{"id":31752,"date":"2026-04-18T08:00:27","date_gmt":"2026-04-18T00:00:27","guid":{"rendered":"https:\/\/www.varidata.com\/?p=31752"},"modified":"2026-04-17T17:05:02","modified_gmt":"2026-04-17T09:05:02","slug":"essential-tips-to-keep-server-stable-during-llm-fine-tuning","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/essential-tips-to-keep-server-stable-during-llm-fine-tuning\/","title":{"rendered":"\u4fdd\u6301 LLM \u5fae\u8abf\u671f\u9593\u4f3a\u670d\u5668\u7a69\u5b9a\u7684\u95dc\u9375\u6280\u5de7"},"content":{"rendered":"<p>\u5728\u8a13\u7df4\u81ea\u8a02<a href=\"https:\/\/www.varidata.com\/zh-tw\/blog-en\/the-relationship-between-openclaw-and-large-models\/\" target=\"_blank\">LLM<\/a>\u6642\uff0c\u4f60\u5e38\u5e38\u6703\u9047\u5230\u4f3a\u670d\u5668\u904e\u8f09\u6216\u610f\u5916\u7576\u6a5f\u7684\u554f\u984c\u3002\u8981\u8b93\u4f3a\u670d\u5668\u4fdd\u6301\u7a69\u5b9a\uff0c\u4f60\u5fc5\u9808\u5bc6\u5207\u95dc\u6ce8\u8cc7\u6e90\u4f7f\u7528\u60c5\u6cc1\uff0c\u4e26\u5728\u554f\u984c\u64f4\u5927\u4e4b\u524d\u53ca\u6642\u8655\u7406\u3002\u8a31\u591a\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u81ea\u8a17\u7ba1\u74b0\u5883\uff0c\u90fd\u4f9d\u8cf4\u65bc\u5468\u5bc6\u7684\u898f\u5283\u3002\u4f60\u53ef\u4ee5\u900f\u904e\u8ffd\u8e64\u7cfb\u7d71\u6307\u6a19\u3001\u8abf\u6574\u5de5\u4f5c\u8ca0\u8f09\u4ee5\u53ca\u63a1\u7528\u667a\u6167\u8cc7\u6e90\u5206\u914d\u4f86\u4fdd\u6301<a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/tokyo\/\" target=\"_blank\">\u4f3a\u670d\u5668\u7a69\u5b9a<\/a>\u3002\u53ea\u8981\u628a\u4f3a\u670d\u5668\u7a69\u5b9a\u4f4f\uff0c\u4f60\u5c31\u80fd\u4fdd\u8b77\u8cc7\u6599\uff0c\u4e26\u7372\u5f97\u53ef\u9760\u7684\u8a13\u7df4\u7d50\u679c\u3002<\/p>\n<h2>\u6838\u5fc3\u8981\u9ede<\/h2>\n<ul>\n<li>\n<p>\u5373\u6642\u76e3\u63a7 GPU\u3001CPU \u548c\u8a18\u61b6\u9ad4\u4f7f\u7528\u60c5\u6cc1\uff0c\u5728\u554f\u984c\u5c0e\u81f4\u7576\u6a5f\u4e4b\u524d\u53ca\u6642\u767c\u73fe\u3002\u4f7f\u7528\u8af8\u5982 <code>nvidia-smi<\/code> \u4e4b\u985e\u7684\u5de5\u5177\u53ef\u4ee5\u5be6\u73fe\u9ad8\u6548\u8ffd\u8e64\u3002<\/p>\n<\/li>\n<li>\n<p>\u5be6\u65bd GPU \u81ea\u52d5\u64f4\u7e2e\u5bb9\uff0c\u6839\u64da\u5de5\u4f5c\u8ca0\u8f09\u52d5\u614b\u8abf\u6574\u8cc7\u6e90\u3002\u9019\u53ef\u4ee5\u9632\u6b62\u74f6\u9838\u4e26\u6700\u4f73\u5316\u786c\u9ad4\u5229\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u8b39\u614e\u8abf\u6574 batch size\uff08\u6279\u6b21\u5927\u5c0f\uff09\u548c sequence length\uff08\u5e8f\u5217\u9577\u5ea6\uff09\u4f86\u63a7\u5236\u8a18\u61b6\u9ad4\u4f7f\u7528\u3002\u5efa\u8b70\u5f9e\u8f03\u5c0f\u914d\u7f6e\u958b\u59cb\uff0c\u4e26\u5728\u76e3\u63a7\u7cfb\u7d71\u4e0a\u9650\u7684\u540c\u6642\u9010\u6b65\u589e\u52a0\u3002<\/p>\n<\/li>\n<li>\n<p>\u9078\u64c7\u5408\u9069\u7684\u8a13\u7df4\u6846\u67b6\uff0c\u4e26\u4fdd\u6301\u76f8\u4f9d\u9805\u70ba\u6700\u65b0\u7248\u672c\u3002\u9019\u80fd\u78ba\u4fdd\u76f8\u5bb9\u6027\uff0c\u4e26\u63d0\u5347\u5fae\u8abf\u904e\u7a0b\u4e2d\u7684\u6548\u80fd\u8868\u73fe\u3002<\/p>\n<\/li>\n<li>\n<p>\u8a2d\u5b9a\u5373\u6642\u8b66\u793a\u8207\u65e5\u8a8c\u8a18\u9304\uff0c\u4ee5\u4fbf\u5feb\u901f\u8b58\u5225\u548c\u89e3\u6c7a\u554f\u984c\u3002\u53ca\u65e9\u767c\u73fe\u554f\u984c\u53ef\u4ee5\u7bc0\u7701\u5927\u91cf\u6642\u9593\uff0c\u4e26\u907f\u514d\u91cd\u5927\u6545\u969c\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u900f\u904e\u8cc7\u6e90\u7ba1\u7406\u4fdd\u6301\u4f3a\u670d\u5668\u7a69\u5b9a<\/h2>\n<h3>\u76e3\u63a7 GPU\u3001CPU \u548c\u8a18\u61b6\u9ad4\u4f7f\u7528\u60c5\u6cc1<\/h3>\n<p>\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u4f60\u5fc5\u9808\u5373\u6642\u8ffd\u8e64 GPU\u3001CPU \u548c\u8a18\u61b6\u9ad4\u7684\u4f7f\u7528\u60c5\u6cc1\u3002\u9019\u80fd\u5e6b\u52a9\u4f60\u5728\u554f\u984c\u5f15\u767c\u7576\u6a5f\u4e4b\u524d\u53ca\u6642\u767c\u73fe\u98a8\u96aa\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u50cf <code>nvidia-smi<\/code> \u9019\u6a23\u7684\u76e3\u63a7\u5de5\u5177\u4f86\u67e5\u770b GPU \u72c0\u614b\uff0c\u4e26\u4f7f\u7528\u7cfb\u7d71\u5167\u5efa\u7684\u76e3\u63a7\u5de5\u5177\u67e5\u770b CPU \u548c RAM\u3002\u85c9\u52a9\u9019\u4e9b\u5de5\u5177\uff0c\u4f60\u53ef\u4ee5\u4e86\u89e3\u8a13\u7df4\u4efb\u52d9\u5360\u7528\u4e86\u591a\u5c11 GPU \u986f\u793a\u8a18\u61b6\u9ad4\u548c RAM\u3002\u5982\u679c\u4f60\u767c\u73fe\u8cc7\u6e90\u5360\u7528\u63a5\u8fd1\u786c\u9ad4\u4e0a\u9650\uff0c\u5c31\u53ef\u4ee5\u66ab\u505c\u8a13\u7df4\u6216\u8abf\u6574\u8a2d\u5b9a\uff0c\u5f9e\u800c\u907f\u514d\u904e\u8f09\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8a2d\u5b9a\u8996\u89ba\u5316\u5100\u8868\u677f\u4f86\u5c55\u793a GPU\u3001CPU \u548c\u8a18\u61b6\u9ad4\u4f7f\u7528\u60c5\u6cc1\u3002\u9019\u6a23\u4f60\u5c31\u80fd\u6e05\u695a\u638c\u63e1\u7cfb\u7d71\u5065\u5eb7\u72c0\u614b\uff0c\u4e26\u66f4\u5feb\u5730\u4f5c\u51fa\u53cd\u61c9\u3002<\/p>\n<\/blockquote>\n<p>\u4f60\u9084\u61c9\u8a72\u6aa2\u67e5\u7cfb\u7d71\u74f6\u9838\u3002\u6709\u6642\uff0c\u9650\u5236\u8a13\u7df4\u6548\u7387\u7684\u4e26\u4e0d\u662f GPU\uff0c\u800c\u662f CPU \u6216 RAM\u3002\u5982\u679c\u4f60\u80fd\u6700\u4f73\u5316 CPU \u548c RAM \u7684\u4f7f\u7528\uff0c\u5c31\u80fd\u63d0\u5347\u6574\u9ad4\u6548\u80fd\u548c\u8a13\u7df4\u901f\u5ea6\u3002\u826f\u597d\u7684\u76e3\u63a7\u80fd\u8b93\u4f60\u7684 LLM \u5fae\u8abf\u904e\u7a0b\u66f4\u52a0\u7a69\u5b9a\u4e14\u9ad8\u6548\u3002<\/p>\n<h3>\u9762\u5411\u52d5\u614b\u8ca0\u8f09\u7684 GPU \u81ea\u52d5\u64f4\u7e2e\u5bb9<\/h3>\n<p>\u8a13\u7df4\u5927\u578b\u6a21\u578b\u6703\u628a\u786c\u9ad4\u63a8\u5411\u6975\u9650\u3002\u4f60\u53ef\u4ee5\u900f\u904e GPU \u81ea\u52d5\u64f4\u7e2e\u5bb9\u4f86\u8b93\u8cc7\u6e90\u8207\u5de5\u4f5c\u8ca0\u8f09\u76f8\u5339\u914d\u3002\u81ea\u52d5\u64f4\u7e2e\u5bb9\u6703\u6839\u64da\u9700\u6c42\u589e\u52a0\u6216\u6e1b\u5c11 GPU \u6578\u91cf\u3002\u5373\u4f7f\u5de5\u4f5c\u8ca0\u8f09\u767c\u751f\u8b8a\u5316\uff0c\u9019\u4e5f\u80fd\u8b93\u8a13\u7df4\u5e73\u7a69\u904b\u884c\u3002<\/p>\n<p>\u81ea\u52d5\u64f4\u7e2e\u5bb9\u6709\u52a9\u65bc\u4f60\u9ad8\u6548\u5229\u7528\u786c\u9ad4\u3002\u5728\u8ca0\u8f09\u8f03\u8f15\u6642\uff0c\u4f60\u4e0d\u6703\u6d6a\u8cbb GPU \u7b97\u529b\uff1b\u5728\u8a13\u7df4\u8b8a\u91cd\u6642\uff0c\u7cfb\u7d71\u53c8\u6703\u81ea\u52d5\u589e\u52a0\u66f4\u591a GPU\uff0c\u4ee5\u7dad\u6301\u8a13\u7df4\u901f\u5ea6\u3002\u9019\u7a2e\u65b9\u6cd5\u80fd\u5920\u9632\u6b62\u74f6\u9838\u51fa\u73fe\uff0c\u4e26\u4fdd\u6301\u4f3a\u670d\u5668\u7a69\u5b9a\u3002<\/p>\n<p>\u4e0b\u9762\u9019\u500b\u7c21\u55ae\u8868\u683c\u5c55\u793a\u4e86\u81ea\u52d5\u64f4\u7e2e\u5bb9\u6240\u5e36\u4f86\u7684\u5e6b\u52a9\uff1a<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 100px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u60c5\u5883<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u7684 GPU \u6578\u91cf<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u901f\u5ea6<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6548\u7387<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8f15\u8ca0\u8f09<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>1<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5feb<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u91cd\u8ca0\u8f09<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>4<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5feb<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7121\u81ea\u52d5\u64f4\u7e2e\u5bb9\uff08\u975c\u614b\u914d\u7f6e\uff09<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>1<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6162<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u61c9\u8a72\u6839\u64da GPU \u986f\u793a\u8a18\u61b6\u9ad4\u548c CPU \u4f7f\u7528\u7387\u4f86\u8a2d\u5b9a\u81ea\u52d5\u64f4\u7e2e\u5bb9\u898f\u5247\u3002\u9019\u6a23\u4e00\u4f86\uff0c\u4f60\u5c31\u80fd\u59cb\u7d42\u70ba LLM \u8a13\u7df4\u63d0\u4f9b\u8db3\u5920\u8cc7\u6e90\uff0c\u540c\u6642\u907f\u514d\u6d6a\u8cbb\u786c\u9ad4\u3002<\/p>\n<h3>\u6279\u6b21\u5927\u5c0f\u8207\u5e8f\u5217\u9577\u5ea6\u9650\u5236<\/h3>\n<p>\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u4f60\u53ef\u4ee5\u900f\u904e\u8abf\u6574 batch size\uff08\u6279\u6b21\u5927\u5c0f\uff09\u548c sequence length\uff08\u5e8f\u5217\u9577\u5ea6\uff09\u4f86\u63a7\u5236\u8a18\u61b6\u9ad4\u5360\u7528\u548c\u8a13\u7df4\u901f\u5ea6\u3002\u5982\u679c\u4f60\u4f7f\u7528\u8f03\u5927\u7684\u6279\u6b21\u5927\u5c0f\u6216\u8f03\u9577\u7684\u5e8f\u5217\uff0cGPU \u986f\u793a\u8a18\u61b6\u9ad4\u548c RAM \u7684\u5360\u7528\u6703\u8fc5\u901f\u4e0a\u5347\u3002\u4e00\u65e6\u8d85\u904e\u786c\u9ad4\u4e0a\u9650\uff0c\u5c31\u53ef\u80fd\u5c0e\u81f4\u7576\u6a5f\u3002<\/p>\n<p>\u8f03\u77ed\u7684\u8a13\u7df4\u5e8f\u5217\u80fd\u5920\u7bc0\u7701\u8a18\u61b6\u9ad4\u3002\u4f8b\u5982\uff0c\u7576\u4f60\u4f7f\u7528\u66f4\u77ed\u7684\u5e8f\u5217\u6642\uff0c\u5c0d\u672a\u4f86 token \u7684\u906e\u7f69\u8655\u7406\u6703\u6e1b\u5c11\u8a18\u61b6\u9ad4\u9700\u6c42\u3002\u4f60\u61c9\u8a72\u5f9e\u8f03\u5c0f\u7684\u6279\u6b21\u5927\u5c0f\u548c\u8f03\u77ed\u7684\u5e8f\u5217\u958b\u59cb\uff0c\u7136\u5f8c\u5728\u6301\u7e8c\u89c0\u5bdf GPU \u986f\u793a\u8a18\u61b6\u9ad4\u548c RAM \u4f7f\u7528\u60c5\u6cc1\u7684\u524d\u63d0\u4e0b\u9010\u6b65\u589e\u52a0\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u5982\u679c\u4f60\u767c\u73fe\u8a18\u61b6\u9ad4\u4f7f\u7528\u5df2\u63a5\u8fd1 GPU \u6216 RAM \u4e0a\u9650\uff0c\u61c9\u7acb\u5373\u964d\u4f4e\u6279\u6b21\u5927\u5c0f\u6216\u5e8f\u5217\u9577\u5ea6\u3002\u9019\u6a23\u53ef\u4ee5\u4fdd\u6301\u8a13\u7df4\u7a69\u5b9a\uff0c\u4e26\u907f\u514d\u7576\u6a5f\u3002<\/p>\n<\/blockquote>\n<p>\u4f60\u4e5f\u53ef\u4ee5\u6839\u64da\u81ea\u8eab\u786c\u9ad4\u4f86\u5fae\u8abf\u9019\u4e9b\u8a2d\u5b9a\uff0c\u4ee5\u63d0\u5347\u6548\u7387\u3002\u9019\u80fd\u5e6b\u52a9\u4f60\u5728 LLM \u5fae\u8abf\u4e2d\u7372\u5f97\u6700\u4f73\u6548\u80fd\u548c\u901f\u5ea6\u3002\u8b39\u614e\u8abf\u6574\u6279\u6b21\u5927\u5c0f\u8207\u5e8f\u5217\u9577\u5ea6\uff0c\u662f\u907f\u514d\u74f6\u9838\u4e26\u4fdd\u6301\u4f3a\u670d\u5668\u5065\u5eb7\u7684\u95dc\u9375\u3002<\/p>\n<h2>\u900f\u904e\u8edf\u9ad4\u914d\u7f6e\u6700\u4f73\u5316 LLM \u6548\u80fd<\/h2>\n<h3>\u6846\u67b6\u8207\u76f8\u4f9d\u9805\u9078\u64c7<\/h3>\n<p>\u4f60\u9700\u8981\u70ba\u8a13\u7df4\u9078\u64c7\u5408\u9069\u7684\u6846\u67b6\u3002\u5e38\u898b\u9078\u64c7\u5305\u62ec PyTorch \u548c TensorFlow\u3002\u6bcf\u7a2e\u6846\u67b6\u5728\u4e0d\u540c\u4efb\u52d9\u4e0a\u90fd\u6709\u5404\u81ea\u512a\u52e2\u3002PyTorch \u63d0\u4f9b\u66f4\u9ad8\u7684\u9748\u6d3b\u6027\uff0c\u4e26\u64c1\u6709\u5f37\u5927\u7684\u793e\u7fa4\u652f\u63f4\uff1bTensorFlow \u66f4\u9069\u5408\u751f\u7522\u74b0\u5883\uff0c\u4e5f\u5177\u5099\u8c50\u5bcc\u7684\u5de5\u5177\u93c8\u3002\u4f60\u61c9\u8a72\u6aa2\u67e5\u6240\u9078\u6846\u67b6\u8207\u786c\u9ad4\u7684\u76f8\u5bb9\u6027\u3002\u904e\u6642\u7684\u76f8\u4f9d\u9805\u6703\u62d6\u6162\u8a13\u7df4\u901f\u5ea6\uff0c\u4e26\u5f15\u767c\u932f\u8aa4\u3002\u5728\u958b\u59cb\u5fae\u8abf\u524d\uff0c\u52d9\u5fc5\u66f4\u65b0\u4f60\u7684\u51fd\u5f0f\u5eab\u3002\u9019\u4e00\u6b65\u6709\u52a9\u65bc\u4f60\u907f\u958b Bug\uff0c\u4e26\u63d0\u5347\u6548\u80fd\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u4f7f\u7528 <code>requirements.txt<\/code> \u6a94\u6848\u4f86\u8ffd\u8e64\u76f8\u4f9d\u9805\u3002\u9019\u6a23\u66f4\u65b9\u4fbf\u5206\u4eab\u4f60\u7684\u74b0\u5883\u8a2d\u5b9a\uff0c\u4e26\u91cd\u73fe\u5be6\u9a57\u7d50\u679c\u3002<\/p>\n<\/blockquote>\n<h3>\u5bb9\u5668\u5316\u8207\u7248\u672c\u63a7\u5236<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528\u5bb9\u5668\u5316\u4f86\u5efa\u7acb\u7a69\u5b9a\u7684\u8a13\u7df4\u74b0\u5883\u3002\u50cf Docker \u9019\u6a23\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u628a\u7a0b\u5f0f\u78bc\u3001\u76f8\u4f9d\u9805\u548c\u8a2d\u5b9a\u4e00\u8d77\u6253\u5305\u3002\u9019\u7a2e\u65b9\u5f0f\u80fd\u78ba\u4fdd\u4f60\u7684\u74b0\u5883\u5728\u6bcf\u53f0\u4f3a\u670d\u5668\u4e0a\u4fdd\u6301\u4e00\u81f4\uff0c\u5f9e\u800c\u907f\u514d\u56e0\u8edf\u9ad4\u7248\u672c\u4e0d\u540c\u800c\u7522\u751f\u7684\u554f\u984c\u3002Git \u7b49\u7248\u672c\u63a7\u5236\u5de5\u5177\u5247\u53ef\u4ee5\u5e6b\u52a9\u4f60\u8ffd\u8e64\u7a0b\u5f0f\u78bc\u8b8a\u66f4\u3002\u5982\u679c\u767c\u73fe\u554f\u984c\uff0c\u4f60\u53ef\u4ee5\u56de\u5fa9\u5230\u66f4\u65e9\u7684\u7248\u672c\u3002\u9019\u7a2e\u505a\u6cd5\u80fd\u5728\u9577\u6642\u9593\u5fae\u8abf\u904e\u7a0b\u4e2d\u66f4\u597d\u5730\u4fdd\u8b77\u4f60\u7684\u5de5\u4f5c\u6210\u679c\u3002<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528 Docker \u5be6\u73fe\u7c21\u4fbf\u90e8\u7f72\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 Git \u7ba1\u7406\u7a0b\u5f0f\u78bc\u548c\u8a13\u7df4\u8173\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u667a\u6167\u5feb\u53d6\u7b56\u7565<\/h3>\n<p>\u4f60\u53ef\u4ee5\u900f\u904e\u667a\u6167\u5feb\u53d6\u4f86\u52a0\u5feb\u8a13\u7df4\u901f\u5ea6\u3002\u5feb\u53d6\u6703\u5132\u5b58\u7d93\u5e38\u4f7f\u7528\u7684\u8cc7\u6599\u6216\u7d50\u679c\uff0c\u5f9e\u800c\u6e1b\u5c11\u8cc7\u6599\u8f09\u5165\u6642\u9593\u4e26\u63d0\u5347\u6548\u80fd\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u5feb\u53d6\u9810\u8655\u7406\u5f8c\u7684\u8cc7\u6599\u96c6\u6216\u6a21\u578b\u6aa2\u67e5\u9ede\u3002\u5982\u679c\u9700\u8981\u91cd\u65b0\u555f\u52d5\u8a13\u7df4\uff0c\u9019\u4e00\u6b65\u80fd\u7bc0\u7701\u5927\u91cf\u6642\u9593\u3002\u4f60\u9084\u61c9\u6e05\u7406\u820a\u5feb\u53d6\u6a94\u6848\uff0c\u4ee5\u91cb\u653e\u5132\u5b58\u7a7a\u9593\u4e26\u4fdd\u6301\u4f3a\u670d\u5668\u5065\u5eb7\u3002\u667a\u6167\u5feb\u53d6\u662f\u6700\u4f73\u5316 LLM \u6548\u80fd\u7684\u91cd\u8981\u7d44\u6210\u90e8\u5206\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u5b9a\u671f\u76e3\u63a7\u5feb\u53d6\u5927\u5c0f\uff0c\u9632\u6b62\u5132\u5b58\u554f\u984c\uff0c\u78ba\u4fdd\u4f60\u7684 LLM \u5e73\u7a69\u904b\u884c\u3002<\/p>\n<\/blockquote>\n<h2>\u4fdd\u6301\u8a13\u7df4\u7a69\u5b9a\u7684\u5fae\u8abf\u7b56\u7565<\/h2>\n<h3>\u6a21\u578b\u91cf\u5316\u6280\u8853<\/h3>\n<p>\u4f60\u53ef\u4ee5\u900f\u904e\u6a21\u578b\u91cf\u5316\u4f86\u63d0\u5347\u8a13\u7df4\u901f\u5ea6\u4e26\u964d\u4f4e\u8a18\u61b6\u9ad4\u9700\u6c42\u3002\u9019\u7a2e\u65b9\u6cd5\u6703\u6539\u8b8a