6548\u6279\u5927\u5c0f\u3001\u7cbe\u5ea6\u6a21\u5f0f\u3001\u6aa2\u67e5\u9ede\u3001\u6253\u5305\u7b56\u7565<\/li>\n<li>\u57fa\u790e\u8a2d\u65bd\u5c64\u884c\u70ba\uff1a\u55ae\u5361\u986f\u5b58\u3001\u4e92\u9023\u3001\u5132\u5b58\u541e\u5410\u3001\u4f3a\u670d\u5668\u79df\u7528\u62d3\u64b2<\/li>\n<\/ul>\n<p>\n      \u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc GPU \u5c0f\u6642\u6bd4\u300c\u8f15\u91cf\u300d\u6216\u300c\u91cd\u91cf\u7d1a\u300d\u4e4b\u985e\u6a21\u7cca\u8aaa\u6cd5\u66f4\u6709\u610f\u7fa9\u3002\u5b83\u8b93\u5be6\u9a57\u4e4b\u9593\u53ef\u4ee5\u6a6b\u5411\u6bd4\u8f03\uff0c\u4e5f\u5e6b\u52a9\u5718\u968a\u628a\u7b97\u529b\u9700\u6c42\u8207\u5176\u4ed6\u6210\u672c\u62c6\u5206\u958b\u4f86\u770b\uff0c\u4f8b\u5982\u5132\u5b58\u3001\u8cc7\u6599\u9810\u8655\u7406\u3001\u8a55\u4f30\u904b\u884c\u548c\u90e8\u7f72\u958b\u92b7\u3002\n    <\/p>\n<h2><strong>\u5230\u5e95\u662f\u4ec0\u9ebc\u5728\u6c7a\u5b9a\u5fae\u8abf\u904b\u884c\u6642\u9577<\/strong><\/h2>\n<p>\n      \u4e00\u500b\u5f88\u5e38\u898b\u7684\u8aa4\u5340\u662f\uff1a\u53ea\u8981\u6a21\u578b\u66f4\u5927\uff0c\u8a13\u7df4\u6210\u672c\u5c31\u4e00\u5b9a\u6703\u6309\u6bd4\u4f8b\u4e0a\u5347\u3002\u73fe\u5be6\u8981\u8907\u96dc\u5f97\u591a\u3002\u904b\u884c\u6642\u9577\u5f80\u5f80\u7531\u591a\u500b\u8b8a\u6578\u5171\u540c\u6c7a\u5b9a\uff0c\u800c\u4e14\u9019\u4e9b\u8b8a\u6578\u4e4b\u9593\u901a\u5e38\u4e26\u4e0d\u662f\u7dda\u6027\u95dc\u4fc2\u3002\n    <\/p>\n<ol>\n<li>\n<p>\n          <strong>\u6a21\u578b\u898f\u6a21\u3002<\/strong>\u66f4\u5927\u7684\u6a21\u578b\u901a\u5e38\u610f\u5473\u8457\u66f4\u9ad8\u7684\u986f\u5b58\u9700\u6c42\uff0c\u4ee5\u53ca\u6bcf\u4e00\u6b65\u66f4\u591a\u7684\u8a08\u7b97\u91cf\uff0c\u4f46\u5b83\u4e26\u4e0d\u662f\u552f\u4e00\u8b8a\u6578\u3002\u4e00\u500b\u4e2d\u7b49\u898f\u6a21\u6a21\u578b\uff0c\u5982\u679c\u4e0a\u4e0b\u6587\u8996\u7a97\u5f88\u9577\u3001\u5e8f\u5217\u6253\u5305\u505a\u5f97\u5f88\u5dee\uff0c\u5b8c\u5168\u53ef\u80fd\u6bd4\u4e00\u500b\u66f4\u5927\u7684\u6a21\u578b\u6d88\u8017\u66f4\u591a GPU \u5c0f\u6642\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>Token \u6578\u91cf\u3002<\/strong>\u5fae\u8abf\u672c\u8cea\u4e0a\u662f\u5728\u8655\u7406 token\u3002\u6a23\u672c\u689d\u6578\u5f80\u5f80\u5177\u6709\u8aa4\u5c0e\u6027\uff0c\u56e0\u70ba\u4e00\u7b46\u8cc7\u6599\u53ef\u80fd\u5f88\u77ed\uff0c\u53e6\u4e00\u7b46\u5247\u53ef\u80fd\u662f\u591a\u8f2a\u9577\u5c0d\u8a71\u3002\u76f8\u6bd4\u6a23\u672c\u6578\uff0ctoken \u7e3d\u91cf\u624d\u662f\u66f4\u7a69\u5b9a\u7684\u898f\u5283\u6307\u6a19\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u5e8f\u5217\u9577\u5ea6\u3002<\/strong>\u5b98\u65b9\u8a13\u7df4\u6587\u4ef6\u660e\u78ba\u6307\u51fa\uff0c\u6700\u5927\u5e8f\u5217\u9577\u5ea6\u6216 block size \u6703\u540c\u6642\u5f71\u97ff\u986f\u5b58\u5360\u7528\u548c\u541e\u5410\u7387\u3002\u8f03\u9577\u7684\u4e0a\u4e0b\u6587\u6703\u964d\u4f4e\u55ae\u6279\u6b21\u53ef\u5bb9\u7d0d\u7684\u6a23\u672c\u6578\uff0c\u5982\u679c\u8cc7\u6599\u6d41\u7a0b\u53c8\u6c92\u6709\u6700\u4f73\u5316\uff0c\u9084\u6703\u9032\u4e00\u6b65\u524a\u5f31\u5229\u7528\u7387\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u5fae\u8abf\u65b9\u5f0f\u3002<\/strong>\u53c3\u6578\u9ad8\u6548\u5fae\u8abf\u53ea\u66f4\u65b0\u4e00\u5c0f\u90e8\u5206\u65b0\u589e\u6b0a\u91cd\uff0c\u800c\u4e0d\u662f\u66f4\u65b0\u6574\u500b\u6a21\u578b\uff0c\u56e0\u6b64\u6703\u986f\u8457\u6e1b\u5c11\u512a\u5316\u5668\u72c0\u614b\u548c\u68af\u5ea6\u6240\u5360\u7528\u7684\u8a18\u61b6\u9ad4\u3002\u9019\u901a\u5e38\u53ef\u4ee5\u964d\u4f4e\u786c\u9ad4\u9580\u6abb\uff0c\u4e26\u63d0\u5347\u5be6\u969b\u541e\u5410\u8868\u73fe\