{"id":31751,"date":"2026-04-18T08:00:27","date_gmt":"2026-04-18T00:00:27","guid":{"rendered":"https:\/\/www.varidata.com\/?p=31751"},"modified":"2026-04-17T17:00:47","modified_gmt":"2026-04-17T09:00:47","slug":"essential-tips-to-keep-server-stable-during-llm-fine-tuning","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/essential-tips-to-keep-server-stable-during-llm-fine-tuning\/","title":{"rendered":"\u4fdd\u6301 LLM \u5fae\u8c03\u671f\u95f4\u670d\u52a1\u5668\u7a33\u5b9a\u7684\u5173\u952e\u6280\u5de7"},"content":{"rendered":"<p>\u5728\u8bad\u7ec3\u81ea\u5b9a\u4e49<a href=\"https:\/\/www.varidata.com\/zh-cn\/blog-en\/the-relationship-between-openclaw-and-large-models\/\" target=\"_blank\">LLM<\/a>\u65f6\uff0c\u4f60\u5e38\u5e38\u4f1a\u9047\u5230\u670d\u52a1\u5668\u8fc7\u8f7d\u6216\u610f\u5916\u5b95\u673a\u7684\u95ee\u9898\u3002\u8981\u8ba9\u670d\u52a1\u5668\u4fdd\u6301\u7a33\u5b9a\uff0c\u4f60\u5fc5\u987b\u5bc6\u5207\u5173\u6ce8\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\uff0c\u5e76\u5728\u95ee\u9898\u6269\u5927\u4e4b\u524d\u53ca\u65f6\u5904\u7406\u3002\u8bb8\u591a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u6258\u7ba1\u73af\u5883\uff0c\u90fd\u4f9d\u8d56\u4e8e\u5468\u5bc6\u7684\u89c4\u5212\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7\u8ddf\u8e2a\u7cfb\u7edf\u6307\u6807\u3001\u8c03\u6574\u5de5\u4f5c\u8d1f\u8f7d\u4ee5\u53ca\u91c7\u7528\u667a\u80fd\u8d44\u6e90\u5206\u914d\u6765\u4fdd\u6301<a href=\"https:\/\/www.varidata.com\/zh-cn\/server\/tokyo\/\" target=\"_blank\">\u670d\u52a1\u5668\u7a33\u5b9a<\/a>\u3002\u53ea\u8981\u628a\u670d\u52a1\u5668\u7a33\u5b9a\u4f4f\uff0c\u4f60\u5c31\u80fd\u4fdd\u62a4\u6570\u636e\uff0c\u5e76\u83b7\u5f97\u53ef\u9760\u7684\u8bad\u7ec3\u7ed3\u679c\u3002<\/p>\n<h2>\u6838\u5fc3\u8981\u70b9<\/h2>\n<ul>\n<li>\n<p>\u5b9e\u65f6\u76d1\u63a7 GPU\u3001CPU \u548c\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\uff0c\u5728\u95ee\u9898\u5bfc\u81f4\u5d29\u6e83\u4e4b\u524d\u53ca\u65f6\u53d1\u73b0\u3002\u4f7f\u7528\u8bf8\u5982 <code>nvidia-smi<\/code> \u4e4b\u7c7b\u7684\u5de5\u5177\u53ef\u4ee5\u5b9e\u73b0\u9ad8\u6548\u8ffd\u8e2a\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9e\u65bd GPU \u81ea\u52a8\u6269\u7f29\u5bb9\uff0c\u6839\u636e\u5de5\u4f5c\u8d1f\u8f7d\u52a8\u6001\u8c03\u6574\u8d44\u6e90\u3002\u8fd9\u53ef\u4ee5\u9632\u6b62\u74f6\u9888\u5e76\u4f18\u5316\u786c\u4ef6\u5229\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u8c28\u614e\u8c03\u6574 batch size\uff08\u6279\u5927\u5c0f\uff09\u548c sequence length\uff08\u5e8f\u5217\u957f\u5ea6\uff09\u6765\u63a7\u5236\u5185\u5b58\u4f7f\u7528\u3002\u5efa\u8bae\u4ece\u8f83\u5c0f\u914d\u7f6e\u5f00\u59cb\uff0c\u5e76\u5728\u76d1\u63a7\u7cfb\u7edf\u4e0a\u9650\u7684\u540c\u65f6\u9010\u6b65\u589e\u52a0\u3002<\/p>\n<\/li>\n<li>\n<p>\u9009\u62e9\u5408\u9002\u7684\u8bad\u7ec3\u6846\u67b6\uff0c\u5e76\u4fdd\u6301\u4f9d\u8d56\u9879\u4e3a\u6700\u65b0\u7248\u672c\u3002\u8fd9\u80fd\u786e\u4fdd\u517c\u5bb9\u6027\uff0c\u5e76\u63d0\u5347\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bbe\u7f6e\u5b9e\u65f6\u544a\u8b66\u4e0e\u65e5\u5fd7\u8bb0\u5f55\uff0c\u4ee5\u4fbf\u5feb\u901f\u8bc6\u522b\u548c\u89e3\u51b3\u95ee\u9898\u3002\u53ca\u65e9\u53d1\u73b0\u95ee\u9898\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u65f6\u95f4\uff0c\u5e76\u907f\u514d\u91cd\u5927\u6545\u969c\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u901a\u8fc7\u8d44\u6e90\u7ba1\u7406\u4fdd\u6301\u670d\u52a1\u5668\u7a33\u5b9a<\/h2>\n<h3>\u76d1\u63a7 