LLM \u5728\u5fae\u8abf\u671f\u9593\u5132\u5b58\u6578\u503c\u7684\u65b9\u5f0f\u3002\u4f8b\u5982\uff0cFP8 \u91cf\u5316\u4f7f\u7528\u66f4\u5c11\u7684\u4f4d\u5143\u4f86\u8868\u793a\u6bcf\u500b\u6578\u503c\u3002\u9019\u6a23\u4f60\u5c31\u53ef\u4ee5\u66f4\u5feb\u5730\u8a13\u7df4\u5927\u578b\u6a21\u578b\uff0c\u4e26\u5728 GPU \u986f\u793a\u8a18\u61b6\u9ad4\u4e2d\u5bb9\u7d0d\u66f4\u591a\u8cc7\u6599\u3002\u8a31\u591a\u4f7f\u7528\u8005\u5728\u9032\u884c\u5168\u91cf\u5fae\u8abf\u6642\uff0c\u4f7f\u7528\u91cf\u5316\u5f8c\u90fd\u770b\u5230\u4e86\u66f4\u597d\u7684\u6548\u80fd\u8868\u73fe\u3002\u4f60\u61c9\u8a72\u5728\u958b\u59cb\u5168\u91cf\u5fae\u8abf\u4e4b\u524d\uff0c\u5148\u6e2c\u8a66 FP8 \u6216\u5176\u4ed6\u91cf\u5316\u65b9\u6cd5\u3002\u9019\u6a23\u53ef\u4ee5\u5e6b\u52a9\u4f60\u627e\u5230\u6700\u9069\u5408\u76ee\u524d\u8a13\u7df4\u5de5\u4f5c\u7684\u8a2d\u5b9a\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u91cf\u5316\u5f8c\u4e00\u5b9a\u8981\u6aa2\u67e5\u6a21\u578b\u6e96\u78ba\u7387\u3002\u6709\u4e9b\u65b9\u6cd5\u53ef\u80fd\u6703\u964d\u4f4e\u7cbe\u5ea6\uff0c\u56e0\u6b64\u61c9\u6bd4\u8f03\u91cf\u5316\u524d\u5f8c\u7684\u7d50\u679c\u3002<\/p>\n<\/blockquote>\n<h3>\u53c3\u6578\u9ad8\u6548\u65b9\u6cd5\uff08LoRA\u3001QLoRA\uff09<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 LoRA \u548c QLoRA \u9019\u985e\u53c3\u6578\u9ad8\u6548\u65b9\u6cd5\uff0c\u5728\u5fae\u8abf\u904e\u7a0b\u4e2d\u7bc0\u7701\u8cc7\u6e90\u3002\u9019\u4e9b\u65b9\u6cd5\u53ea\u4fee\u6539\u6a21\u578b\u4e2d\u7684\u4e00\u5c0f\u90e8\u5206\u53c3\u6578\uff0c\u800c\u4e0d\u9700\u8981\u66f4\u65b0\u5168\u90e8\u53c3\u6578\u3002\u9019\u6a23\u8a13\u7df4\u901f\u5ea6\u66f4\u5feb\uff0c\u5360\u7528\u8a18\u61b6\u9ad4\u4e5f\u66f4\u5c11\u3002LoRA \u662f low-rank adaptation\uff08\u4f4e\u79e9\u9069\u914d\uff09\u7684\u7e2e\u5beb\u3002\u4f60\u53ef\u4ee5\u7528 LoRA \u5728\u8f03\u5c0f\u7684 GPU \u4e0a\u8a13\u7df4 7b \u53c3\u6578\u6a21\u578b\u3002QLoRA \u5247\u5728 LoRA \u7684\u57fa\u790e\u4e0a\u52a0\u5165\u91cf\u5316\uff0c\u5f9e\u800c\u9032\u4e00\u6b65\u7bc0\u7701\u8a18\u61b6\u9ad4\u3002\u8a31\u591a\u4f7f\u7528\u8005\u6703\u9078\u64c7 LoRA \u6216 QLoRA\uff0c\u800c\u4e0d\u662f\u5168\u91cf\u5fae\u8abf\uff0c\u4ee5\u7372\u5f97\u66f4\u597d\u7684\u6027\u50f9\u6bd4\u548c\u66f4\u4f4e\u7684\u8cc7\u6e90\u6210\u672c\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u500b\u5feb\u901f\u5c0d\u6bd4\uff1a<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 125px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u65b9\u6cd5<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8a18\u61b6\u9ad4\u5360\u7528<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u901f\u5ea6<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6e96\u78ba\u7387<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u9069\u7528\u60c5\u5883<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5168\u91cf\u5fae\u8abf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6162<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5927\u578b\u4f3a\u670d\u5668<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LoRA<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5feb<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u826f\u597d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c0f\u578b\u6216\u4e2d\u578b