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u7cbe\u5ea6\u8207\u986f\u5b58\u7b56\u7565\u3002<\/strong>\u6df7\u5408\u7cbe\u5ea6\u53ef\u4ee5\u52a0\u901f\u4ee5\u77e9\u9663\u904b\u7b97\u70ba\u4e3b\u7684\u8a13\u7df4\uff0c\u540c\u6642\u7de9\u89e3\u986f\u5b58\u58d3\u529b\uff1b\u555f\u7528\u6aa2\u67e5\u9ede\u5247\u900f\u904e\u91cd\u65b0\u8a08\u7b97\u63db\u53d6\u986f\u5b58\u7bc0\u7701\u3002\u5b98\u65b9\u6307\u5f15\u63d0\u5230\uff0c\u6aa2\u67e5\u9ede\u96d6\u7136\u80fd\u964d\u4f4e\u555f\u7528\u503c\u8a18\u61b6\u9ad4\uff0c\u4f46\u8a13\u7df4\u901f\u5ea6\u53ef\u80fd\u4e0b\u964d\u5927\u7d04\u4e94\u5206\u4e4b\u4e00\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u7cfb\u7d71\u6548\u7387\u3002<\/strong>\u5132\u5b58\u5835\u585e\u3001\u8cc7\u6599\u8f09\u5165\u5668\u8a2d\u5b9a\u4e0d\u4f73\u3001batch \u586b\u5145\u4e0d\u8db3\uff0c\u4ee5\u53ca\u7cdf\u7cd5\u7684\u5e8f\u5217\u6253\u5305\uff0c\u90fd\u6703\u8b93\u6602\u8cb4\u7684\u7b97\u529b\u767d\u767d\u6d6a\u8cbb\u3002\u6709\u95dc\u5e8f\u5217\u6253\u5305\u7684\u5b98\u65b9\u6846\u67b6\u6587\u4ef6\u660e\u78ba\u6307\u51fa\uff0c\u5728\u76e3\u7763\u5fae\u8abf\u8207\u53c3\u6578\u9ad8\u6548\u5fae\u8abf\u4e2d\uff0c\u8f38\u5165\u7d50\u69cb\u4f4e\u6548\u6703\u5c0e\u81f4\u52a0\u901f\u5361\u5229\u7528\u7387\u4e0b\u964d\u3002\n        <\/p>\n<\/li>\n<\/ol>\n<h2><strong>\u70ba\u4ec0\u9ebc\u53c3\u6578\u9ad8\u6548\u5fae\u8abf\u6703\u6539\u8b8a\u6210\u672c\u8a08\u7b97\u65b9\u5f0f<\/strong><\/h2>\n<p>\n      \u5c0d\u8a31\u591a\u5718\u968a\u4f86\u8aaa\uff0c\u8fd1\u5e7e\u5e74\u6700\u5927\u7684\u8b8a\u5316\u4e4b\u4e00\uff0c\u5c31\u662f\u4e0d\u518d\u9810\u8a2d\u66f4\u65b0\u6a21\u578b\u5168\u90e8\u53c3\u6578\u3002\u53c3\u6578\u9ad8\u6548\u5fae\u8abf\u6703\u51cd\u7d50\u5927\u90e8\u5206\u57fa\u790e\u6a21\u578b\uff0c\u53ea\u8a13\u7df4\u4e00\u5c0f\u90e8\u5206\u984d\u5916\u5f15\u5165\u7684\u53c3\u6578\u3002\u5b98\u65b9\u51fd\u5f0f\u5eab\u6587\u4ef6\u5c07\u5176\u63cf\u8ff0\u70ba\u4e00\u7a2e\u964d\u4f4e\u8a18\u61b6\u9ad4\u5360\u7528\u7684\u65b9\u6cd5\uff0c\u56e0\u70ba\u5b83\u9700\u8981\u8ffd\u8e64\u7684\u68af\u5ea6\u548c\u512a\u5316\u5668\u72c0\u614b\u5c11\u5f97\u591a\u3002\n    <\/p>\n<p>\n      \u5f9e\u7cfb\u7d71\u8996\u89d2\u770b\uff0c\u9019\u4e00\u9ede\u91cd\u8981\u6709\u5169\u500b\u539f\u56e0\u3002\u7b2c\u4e00\uff0c\u986f\u5b58\u58d3\u529b\u964d\u4f4e\u5f8c\uff0c\u66f4\u5bb9\u6613\u5728\u66f4\u5c11\u8a2d\u5099\u4e0a\u5bb9\u7d0d\u4e00\u500b\u6709\u610f\u7fa9\u7684\u5be6\u9a57\u3002\u7b2c\u4e8c\uff0c\u8a13\u7df4\u6aa2\u67e5\u9ede\u66f4\u8f15\uff0c\u53cd\u8986\u8fed\u4ee3\u6642\u7684\u8ca0\u64d4\u4e5f\u66f4\u5c0f\u3002\u4f60\u4ecd\u7136\u9700\u8981\u70ba\u57fa\u790e\u7db2\u8def\u7684\u524d\u5411\u548c\u53cd\u5411\u50b3\u64ad\u4ed8\u51fa\u8a08\u7b97\u6210\u672c\uff0c\u4f46\u907f\u514d\u4e86\u5168\u91cf\u66f4\u65b0\u6642\u5927\u91cf\u512a\u5316\u5668\u72c0\u614b\u5e36\u4f86\u7684\u8a18\u61b6\u9ad4\u8ca0\u64d4\u3002\n    <\/p>\n<p>\n      \u57fa\u65bc\u91cf\u5316\u7684\u9069\u914d\u5668\u65b9\u6cd5\u9032\u4e00\u6b65\u653e\u5927\u4e86\u9019\u4e00\u9ede\u3002\u76f8\u95dc\u539f\u59cb\u7814\u7a76\u8868\u660e\uff0c\u5728\u55ae\u5f35 48GB \u8a2d\u5099\u4e0a\uff0c\u4e5f\u53ef\u4ee5\u5c0d\u4e00\u500b\u975e\u5e38\u5927\u7684\u6a21\u578b\u9032\u884c\u5fae\u8abf\uff0c\u4e26\u5728\u4efb\u52d9\u8868\u73fe\u4e0a\u63a5\u8fd1\u66f4\u9ad8\u7cbe\u5ea6\u7684\u5168\u91cf\u5fae\u8abf\u3002\u9019\u4e26\u4e0d\u610f\u5473\u8457\u6240\u6709\u5de5\u4f5c\u8ca0\u8f09\u90fd\u61c9\u8a72\u653e\u5728\u55ae\u5361\u4e0a\u904b\u884c\uff0c\u800c\u662f\u8aaa\u660e\uff1a\u53ef\u884c\u7684\u8a2d\u8a08\u7a7a\u9593\uff0c\u6bd4\u8a31\u591a\u65e9\u671f\u90e8\u843d\u683c\u6240\u63cf\u8ff0\u7684\u8981\u5bec\u5f97\u591a\u3002\n    <\/p>\n<h2><strong>\u5982\u4f55\u4f30\u7b97 GPU \u5c0f\u6642\uff0c\u800c\u4e0d\u662f\u5047\u88dd\u80fd\u7cbe\u78ba\u5230\u5206<\/strong><\/h2>\n<p>\n      \u5de5\u7a0b\u5e2b\u901a\u5e38\u90fd\u60f3\u8981\u4e00\u500b\u660e\u78ba\u6578\u5b57\u3002\u4f46\u66f4\u5408\u7406\u7684\u7b54\u6848\uff0c\u901a\u5e38\u662f\u4e00\u500b\u5340\u9593\u3002\u5047\u88dd\u53ef\u4ee5\u7cbe\u78ba\u5230\u6975\u5c0f\u8aa4\u5dee\uff0c\u53ea\u6703\u5e36\u4f86\u7cdf\u7cd5\u9810\u7b97\u548c\u4e0d\u5207\u5be6\u969b\u7684\u4e0a\u7dda\u8a08\u756b\u3002\u4e00\u500b\u5be6\u7528\u7684\u4f30\u7b97\uff0c\u61c9\u8a72\u5f9e\u541e\u5410\u5047\u8a2d\u958b\u59cb\uff0c\u518d\u5c0d\u5404\u7a2e\u6548\u7387\u640d\u8017\u505a\u4fee\u6b63\u3002\n    <\/p>\n<p>\n      \u4e00\u500b\u7dca\u6e4a\u3001\u5be6\u7528\u7684\u898f\u5283\u6a21\u578b\u901a\u5e38\u662f\u9019\u6a23\u7684\uff1a\n    <\/p>\n<ol>\n<li>\n<p>\n          \u4f30\u7b97\u9810\u8655\u7406\u5f8c\u7684\u7e3d\u8a13\u7df4 token \u6578\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u6839\u64da\u771f\u5be6\u9700\u6c42\u6c7a\u5b9a\u8a13\u7df4\u8f2a\u6b21\uff0c\u800c\u4e0d\u662f\u6a5f\u68b0\u5730\u9810\u8a2d\u8f03\u9ad8 epoch\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u5728\u76ee\u6a19\u914d\u7f6e\u4e0a\u9032\u884c\u4e00\u6b21\u77ed\u6642\u8a66\u8dd1\uff0c\u6e2c\u51fa\u9810\u671f tokens per second\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u70ba\u8a55\u4f30\u3001\u6aa2\u67e5\u9ede\u4fdd\u5b58\u3001\u91cd\u8a66\u548c\u8abf\u53c3\u9810\u7559\u73fe\u5be6\u4fee\u6b63\u56e0\u5b50\u3002\n        <\/p>\n<\/li>\n<\/ol>\n<p>\n      \u7528\u76f4\u767d\u7684\u8a71\u8aaa\uff0c\u516c\u5f0f\u53ef\u4ee5\u5beb\u6210\uff1a\n    <\/p>\n<p>\n      \u7e3d\u8a13\u7df4\u6642\u9593 \u2248 \u7e3d\u8655\u7406 token \u6578 \u00f7 \u6301\u7e8c\u7a69\u5b9a\u7684 tokens per second\n    <\/p>\n<p>\n      \u7136\u5f8c\uff1a\n    <\/p>\n<p>\n      GPU \u5c0f\u6642 \u2248 \u8a13\u7df4\u7e3d\u5c0f\u6642\u6578 \u00d7 \u52a0\u901f\u5361\u6578\u91cf\n    <\/p>\n<p>\n      \u9019\u88e1\u6700\u95dc\u9375\u7684\u8a5e\u662f\u300c\u6301\u7e8c\u7a69\u5b9a\u300d\u3002\u5728\u7406\u60f3\u5be6\u9a57\u74b0\u5883\u88e1\u6e2c\u51fa\u4f86\u7684\u57fa\u6e96\u541e\u5410\uff0c\u901a\u5e38\u6703\u6bd4\u771f\u5be6\u8a13\u7df4\u68e7\u4e2d\u7684\u8868\u73fe\u6a02\u89c0\u3002\u5e8f\u5217\u586b\u5145\u3001\u63d0\u793a\u8a5e\u683c\u5f0f\u5316\u3001\u9a57\u8b49\u9593\u9694\u4ee5\u53ca\u5076\u767c\u91cd\u555f\uff0c\u90fd\u6703\u62c9\u4f4e\u5be6\u969b\u541e\u5410\u3002\u5982\u679c\u4f60\u6b63\u5728\u6bd4\u8f03\u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\uff0c\u6700\u597d\u76e1\u91cf\u57fa\u65bc\u81ea\u5df1\u8cc7\u6599\u5f62\u614b\u4e0b\u7684\u8a66\u8dd1\u7d50\u679c\uff0c\u800c\u4e0d\u662f\u7167\u642c\u516c\u958b benchmark\u3002\n    <\/p>\n<h2><strong>\u70ba\u4ec0\u9ebc\u5e8f\u5217\u9577\u5ea6\u6703\u6084\u6084\u62ac\u9ad8\u6210\u672c<\/strong><\/h2>\n<p>\n      \u5f88\u591a\u898f\u5283\u6587\u4ef6\u4e4b\u6240\u4ee5\u5931\u771f\uff0c\u662f\u56e0\u70ba\u5b83\u5011\u53ea\u770b\u53c3\u6578\u898f\u6a21\uff0c\u537b\u5ffd\u7565\u4e86\u4e0a\u4e0b\u6587\u9577\u5ea6\u3002\u5b98\u65b9\u8a13\u7df4\u53c3\u8003\u8cc7\u6599\u6307\u51fa\uff0cblock size \u548c\u6700\u5927\u6a21\u578b\u9577\u5ea6\u90fd\u6703\u5f71\u97ff\u986f\u5b58\u8207\u57f7\u884c\u6548\u7387\u3002\u5728\u5be6\u52d9\u4e2d\uff0c\u66f4\u9577\u7684\u5e8f\u5217\u5f80\u5f80\u6703\u6e1b\u5c11\u6bcf\u4e00\u6b65\u80fd\u8655\u7406\u7684\u6a23\u672c\u6578\uff0c\u8feb\u4f7f\u5718\u968a\u4f7f\u7528\u66f4\u5c0f\u7684 micro-batch\uff0c\u4e26\u66f4\u983b\u7e41\u5730\u4f9d\u8cf4\u986f\u5b58\u6700\u4f73\u5316\u6280\u5de7\u3002\n    <\/p>\n<p>\n      \u9019\u88e1\u9084\u6709\u4e00\u500b\u8cc7\u6599\u5f62\u614b\u5c64\u9762\u7684\u554f\u984c\u3002\u771f\u5be6\u7684\u4f01\u696d\u8cc7\u6599\u901a\u5e38\u4e26\u4e0d\u6574\u9f4a\uff1a\u5b83\u5011\u53ef\u80fd\u6df7\u5408\u4e86\u77ed\u5de5\u55ae\u3001\u4e2d\u7b49\u9577\u5ea6\u7b46\u8a18\u3001\u9577\u6587\u4ef6\u3001\u7a0b\u5f0f\u78bc\u7247\u6bb5\u548c\u804a\u5929\u8a18\u9304\u3002\u5982\u679c\u6d41\u7a0b\u628a\u6240\u6709\u8f38\u5165\u7d71\u4e00\u586b\u5145\u5230\u540c\u4e00\u500b\u4e0a\u9650\uff0c\u90a3\u9ebc\u5927\u91cf\u7b97\u529b\u90fd\u6703\u6d6a\u8cbb\u5728\u7a7a\u767d token \u4e0a\u3002\u5e8f\u5217\u6253\u5305\u6b63\u662f\u5e38\u898b\u89e3\u6cd5\u4e4b\u4e00\u3002\u8fd1\u671f\u6846\u67b6\u6587\u4ef6\u5c07\u5176\u63cf\u8ff0\u70ba\u4e00\u7a2e\u63d0\u9ad8\u5229\u7528\u7387\u7684\u65b9\u6cd5\uff1a\u900f\u904e\u9ad8\u6548\u6253\u5305\u53ef\u8b8a\u9577\u5ea6\u5e8f\u5217\uff0c\u800c\u4e0d\u662f\u8b93\u7d50\u69cb\u4f4e\u6548\u7684\u8f38\u5165\u5c0e\u81f4\u786c\u9ad4\u7a7a\u8f49\u3002\n    <\/p>\n<p>\n      \u63db\u53e5\u8a71\u8aaa\uff0c\u5373\u4fbf\u5169\u500b\u8cc7\u6599\u96c6\u7684\u539f\u59cb token \u7e3d\u91cf\u4e00\u6a23\uff0c\u5982\u679c\u4e00\u500b\u6253\u5305\u5f97\u7576\u3001\u53e6\u4e00\u500b\u6c92\u6709\uff0c\u6700\u7d42 GPU \u5c0f\u6642\u4e5f\u53ef\u80fd\u76f8\u5dee\u5f88\u5927\u3002\n    <\/p>\n<h2><strong>\u7701\u986f\u5b58\u7684\u7279\u6027\uff0c\u4e26\u4e0d\u662f\u300c\u514d\u8cbb\u5348\u9910\u300d<\/strong><\/h2>\n<p>\n      \u7576\u6a21\u578b\u52c9\u5f37\u80fd\u653e\u9032\u986f\u5b58\u6642\uff0c\u5718\u968a\u5f80\u5f80\u6703\u628a\u6240\u6709\u986f\u5b58\u6700\u4f73\u5316\u9078\u9805\u4e00\u8d77\u6253\u958b\u3002\u9019\u6709\u6642\u78ba\u5be6\u5fc5\u8981\uff0c\u4f46\u4e5f\u6703\u6539\u8b8a\u904b\u884c\u6642\u884c\u70ba\u3002\u555f\u7528\u6aa2\u67e5\u9ede\u5c31\u662f\u4e00\u500b\u5178\u578b\u4f8b\u5b50\u3002\u5b98\u65b9\u8aaa\u660e\u6307\u51fa\uff0c\u5b83\u900f\u904e\u6e1b\u5c11\u4e2d\u9593\u555f\u7528\u503c\u4fdd\u5b58\u3001\u5728\u53cd\u5411\u50b3\u64ad\u6642\u91cd\u65b0\u8a08\u7b97\uff0c\u4f86\u964d\u4f4e\u555f\u7528\u8a18\u61b6\u9ad4\u3002\u4ee3\u50f9\u5247\u662f\u8a13\u7df4\u904e\u7a0b\u9700\u8981\u505a\u66f4\u591a\u984d\u5916\u5de5\u4f5c\uff0c\u540c\u4e00\u4efd\u6587\u4ef6\u9084\u63d0\u5230\u901f\u5ea6\u5927\u7d04\u6703\u4e0b\u964d 20%\u3002\n    <\/p>\n<p>\n      \u6df7\u5408\u7cbe\u5ea6\u5247\u662f\u53e6\u4e00\u985e\u69d3\u687f\u3002\u5b83\u65e2\u53ef\u4ee5\u964d\u4f4e\u986f\u5b58\u5360\u7528\uff0c\u4e5f\u53ef\u80fd\u5728\u53d7\u652f\u63f4\u786c\u9ad4\u4e0a\u63d0\u5347\u4ee5\u77e9\u9663\u8a08\u7b97\u70ba\u4e3b\u7684\u8a13\u7df4\u901f\u5ea6\u3002\u76f8\u95dc\u6548\u80fd\u6587\u4ef6\u5f37\u8abf\uff0c\u5728\u5408\u9069\u689d\u4ef6\u4e0b\uff0c\u4f4e\u7cbe\u5ea6\u7b97\u8853\u541e\u5410\u901a\u5e38\u660e\u986f\u9ad8\u65bc\u55ae\u7cbe\u5ea6\u3002\n    <\/p>\n<p>\n      \u56e0\u6b64\u5728\u898f\u5283\u6642\uff0c\u6700\u597d\u6210\u5c0d\u7406\u89e3\u9019\u4e9b\u9078\u9805\uff1a\n    <\/p>\n<ul>\n<li>\u6aa2\u67e5\u9ede\u7bc0\u7701\u986f\u5b58\uff0c\u4f46\u53ef\u80fd\u589e\u52a0\u6642\u9593<\/li>\n<li>\u6df7\u5408\u7cbe\u5ea6\u7bc0\u7701\u986f\u5b58\uff0c\u4e5f\u53ef\u80fd\u7bc0\u7701\u6642\u9593<\/li>\n<li>\u66f4\u9577\u4e0a\u4e0b\u6587\u53ef\u80fd\u63d0\u9ad8\u4efb\u52d9\u8986\u84cb\uff0c\u4f46\u4e5f\u53ef\u80fd\u640d\u5bb3\u541e\u5410<\/li>\n<li>\u66f4\u591a\u8a2d\u5099\u53ef\u4ee5\u7e2e\u77ed\u5be6\u969b\u6642\u9418\u6642\u9593\uff0c\u4f46\u5982\u679c\u64f4\u5c55\u6548\u7387\u4e0d\u4f73\uff0c\u672a\u5fc5\u80fd\u964d\u4f4e\u7e3d GPU \u5c0f\u6642<\/li>\n<\/ul>\n<h2><strong>\u5168\u91cf\u5fae\u8abf\u8207\u9069\u914d\u5668\u5fae\u8abf\uff1a\u5230\u5e95\u8a72\u600e\u9ebc\u9078<\/strong><\/h2>\n<p>\n      \u5168\u91cf\u5fae\u8abf\u4f9d\u7136\u6709\u5176\u9069\u7528\u5834\u666f\uff0c\u5c24\u5176\u662f\u5728\u4efb\u52d9\u9700\u8981\u66f4\u5ee3\u6cdb\u7684\u5167\u90e8\u91cd\u69cb\uff0c\u6216\u8005\u7814\u7a76\u76ee\u6a19\u8981\u6c42\u76f4\u63a5\u63a7\u5236\u5168\u90e8\u53c3\u6578\u7684\u6642\u5019\u3002\u4f46\u5c0d\u65bc\u5f88\u591a\u61c9\u7528\u578b\u5de5\u4f5c\u8ca0\u8f09\u800c\u8a00\uff0c\u9069\u914d\u5668\u5fae\u8abf\u901a\u5e38\u662f\u66f4\u52d9\u5be6\u7684\u8d77\u9ede\u3002\n    <\/p>\n<p>\n      \u9019\u7a2e\u5dee\u7570\u4e0d\u53ea\u662f\u8ca1\u52d9\u5c64\u9762\u7684\uff0c\u5b83\u540c\u6a23\u6539\u8b8a\u4e86\u7dad\u904b\u8207\u5be6\u9a57\u6d41\u7a0b\u9ad4\u9a57\uff1a\n    <\/p>\n<ul>\n<li>\u66f4\u5c0f\u7684\u8a13\u7df4\u72c0\u614b\u610f\u5473\u8457\u66f4\u5bb9\u6613\u5feb\u901f\u5207\u63db\u5be6\u9a57<\/li>\n<li>\u66f4\u5c0f\u7684\u6aa2\u67e5\u9ede\u7c21\u5316\u4e86\u5132\u5b58\u8207\u7522\u7269\u7ba1\u7406<\/li>\n<li>\u66f4\u4f4e\u7684\u986f\u5b58\u9700\u6c42\u64f4\u5927\u4e86\u4f3a\u670d\u5668\u79df\u7528\u9078\u64c7\u7bc4\u570d<\/li>\n<li>\u66f4\u5feb\u7684\u8fed\u4ee3\u901f\u5ea6\u5e6b\u52a9\u5718\u968a\u66f4\u65e9\u767c\u73fe\u8cc7\u6599\u54c1\u8cea\u554f\u984c<\/li>\n<\/ul>\n<p>\n      \u4e3b\u6d41\u6846\u67b6\u7684\u5b98\u65b9\u6587\u4ef6\u90fd\u4e00\u81f4\u628a\u53c3\u6578\u9ad8\u6548\u65b9\u6cd5\u8996\u70ba\u4e00\u7a2e\u964d\u4f4e\u8a18\u61b6\u9ad4\u5360\u7528\u7684\u6a5f\u5236\uff0c\u56e0\u70ba\u5b83\u53ea\u66f4\u65b0\u6709\u9650\u7684\u53ef\u8a13\u7df4\u5143\u4ef6\u3002\u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc\u4e00\u500b\u73fe\u5be6\u7684\u6700\u4f73\u5316\u8def\u5f91\uff0c\u901a\u5e38\u61c9\u8a72\u5148\u5f9e\u9069\u914d\u5668\u65b9\u6cd5\u958b\u59cb\uff0c\u53ea\u6709\u5728\u5be6\u9a57\u7d50\u679c\u8b49\u660e\u4e0d\u5920\u7528\u6642\uff0c\u624d\u8003\u616e\u5347\u7d1a\u5230\u5168\u91cf\u66f4\u65b0\u3002\n    <\/p>\n<h2><strong>\u5982\u4f55\u7406\u89e3\u7f8e\u570b\u4f3a\u670d\u5668\u79df\u7528\u5834\u666f\u4e0b\u7684\u57fa\u790e\u8a2d\u65bd\u9078\u64c7<\/strong><\/h2>\n<p>\n      \u5c0d\u4e00\u500b\u805a\u7126\u7f8e\u570b\u57fa\u790e\u8a2d\u65bd\u7684\u7db2\u7ad9\u800c\u8a00\uff0c\u554f\u984c\u4e0d\u53ea\u662f\u300c\u6211\u9700\u8981\u591a\u5c11 GPU \u5c0f\u6642\u300d\uff0c\u800c\u662f\u300c\u4ec0\u9ebc\u6a23\u7684\u4f3a\u670d\u5668\u79df\u7528\u67b6\u69cb\uff0c\u624d\u80fd\u8b93\u9019\u4e9b GPU \u5c0f\u6642\u771f\u6b63\u6709\u6548\u300d\u3002\u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\u7684\u9078\u64c7\u6703\u5f71\u97ff\u6392\u968a\u6642\u9593\u3001\u5132\u5b58\u9130\u8fd1\u6027\u3001\u53ef\u89c0\u6e2c\u6027\uff0c\u4ee5\u53ca\u8cc7\u6599\u6d41\u52d5\u8def\u5f91\u3002\u4e00\u500b\u53ef\u9760\u7684\u6280\u8853\u898f\u5283\uff0c\u61c9\u8a72\u8a55\u4f30\u5b8c\u6574\u8a13\u7df4\u9589\u74b0\uff0c\u800c\u4e0d\u662f\u53ea\u76ef\u8457\u52a0\u901f\u5361\u6578\u91cf\u3002\n    <\/p>\n<p>\n      \u901a\u5e38\u6700\u91cd\u8981\u7684\u57fa\u790e\u8a2d\u65bd\u56e0\u7d20\u5305\u62ec\uff1a\n    <\/p>\n<ol>\n<li>\n<p>\n          <strong>\u55ae\u5361\u986f\u5b58\u5bb9\u91cf\u3002<\/strong>\u9019\u6703\u6c7a\u5b9a\u4f60\u9078\u64c7\u7684\u4e0a\u4e0b\u6587\u9577\u5ea6\u548c batch \u7b56\u7565\uff0c\u662f\u5426\u80fd\u5728\u4e0d\u505a\u6975\u7aef\u59a5\u5354\u7684\u60c5\u6cc1\u4e0b\u843d\u5730\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u4e92\u9023\u8207\u591a\u5361\u64f4\u5c55\u6548\u7387\u3002<\/strong>\u5982\u679c\u5de5\u4f5c\u8ca0\u8f09\u9700\u8981\u8de8\u591a\u5361\u904b\u884c\uff0c\u901a\u8a0a\u958b\u92b7\u53ef\u80fd\u6703\u986f\u8457\u524a\u5f31\u4e26\u884c\u6536\u76ca\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u672c\u5730\u8207\u7db2\u8def\u5132\u5b58\u541e\u5410\u3002<\/strong>\u5982\u679c\u8cc7\u6599\u9935\u4e0d\u9032\u53bb\uff0c\u518d\u6602\u8cb4\u7684\u52a0\u901f\u5361\u4e5f\u53ea\u662f\u5728\u7a7a\u8f49\u767c\u71b1\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u90e8\u7f72\u9748\u6d3b\u6027\u3002<\/strong>\u6709\u4e9b\u5718\u968a\u9700\u8981\u6309\u5c0f\u6642\u5f48\u6027\u4f3a\u670d\u5668\u79df\u7528\uff0c\u6709\u4e9b\u66f4\u9069\u5408\u9810\u7559\u5bb9\u91cf\uff0c\u4e5f\u6709\u4e00\u4e9b\u5728\u8ca0\u8f09\u7a69\u5b9a\u5f8c\u6703\u8f49\u5411\u4f3a\u670d\u5668\u8a17\u7ba1\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          <strong>\u8cc7\u6599\u9130\u8fd1\u6027\u8207\u5408\u898f\u6d41\u7a0b\u3002<\/strong>\u5982\u679c\u771f\u6b63\u7684\u74f6\u9838\u8b8a\u6210\u8cc7\u6599\u642c\u904b\uff0c\u90a3\u9ebc\u6700\u5feb\u7684\u53e2\u96c6\u4e5f\u672a\u5fc5\u662f\u6700\u4f73\u9078\u64c7\u3002\n        <\/p>\n<\/li>\n<\/ol>\n<p>\n      \u5c0d\u65bc\u77ed\u671f\u5be6\u9a57\uff0c\u5f48\u6027\u4f3a\u670d\u5668\u79df\u7528\u901a\u5e38\u66f4\u5408\u7406\uff0c\u56e0\u70ba\u5728\u4f60\u9084\u5728\u6478\u7d22\u53ef\u884c\u7684\u5e8f\u5217\u9577\u5ea6\u3001\u6253\u5305\u7b56\u7565\u548c\u8a13\u7df4\u7bc0\u594f\u6642\uff0c\u5b83\u80fd\u628a\u524d\u671f\u627f\u8afe\u58d3\u5230\u6700\u4f4e\u3002\u5c0d\u65bc\u9700\u6c42\u7a69\u5b9a\u3001\u9031\u671f\u8f03\u9577\u7684\u8a13\u7df4\u6d41\u7a0b\uff0c\u9810\u7559\u74b0\u5883\u6216\u4f3a\u670d\u5668\u8a17\u7ba1\u53ef\u80fd\u6703\u8b8a\u5f97\u66f4\u6709\u5438\u5f15\u529b\uff0c\u5c24\u5176\u7576\u5132\u5b58\u3001\u7db2\u8def\u8207\u53ef\u91cd\u73fe\u6027\u958b\u59cb\u548c\u8a08\u7b97\u672c\u8eab\u4e00\u6a23\u91cd\u8981\u6642\u3002\n    <\/p>\n<h2><strong>\u4e00\u5957\u66f4\u5be6\u7528\u7684 GPU \u5c0f\u6642\u9810\u6e2c\u6d41\u7a0b<\/strong><\/h2>\n<p>\n      \u8207\u5176\u6839\u64da\u7db2\u8def\u4e0a\u96f6\u6563\u7d93\u9a57\u62cd\u8166\u888b\uff0c\u4e0d\u5982\u63a1\u7528\u4e00\u5957\u53ef\u91cd\u8907\u4f7f\u7528\u7684\u5de5\u7a0b\u6d41\u7a0b\uff1a\n    <\/p>\n<ol>\n<li>\n<p>\n          \u628a\u8cc7\u6599\u96c6\u7d71\u4e00\u63db\u7b97\u70ba token\uff0c\u4e26\u6aa2\u67e5\u9577\u5ea6\u5206\u5e03\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u6839\u64da\u771f\u5be6\u4efb\u52d9\u9700\u6c42\u8a2d\u5b9a\u76ee\u6a19\u4e0a\u4e0b\u6587\u8996\u7a97\uff0c\u800c\u4e0d\u662f\u8ffd\u9010\u300c\u8d8a\u9577\u8d8a\u597d\u300d\u7684\u5671\u982d\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u5728\u8a08\u756b\u4f7f\u7528\u7684\u4f3a\u670d\u5668\u79df\u7528\u914d\u7f6e\u4e0a\u505a\u4e00\u6b21\u77ed\u6642\u8a66\u8dd1\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u8a18\u9304\u9810\u71b1\u5b8c\u6210\u5f8c\u7684\u6301\u7e8c\u541e\u5410\uff0c\u800c\u4e0d\u662f\u77ac\u6642\u5cf0\u503c\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u70ba\u8a55\u4f30\u3001\u6aa2\u67e5\u9ede\u3001\u5931\u6557\u91cd\u8dd1\u548c\u8d85\u53c3\u6578\u91cd\u8a66\u52a0\u5165\u984d\u5916\u958b\u92b7\u3002\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u5728\u555f\u7528\u6253\u5305\u3001\u6df7\u5408\u7cbe\u5ea6\u6216\u9069\u914d\u5668\u65b9\u6cd5\u5f8c\u91cd\u65b0\u8a08\u7b97\u3002\n        <\/p>\n<\/li>\n<\/ol>\n<p>\n      \u9019\u7a2e\u65b9\u6cd5\u5f97\u51fa\u7684\u9810\u7b97\uff0c\u624d\u771f\u6b63\u9069\u7528\u65bc\u5be6\u969b\u71df\u904b\u3002\u5b83\u4e5f\u4fbf\u65bc\u5e73\u53f0\u3001\u7814\u7a76\u548c\u8ca1\u52d9\u5718\u968a\u4e4b\u9593\u66f4\u6e05\u695a\u5730\u6e9d\u901a\uff0c\u56e0\u70ba\u6bcf\u4e00\u9805\u5047\u8a2d\u90fd\u660e\u78ba\u53ef\u898b\uff0c\u800c\u4e14\u53ef\u4ee5\u9a57\u8b49\u3002\n    <\/p>\n<h2><strong>\u54ea\u4e9b\u5e38\u898b\u932f\u8aa4\u6703\u8b93\u6210\u672c\u4f30\u7b97\u56b4\u91cd\u5931\u771f<\/strong><\/h2>\n<ul>\n<li>\n<p>\n          \u628a\u6a23\u672c\u6578\u91cf\u7576\u6210 token \u6578\u91cf\u4f86\u4f30\u7b97\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u4f7f\u7528\u5cf0\u503c benchmark \u541e\u5410\uff0c\u800c\u4e0d\u662f\u6301\u7e8c\u541e\u5410\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u5ffd\u7565\u9a57\u8b49\u8207\u6aa2\u67e5\u9ede\u4fdd\u5b58\u5e36\u4f86\u7684\u984d\u5916\u958b\u92b7\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u9078\u64c7\u4efb\u52d9\u6839\u672c\u4e0d\u9700\u8981\u7684\u8d85\u9577\u4e0a\u4e0b\u6587\u8996\u7a97\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u5fd8\u8a18\u6aa2\u67e5\u9ede\u662f\u900f\u904e\u589e\u52a0\u984d\u5916\u8a08\u7b97\u4f86\u63db\u53d6\u986f\u5b58\u7bc0\u7701\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u8aa4\u4ee5\u70ba\u66f4\u591a\u8a2d\u5099\u4e00\u5b9a\u6703\u964d\u4f4e\u7e3d GPU \u5c0f\u6642\n        <\/p>\n<\/li>\n<li>\n<p>\n          \u8df3\u904e\u8cc7\u6599\u6253\u5305\u6700\u4f73\u5316\uff0c\u7136\u5f8c\u628a\u6548\u7387\u4f4e\u4e0b\u602a\u5230\u6a21\u578b\u982d\u4e0a\n        <\/p>\n<\/li>\n<\/ul>\n<p>\n      \u9019\u4e9b\u932f\u8aa4\u4e4b\u6240\u4ee5\u91cd\u8981\uff0c\u662f\u56e0\u70ba\u5b83\u5011\u6703\u628a\u5718\u968a\u63a8\u5411\u8cc7\u6e90\u904e\u5ea6\u914d\u7f6e\u7684\u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\uff0c\u6216\u8005\u5c0e\u81f4\u56b4\u91cd\u5931\u771f\u7684\u4ea4\u4ed8\u6642\u9593\u9810\u671f\u3002\u5927\u591a\u6578\u9ad8\u4f30\uff0c\u4f86\u81ea\u904e\u5ea6\u4fdd\u5b88\uff1b\u5927\u591a\u6578\u4f4e\u4f30\uff0c\u5247\u4f86\u81ea\u5ffd\u8996\u7cfb\u7d71\u6469\u64e6\u3002\n    <\/p>\n<h2><strong>\u4ec0\u9ebc\u6642\u5019\u589e\u52a0 GPU \u6709\u7528\uff0c\u4ec0\u9ebc\u6642\u5019\u53cd\u800c\u672a\u5fc5<\/strong><\/h2>\n<p>\n      \u7576\u5de5\u4f5c\u8ca0\u8f09\u80fd\u5920\u826f\u597d\u64f4\u5c55\uff0c\u4e14\u6d41\u7a0b\u53ef\u4ee5\u7a69\u5b9a\u628a\u8a2d\u5099\u9935\u6eff\u6642\uff0c\u589e\u52a0\u4e26\u884c\u786c\u9ad4\u78ba\u5be6\u6709\u5e6b\u52a9\u3002\u4f46\u7576\u901a\u8a0a\u958b\u92b7\u8b8a\u5927\u3001\u5e8f\u5217\u9577\u5ea6\u5206\u5e03\u4e0d\u898f\u5247\uff0c\u6216\u8005\u5132\u5b58\u7cfb\u7d71\u7121\u6cd5\u53ca\u6642\u4f9b\u6578\u6642\uff0c\u589e\u52a0\u8a2d\u5099\u7684\u6536\u76ca\u5c31\u6703\u5feb\u901f\u4e0b\u964d\u3002\u4e00\u4e9b\u5b98\u65b9\u6846\u67b6\u6587\u4ef6\u63d0\u5230\uff0c\u53ef\u4ee5\u900f\u904e\u5e8f\u5217\u4e26\u884c\u6216\u4e0a\u4e0b\u6587\u4e26\u884c\u4f86\u964d\u4f4e\u9577\u4e0a\u4e0b\u6587\u5834\u666f\u4e0b\u7684\u55ae\u5361\u986f\u5b58\u58d3\u529b\uff0c\u4f46\u9019\u985e\u65b9\u6cd5\u4e5f\u6703\u5f15\u5165\u984d\u5916\u901a\u8a0a\u6a21\u5f0f\u548c\u7cfb\u7d71\u8907\u96dc\u5ea6\u3002\n    <\/p>\n<p>\n      \u9019\u6b63\u662f\u6838\u5fc3\u5de5\u7a0b\u7d93\u9a57\uff1a\u66f4\u77ed\u7684\u5be6\u969b\u6642\u9418\u6642\u9593\uff0c\u4e26\u4e0d\u7b49\u65bc\u66f4\u4f4e\u7684 GPU \u5c0f\u6642\u3002\u66f4\u5bec\u7684\u53e2\u96c6\u53ef\u80fd\u66f4\u5feb\u5b8c\u6210\u4efb\u52d9\uff0c\u4f46\u5982\u679c\u64f4\u5c55\u6548\u7387\u4e0b\u964d\uff0c\u7e3d\u7b97\u529b\u6d88\u8017\u751a\u81f3\u53ef\u80fd\u76f8\u8fd1\u6216\u66f4\u9ad8\u3002\u5c0d\u65bc\u5f88\u591a\u61c9\u7528\u578b\u5fae\u8abf\u5c08\u6848\u4f86\u8aaa\uff0c\u6700\u8070\u660e\u7684\u9078\u64c7\u4e26\u4e0d\u662f\u6700\u5927\u7684\u53e2\u96c6\uff0c\u800c\u662f\u90a3\u500b\u80fd\u5920\u4fdd\u6301\u9ad8\u5229\u7528\u7387\u3001\u4e26\u7e2e\u77ed\u8fed\u4ee3\u9589\u74b0\u7684\u6700\u5c0f\u7a69\u5b9a\u914d\u7f6e\u3002\n    <\/p>\n<h2><strong>\u4e00\u500b\u9ad8\u6548\u5fae\u8abf\u68e7\u901a\u5e38\u9577\u4ec0\u9ebc\u6a23<\/strong><\/h2>\n<p>\n      \u80fd\u628a GPU \u5c0f\u6642\u63a7\u5236\u5f97\u6bd4\u8f03\u7a69\u7684\u5718\u968a\uff0c\u901a\u5e38\u90fd\u6709\u4e00\u4e9b\u5171\u540c\u7279\u5fb5\uff1a\n    <\/p>\n<ul>\n<li>\u5148\u5f9e\u9069\u914d\u5668\u5fae\u8abf\u958b\u59cb\uff0c\u518d\u6c7a\u5b9a\u662f\u5426\u9700\u8981\u5168\u91cf\u66f4\u65b0<\/li>\n<li>\u5118\u65e9\u6e2c\u91cf\u8cc7\u6599\u96c6\u7684\u9577\u5ea6\u5206\u5e03<\/li>\n<li>\u5728\u786c\u9ad4\u652f\u63f4\u7684\u60c5\u6cc1\u4e0b\u4f7f\u7528\u6df7\u5408\u7cbe\u5ea6<\/li>\n<li>\u53ea\u6709\u5728\u986f\u5b58\u58d3\u529b\u78ba\u5be6\u5b58\u5728\u6642\u624d\u555f\u7528\u6aa2\u67e5\u9ede<\/li>\n<li>\u5148\u6700\u4f73\u5316\u5e8f\u5217\u6253\u5305\uff0c\u518d\u8003\u616e\u589e\u52a0\u66f4\u591a\u786c\u9ad4<\/li>\n<li>\u5728\u8207\u6b63\u5f0f\u5be6\u9a57\u4e00\u81f4\u7684\u4f3a\u670d\u5668\u79df\u7528\u914d\u7f6e\u4e0a\u505a\u57fa\u6e96\u6e2c\u8a66<\/li>\n<\/ul>\n<p>\n      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token\u3001\u6aa2\u67e5\u5e8f\u5217\u9577\u5ea6\u5206\u5e03\u3001\u9078\u64c7\u6d6a\u8cbb\u6700\u5c11\u7684\u5fae\u8abf\u65b9\u6cd5\u3001\u6e2c\u8a66\u6301\u7e8c\u7a69\u5b9a\u541e\u5410\uff0c\u4e26\u628a\u9019\u4e9b\u7d50\u679c\u6620\u5c04\u5230\u9069\u5408\u81ea\u8eab\u8fed\u4ee3\u7bc0\u594f\u7684\u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\u4e0a\u3002\u5b98\u65b9\u6587\u4ef6\u548c\u4e00\u624b\u7814\u7a76\u53cd\u8986\u63ed\u793a\u4e86\u540c\u4e00\u500b\u898f\u5f8b\uff1a\u53c3\u6578\u9ad8\u6548\u5fae\u8abf\u53ef\u4ee5\u964d\u4f4e\u986f\u5b58\u58d3\u529b\uff0c\u5e8f\u5217\u9577\u5ea6\u6703\u6539\u8b8a\u541e\u5410\uff0c\u6aa2\u67e5\u9ede\u662f\u4ee5\u6642\u9593\u63db\u986f\u5b58\uff0c\u800c\u6253\u5305\u53ef\u4ee5\u63d0\u5347\u5229\u7528\u7387\u3002\u5c0d\u4f7f\u7528\u7f8e\u570b\u4f3a\u670d\u5668\u79df\u7528\u8cc7\u6e90\u7684\u6280\u8853\u5718\u968a\u4f86\u8aaa\uff0c\u771f\u6b63\u76ee\u6a19\u4e26\u4e0d\u662f\u8ffd\u6c42\u6700\u5927\u7684\u53e2\u96c6\uff0c\u800c\u662f\u5efa\u7acb\u4e00\u689d\u6bcf\u500b GPU \u5c0f\u6642\u90fd\u80fd\u7a69\u5b9a\u7522\u51fa\u6709\u6548\u9032\u5c55\u7684\u8a13\u7df4\u8def\u5f91\uff0c\u540c\u6642\u8b93\u57fa\u790e\u8a2d\u65bd\u5728\u4e0b\u4e00\u8f2a\u5be6\u9a57\u5230\u4f86\u6642\u4f9d\u7136\u4fdd\u6709\u8db3\u5920\u9748\u6d3b\u6027\u3002\n    <\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5982\u679c\u4f60\u6b63\u5728\u898f\u5283\u4e00\u5957\u9762\u5411\u751f\u7522\u74b0\u5883\u7684\u6a21\u578b\u9069\u914d\u6d41\u7a0b\uff0c\u90a3\u9ebc\u9996\u5148\u9700\u8981\u770b\u61c2\u7684\u6578\u5b57\uff0c\u4e26\u4e0d\u53ea\u662f\u53c3\u6578\u898f\u6a21\uff0c\u800c\u662fLLM \u5fae\u8abf GP [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/llm-fine-tuning-gpu-hours-explained\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":12,"featured_media":32252,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[267],"tags":[],"class_list":["post-32255","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-tc"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>LLM \u5fae\u8abf GPU \u5c0f\u6642\u8a73\u89e3<\/title>\n<meta name=\"description\" content=\"\u4e86\u89e3\u771f\u6b63\u6c7a\u5b9a LLM \u5fae\u8abf GPU \u5c0f\u6642\u7684\u56e0\u7d20\u3001\u5982\u4f55\u6e96\u78ba\u4f30\u7b97\u8a13\u7df4\u6210\u672c\uff0c\u4ee5\u53ca\u5982\u4f55\u4ee5\u66f4\u5c11\u7684\u9ad8\u6210\u672c\u5931\u8aa4\u4f86\u898f\u5283\u8a17\u7ba1\u5bb9\u91cf\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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