GPU\u3001CPU \u548c\u5185\u5b58\u4f7f\u7528\u60c5\u51b5<\/h3>\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u5fc5\u987b\u5b9e\u65f6\u8ddf\u8e2a GPU\u3001CPU \u548c\u5185\u5b58\u7684\u4f7f\u7528\u60c5\u51b5\u3002\u8fd9\u80fd\u5e2e\u52a9\u4f60\u5728\u95ee\u9898\u5f15\u53d1\u5d29\u6e83\u4e4b\u524d\u53ca\u65f6\u53d1\u73b0\u98ce\u9669\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u50cf <code>nvidia-smi<\/code> \u8fd9\u6837\u7684\u76d1\u63a7\u5de5\u5177\u6765\u67e5\u770b GPU \u72b6\u6001\uff0c\u5e76\u4f7f\u7528\u7cfb\u7edf\u81ea\u5e26\u7684\u76d1\u63a7\u5de5\u5177\u67e5\u770b CPU \u548c RAM\u3002\u501f\u52a9\u8fd9\u4e9b\u5de5\u5177\uff0c\u4f60\u53ef\u4ee5\u4e86\u89e3\u8bad\u7ec3\u4efb\u52a1\u5360\u7528\u4e86\u591a\u5c11 GPU \u663e\u5b58\u548c RAM\u3002\u5982\u679c\u4f60\u53d1\u73b0\u8d44\u6e90\u5360\u7528\u63a5\u8fd1\u786c\u4ef6\u4e0a\u9650\uff0c\u5c31\u53ef\u4ee5\u6682\u505c\u8bad\u7ec3\u6216\u8c03\u6574\u914d\u7f6e\uff0c\u4ece\u800c\u907f\u514d\u8fc7\u8f7d\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8bbe\u7f6e\u53ef\u89c6\u5316\u4eea\u8868\u76d8\u6765\u5c55\u793a GPU\u3001CPU \u548c\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\u3002\u8fd9\u6837\u4f60\u5c31\u80fd\u6e05\u695a\u638c\u63e1\u7cfb\u7edf\u5065\u5eb7\u72b6\u6001\uff0c\u5e76\u66f4\u5feb\u5730\u4f5c\u51fa\u53cd\u5e94\u3002<\/p>\n<\/blockquote>\n<p>\u4f60\u8fd8\u5e94\u8be5\u68c0\u67e5\u7cfb\u7edf\u74f6\u9888\u3002\u6709\u65f6\uff0c\u9650\u5236\u8bad\u7ec3\u6548\u7387\u7684\u5e76\u4e0d\u662f GPU\uff0c\u800c\u662f CPU \u6216 RAM\u3002\u5982\u679c\u4f60\u80fd\u4f18\u5316 CPU \u548c RAM \u7684\u4f7f\u7528\uff0c\u5c31\u80fd\u63d0\u5347\u6574\u4f53\u6027\u80fd\u548c\u8bad\u7ec3\u901f\u5ea6\u3002\u826f\u597d\u7684\u76d1\u63a7\u80fd\u591f\u8ba9\u4f60\u7684 LLM \u5fae\u8c03\u8fc7\u7a0b\u66f4\u52a0\u7a33\u5b9a\u4e14\u9ad8\u6548\u3002<\/p>\n<h3>\u9762\u5411\u52a8\u6001\u8d1f\u8f7d\u7684 GPU \u81ea\u52a8\u6269\u7f29\u5bb9<\/h3>\n<p>\u8bad\u7ec3\u5927\u578b\u6a21\u578b\u4f1a\u628a\u786c\u4ef6\u63a8\u5411\u6781\u9650\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7 GPU \u81ea\u52a8\u6269\u7f29\u5bb9\u6765\u8ba9\u8d44\u6e90\u4e0e\u5de5\u4f5c\u8d1f\u8f7d\u76f8\u5339\u914d\u3002\u81ea\u52a8\u6269\u7f29\u5bb9\u4f1a\u6839\u636e\u9700\u6c42\u589e\u52a0\u6216\u51cf\u5c11 GPU \u6570\u91cf\u3002\u5373\u4f7f\u5de5\u4f5c\u8d1f\u8f7d\u53d1\u751f\u53d8\u5316\uff0c\u8fd9\u4e5f\u80fd\u8ba9\u8bad\u7ec3\u5e73\u7a33\u8fd0\u884c\u3002<\/p>\n<p>\u81ea\u52a8\u6269\u7f29\u5bb9\u6709\u52a9\u4e8e\u4f60\u9ad8\u6548\u5229\u7528\u786c\u4ef6\u3002\u5728\u8d1f\u8f7d\u8f83\u8f7b\u65f6\uff0c\u4f60\u4e0d\u4f1a\u6d6a\u8d39 