GPU<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>QLoRA<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6975\u4f4e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5feb<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u826f\u597d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8a13\u7df4 7b \u53c3\u6578\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u53ef\u4ee5\u6839\u64da\u81ea\u5df1\u7684\u786c\u9ad4\u689d\u4ef6\u548c\u76ee\u6a19\u9700\u6c42\uff0c\u5728 LoRA \u8207\u5168\u91cf\u5fae\u8abf\u4e4b\u9593\u9748\u6d3b\u5207\u63db\u3002<\/p>\n<h3>\u900f\u904e\u8d85\u53c3\u6578\u8abf\u6821\u63d0\u5347\u7a69\u5b9a\u6027<\/h3>\n<p>\u4f60\u53ef\u4ee5\u900f\u904e\u8abf\u6821\u95dc\u9375\u8d85\u53c3\u6578\u4f86\u63d0\u5347\u8a13\u7df4\u7a69\u5b9a\u6027\u3002\u9996\u5148\u53ef\u4ee5\u8abf\u6574\u6700\u4f73\u5316\u5668\u8a2d\u5b9a\u3002\u4f8b\u5982\uff0c\u63d0\u9ad8 AdamW \u6216 SGD \u4e2d\u7684 weight decay rate\uff08\u6b0a\u91cd\u8870\u6e1b\u7387\uff09\uff0c\u6709\u52a9\u65bc\u6a21\u578b\u66f4\u597d\u5730\u6cdb\u5316\u3002\u4f60\u4e5f\u53ef\u4ee5\u63d0\u9ad8 LoRA \u5c64\u7684 dropout \u503c\uff0c\u4ee5\u9632\u6b62\u5fae\u8abf\u671f\u9593\u51fa\u73fe\u904e\u64ec\u5408\u3002\u5982\u679c\u4f60\u5728 LoRA \u4e2d\u4f7f\u7528\u8f03\u5927\u7684 r \u503c\uff0c\u53ef\u80fd\u6703\u66f4\u5bb9\u6613\u904e\u64ec\u5408\u3002\u6b64\u6642\u53ef\u4ee5\u964d\u4f4e r \u503c\uff0c\u6216\u8005\u4f7f\u7528\u66f4\u5927\u7684\u8cc7\u6599\u96c6\u4f86\u7de9\u89e3\u554f\u984c\u3002\u4f60\u9084\u53ef\u4ee5\u70ba\u4e0d\u540c\u5c64\u8a2d\u5b9a\u4e0d\u540c\u7684\u5b78\u7fd2\u7387\u3002\u6709\u4e9b\u4f7f\u7528\u8005\u6703\u70ba\u4e0d\u540c\u5c64\u8a2d\u5b9a\u4e0d\u540c\u7684 LoRA rank\uff0c\u4ee5\u9032\u4e00\u6b65\u63d0\u5347\u6548\u80fd\u3002<\/p>\n<p>\u9700\u8981\u91cd\u9ede\u95dc\u6ce8\u7684\u8d85\u53c3\u6578\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u5927\u5c0f<\/p>\n<\/li>\n<li>\n<p>\u6279\u6b21\u5927\u5c0f<\/p>\n<\/li>\n<li>\n<p>LoRA \u53ef\u8a13\u7df4\u53c3\u6578\u6578\u91cf<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u61c9\u8a72\u5728\u958b\u59cb\u5168\u91cf\u5fae\u8abf\u524d\u6e2c\u8a66\u9019\u4e9b\u8a2d\u5b9a\u3002\u7d30\u7dfb\u7684\u8abf\u6821\uff0c\u80fd\u5e6b\u52a9\u4f60\u5f9e LLM \u8a13\u7df4\u4e2d\u7372\u5f97\u6700\u4f73\u6548\u80fd\u3002<\/p>\n<h2>\u8a13\u7df4\u904e\u7a0b\u4e2d\u7684\u76e3\u63a7\u8207\u6545\u969c\u6392\u9664<\/h2>\n<h3>\u5373\u6642\u8b66\u793a\u8207\u5100\u8868\u677f<\/h3>\n<p>\u4f60\u9700\u8981\u8a2d\u5b9a\u5373\u6642\u8b66\u793a\u548c\u5100\u8868\u677f\uff0c\u4ee5\u4fdd\u6301\u8a13\u7df4\u7a69\u5b9a\u3002\u9019\u4e9b\u5de5\u5177\u80fd\u5e6b\u52a9\u4f60\u5728\u554f\u984c\u525b\u51fa\u73fe\u6642\u5c31\u53ca\u6642\u767c\u73fe\u3002\u4f60\u53ef\u4ee5\u5728\u4e00\u500b\u4ecb\u9762\u4e2d\u540c\u6642\u8ffd\u8e64 GPU \u4f7f\u7528\u7387\u3001\u8a18\u61b6\u9ad4\u6d88\u8017\u4ee5\u53ca\u8a13\u7df4\u901f\u5ea6\u3002\u5982\u679c\u4f60\u6ce8\u610f\u5230\u8a18\u61b6\u9ad4\u7a81\u7136\u98c6\u5347\uff0c\u6216\u8005 GPU \u6548\u80fd\u660e\u986f\u4e0b\u964d\uff0c\u5c31\u53ef\u4ee5\u66ab\u505c\u8a13\u7df4\u4e26\u5148\u89e3\u6c7a\u554f\u984c\uff0c\u9632\u6b62\u60c5\u6cc1\u60e1\u5316\u3002\u8a31\u591a\u5718\u968a\u6703\u4f7f\u7528 Grafana \u6216 Prometheus \u4f86\u5be6\u73fe\u9019\u4e00\u9ede\u3002\u4f60\u9084\u53ef\u4ee5\u8a2d\u5b9a\u8b66\u793a\u898f\u5247\uff0c\u7576\u8a18\u61b6\u9ad4\u6216 GPU \u4f7f\u7528\u7387\u8d85\u904e\u5b89\u5168\u9580\u6abb\u6642\uff0c\u900f\u904e\u96fb\u5b50\u90f5\u4ef6\u6216\u804a\u5929\u5de5\u5177\u767c\u9001\u901a\u77e5\u3002\u9019\u6a23\u4e00\u4f86\uff0c\u4f60\u5c31\u4e0d\u6703\u932f\u904e\u5fae\u8abf\u904e\u7a0b\u4e2d\u7684\u91cd\u8981\u8a0a\u865f\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8a13\u7df4\u671f\u9593\u8981\u7d93\u5e38\u67e5\u770b\u5100\u8868\u677f\u3002\u53ca\u65e9\u8655\u7406\u554f\u984c\uff0c\u53ef\u4ee5\u907f\u514d\u7576\u6a5f\u4e26\u7bc0\u7701\u6642\u9593\u3002<\/p>\n<\/blockquote>\n<h3>\u65e5\u8a8c\u8207\u932f\u8aa4\u8655\u7406<\/h3>\n<p>\u4f60\u61c9\u8a72\u63a1\u7528\u5b8c\u5584\u7684\u65e5\u8a8c\u8a18\u9304\u5be6\u52d9\uff0c\u4ee5\u4fbf\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\u767c\u73fe\u4e26\u89e3\u6c7a\u932f\u8aa4\u3002\u9ad8\u54c1\u8cea\u7684\u65e5\u8a8c\u53ef\u4ee5\u5e6b\u52a9\u4f60\u5728\u51fa\u554f\u984c\u6642\u5feb\u901f\u5f04\u6e05\u767c\u751f\u4e86\u4ec0\u9ebc\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u6700\u4f73\u5be6\u52d9\uff1a<\/p>\n<ul>\n<li>\n<p>\u70ba\u4ee3\u7406\u57f7\u884c\u7684\u6bcf\u4e00\u6b65\u4ee5\u53ca\u6bcf\u6b21\u5de5\u5177\u547c\u53eb\u90fd\u52a0\u5165\u65e5\u8a8c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c0d\u654f\u611f\u8f38\u5165\u505a\u96dc\u6e4a\u8655\u7406\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u8a18\u9304\u539f\u59cb\u503c\u3002\u9019\u6a23\u53ef\u4ee5\u4fdd\u8b77\u96b1\u79c1\u8cc7\u6599\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c07\u65e5\u8a8c\u8207\u4f7f\u7528\u8005\u6216\u670d\u52d9\u8eab\u5206\u95dc\u806f\u8d77\u4f86\u3002\u9019\u6a23\u66f4\u5bb9\u6613\u8ffd\u8e64\u554f\u984c\u4f86\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u555f\u7528\u56de\u653e\u529f\u80fd\uff0c\u4ee5\u4fbf\u4f60\u80fd\u56de\u9867\u8a13\u7df4\u671f\u9593\u5230\u5e95\u767c\u751f\u4e86\u4ec0\u9ebc\u3002<\/p>\n<\/li>\n<li>\n<p>\u78ba\u4fdd\u7a3d\u6838\u65e5\u8a8c\u7b26\u5408\u898f\u7bc4\uff0c\u4e26\u4e14\u4e0d\u6d29\u9732\u79c1\u5bc6\u8cc7\u8a0a\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u9075\u5faa\u9019\u4e9b\u505a\u6cd5\uff0c\u5c31\u80fd\u66f4\u5feb\u5b9a\u4f4d\u4e26\u4fee\u5fa9\u932f\u8aa4\u3002\u540c\u6642\u4e5f\u80fd\u4fdd\u8b77\u8cc7\u6599\u5b89\u5168\uff0c\u8b93\u5fae\u8abf\u6d41\u7a0b\u66f4\u52a0\u9806\u66a2\u3002<\/p>\n<h3>\u6545\u969c\u5fa9\u539f\u6b65\u9a5f<\/h3>\n<p>\u5982\u679c\u8a13\u7df4\u5931\u6557\uff0c\u4f60\u9700\u8981\u63d0\u524d\u6e96\u5099\u597d\u5fa9\u539f\u65b9\u6848\u3002\u9996\u5148\uff0c\u8981\u983b\u7e41\u5132\u5b58\u6aa2\u67e5\u9ede\u3002\u6aa2\u67e5\u9ede\u80fd\u8b93\u4f60\u5728\u4e0d\u640d\u5931\u592a\u591a\u9032\u5ea6\u7684\u60c5\u6cc1\u4e0b\u91cd\u65b0\u555f\u52d5\u8a13\u7df4\u3002\u5982\u679c\u51fa\u73fe\u8a18\u61b6\u9ad4\u4e0d\u8db3\u554f\u984c\uff0c\u5c31\u964d\u4f4e\u6279\u6b21\u5927\u5c0f\u6216\u5e8f\u5217\u9577\u5ea6\uff0c\u4e26\u5f9e\u6700\u8fd1\u4e00\u6b21\u6aa2\u67e5\u9ede\u7e7c\u7e8c\u3002\u59cb\u7d42\u6aa2\u67e5\u65e5\u8a8c\uff0c\u627e\u51fa\u6545\u969c\u539f\u56e0\u3002\u5982\u679c\u4f60\u770b\u5230 GPU \u932f\u8aa4\u53cd\u8986\u51fa\u73fe\uff0c\u5c31\u61c9\u6aa2\u6e2c\u786c\u9ad4\uff0c\u6216\u5617\u8a66\u63db\u4e00\u53f0\u6a5f\u5668\u3002\u4f60\u9084\u53ef\u4ee5\u70ba\u8a13\u7df4\u8173\u672c\u548c\u8a2d\u5b9a\u4fdd\u5b58\u5099\u4efd\u526f\u672c\u3002\u9019\u6a23\u53ef\u4ee5\u8b93\u4f60\u5feb\u901f\u5fa9\u539f\uff0c\u4e26\u5728\u4e0d\u4e2d\u65b7\u592a\u4e45\u7684\u60c5\u6cc1\u4e0b\u7e7c\u7e8c\u5fae\u8abf\uff0c\u800c\u4e0d\u5fc5\u5f9e\u982d\u958b\u59cb\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u5b9a\u671f\u9032\u884c\u5fa9\u539f\u6f14\u7df4\uff0c\u53ef\u4ee5\u5e6b\u52a9\u4f60\u5728\u771f\u6b63\u51fa\u73fe\u554f\u984c\u6642\u5f9e\u5bb9\u61c9\u5c0d\u3002\u7df4\u7fd2\u5f9e\u6aa2\u67e5\u9ede\u91cd\u65b0\u555f\u52d5\u8a13\u7df4\uff0c\u6709\u52a9\u65bc\u5efa\u7acb\u4fe1\u5fc3\u3002<\/p>\n<\/blockquote>\n<h2>LLM \u5fae\u8abf\u4e2d\u7684\u5be6\u7528\u5efa\u8b70\u8207\u5e38\u898b\u9677\u9631<\/h2>\n<h3>\u4f86\u81ea\u771f\u5be6\u8a13\u7df4\u5834\u666f\u7684\u7d93\u9a57<\/h3>\n<p>\u8981\u60f3\u771f\u6b63\u638c\u63e1\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u81ea\u8a17\u7ba1\uff0c\u4f60\u6703\u5728\u4e00\u6b21\u6b21\u771f\u5be6\u8a13\u7df4\u4e2d\u5b78\u5230\u6700\u591a\u3002\u8a31\u591a\u4f7f\u7528\u8005\u90fd\u6703\u9047\u5230\u8a18\u61b6\u9ad4\u66b4\u589e\u6216\u4f3a\u670d\u5668\u8b8a\u6162\u7684\u554f\u984c\u3002\u4f60\u61c9\u8a72\u59cb\u7d42\u5f9e\u5c0f\u578b\u8cc7\u6599\u96c6\u548c\u77ed\u5e8f\u5217\u958b\u59cb\u3002\u9019\u7a2e\u65b9\u5f0f\u80fd\u5e6b\u52a9\u4f60\u5728\u554f\u984c\u5f71\u97ff\u6574\u500b\u7cfb\u7d71\u4e4b\u524d\u53ca\u6642\u767c\u73fe\u98a8\u96aa\u3002\u4f60\u4e5f\u53ef\u4ee5\u5148\u5728\u5099\u63f4\u4f3a\u670d\u5668\u4e0a\u6e2c\u8a66\u8a13\u7df4\u8173\u672c\u3002\u9019\u6a23\u5c31\u80fd\u907f\u514d\u4e3b\u8981\u81ea\u8a17\u7ba1\u74b0\u5883\u56e0\u7576\u6a5f\u800c\u53d7\u5f71\u97ff\u3002\u7576\u4f60\u770b\u5230\u8a18\u61b6\u9ad4\u4f7f\u7528\u6301\u7e8c\u4e0a\u5347\u6642\uff0c\u61c9\u7acb\u5373\u66ab\u505c\u7a0b\u5e8f\u4e26\u67e5\u770b\u65e5\u8a8c\u3002\u8d8a\u65e9\u4ecb\u5165\uff0c\u8d8a\u80fd\u907f\u514d\u66f4\u5927\u7684\u6545\u969c\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8a18\u9304\u4e0b\u4f60\u5728\u5fae\u8abf\u671f\u9593\u505a\u51fa\u7684\u6bcf\u4e00\u6b21\u8b8a\u66f4\u3002\u9019\u500b\u7fd2\u6163\u6709\u52a9\u65bc\u4f60\u8ffd\u8e64\u932f\u8aa4\uff0c\u4e26\u91cd\u73fe\u6210\u529f\u7684\u8a2d\u5b9a\u3002<\/p>\n<\/blockquote>\n<h3>\u907f\u958b\u5c0e\u81f4\u4e0d\u7a69\u5b9a\u7684\u9677\u9631<\/h3>\n<p>\u5728\u5fae\u8abf\u904e\u7a0b\u4e2d\uff0c\u4f60\u6703\u9047\u5230\u82e5\u5e72\u5e38\u898b\u9677\u9631\u3002\u9019\u4e9b\u9677\u9631\u53ef\u80fd\u5c0e\u81f4\u8a13\u7df4\u4e0d\u7a69\u5b9a\u4e26\u6d6a\u8cbb\u8cc7\u6e90\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u6700\u5e38\u898b\u7684\u9677\u9631\u3001\u5b83\u5011\u5e36\u4f86\u7684\u5f71\u97ff\uff0c\u4ee5\u53ca\u4f60\u53ef\u4ee5\u63a1\u53d6\u7684\u898f\u907f\u7b56\u7565\uff1a<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4e0d\u7a69\u5b9a\u9677\u9631<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8aaa\u660e<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7de9\u89e3\u7b56\u7565<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Echo Trap<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u734e\u52f5\u65b9\u5dee\u9661\u8b8a\u8207\u68af\u5ea6\u5c16\u5cf0<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u5982 StarPO-S \u4e4b\u985e\u7684\u6846\u67b6\u9032\u884c\u8ecc\u8de1\u904e\u6ffe\u8207\u68af\u5ea6\u7a69\u5b9a\u5316<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>RL Rollout Shaping<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u521d\u59cb\u72c0\u614b\u904e\u5c11\u5c0e\u81f4\u4ee3\u7406\u6548\u80fd\u4e0d\u4f73<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u9ad8\u53d6\u6a23\u983b\u7387\uff0c\u4e26\u4f7f\u7528\u66f4\u8c50\u5bcc\u7684\u8d77\u59cb\u72c0\u614b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Reward Signals<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u734e\u52f5\u8a0a\u865f\u8584\u5f31\uff0c\u5c0e\u81f4\u7b56\u7565\u6d41\u65bc\u8868\u9762<\/p>\n<\/td>\n<td colspan=\"1\" 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