GPU \u7b97\u529b\uff1b\u5728\u8bad\u7ec3\u53d8\u91cd\u65f6\uff0c\u7cfb\u7edf\u53c8\u4f1a\u81ea\u52a8\u589e\u52a0\u66f4\u591a GPU\uff0c\u4ee5\u7ef4\u6301\u8bad\u7ec3\u901f\u5ea6\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u9632\u6b62\u74f6\u9888\u51fa\u73b0\uff0c\u5e76\u4fdd\u6301\u670d\u52a1\u5668\u7a33\u5b9a\u3002<\/p>\n<p>\u4e0b\u9762\u8fd9\u4e2a\u7b80\u5355\u8868\u683c\u5c55\u793a\u4e86\u81ea\u52a8\u6269\u7f29\u5bb9\u6240\u5e26\u6765\u7684\u5e2e\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>\u573a\u666f<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u7684 GPU \u6570\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>\u8f7b\u8d1f\u8f7d<\/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\u8d1f\u8f7d<\/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>\u65e0\u81ea\u52a8\u6269\u7f29\u5bb9\uff08\u9759\u6001\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\u5e94\u8be5\u57fa\u4e8e GPU \u663e\u5b58\u548c CPU \u4f7f\u7528\u7387\u6765\u8bbe\u7f6e\u81ea\u52a8\u6269\u7f29\u5bb9\u89c4\u5219\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u4f60\u5c31\u80fd\u59cb\u7ec8\u4e3a LLM \u8bad\u7ec3\u63d0\u4f9b\u8db3\u591f\u8d44\u6e90\uff0c\u540c\u65f6\u907f\u514d\u6d6a\u8d39\u786c\u4ef6\u3002<\/p>\n<h3>\u6279\u5927\u5c0f\u4e0e\u5e8f\u5217\u957f\u5ea6\u9650\u5236<\/h3>\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574 batch size\uff08\u6279\u5927\u5c0f\uff09\u548c sequence length\uff08\u5e8f\u5217\u957f\u5ea6\uff09\u6765\u63a7\u5236\u5185\u5b58\u5360\u7528\u548c\u8bad\u7ec3\u901f\u5ea6\u3002\u5982\u679c\u4f60\u4f7f\u7528\u8f83\u5927\u7684\u6279\u5927\u5c0f\u6216\u8f83\u957f\u7684\u5e8f\u5217\uff0cGPU \u663e\u5b58\u548c RAM \u7684\u5360\u7528\u4f1a\u8fc5\u901f\u4e0a\u5347\u3002\u4e00\u65e6\u8d85\u8fc7\u786c\u4ef6\u4e0a\u9650\uff0c\u5c31\u53ef\u80fd\u5bfc\u81f4\u5d29\u6e83\u3002<\/p>\n<p>\u8f83\u77ed\u7684\u8bad\u7ec3\u5e8f\u5217\u80fd\u591f\u8282\u7701\u5185\u5b58\u3002\u4f8b\u5982\uff0c\u5f53\u4f60\u4f7f\u7528\u66f4\u77ed\u7684\u5e8f\u5217\u65f6\uff0c\u5bf9\u672a\u6765 token \u7684\u63a9\u7801\u5904\u7406\u4f1a\u51cf\u5c11\u5185\u5b58\u9700\u6c42\u3002\u4f60\u5e94\u8be5\u4ece\u8f83\u5c0f\u7684\u6279\u5927\u5c0f\u548c\u8f83\u77ed\u7684\u5e8f\u5217\u5f00\u59cb\uff0c\u7136\u540e\u5728\u6301\u7eed\u89c2\u5bdf GPU \u663e\u5b58\u548c RAM \u4f7f\u7528\u60c5\u51b5\u7684\u524d\u63d0\u4e0b\u9010\u6b65\u589e\u52a0\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u5982\u679c\u4f60\u53d1\u73b0\u5185\u5b58\u4f7f\u7528\u5df2\u63a5\u8fd1 GPU \u6216 RAM \u4e0a\u9650\uff0c\u5e94\u7acb\u5373\u964d\u4f4e\u6279\u5927\u5c0f\u6216\u5e8f\u5217\u957f\u5ea6\u3002\u8fd9\u6837\u53ef\u4ee5\u4fdd\u6301\u8bad\u7ec3\u7a33\u5b9a\uff0c\u5e76\u907f\u514d\u5d29\u6e83\u3002<\/p>\n<\/blockquote>\n<p>\u4f60\u4e5f\u53ef\u4ee5\u6839\u636e\u81ea\u8eab\u786c\u4ef6\u6765\u5fae\u8c03\u8fd9\u4e9b\u8bbe\u7f6e\uff0c\u4ee5\u63d0\u5347\u6548\u7387\u3002\u8fd9\u80fd\u5e2e\u52a9\u4f60\u5728 LLM \u5fae\u8c03\u4e2d\u83b7\u5f97\u6700\u4f73\u6027\u80fd\u548c\u901f\u5ea6\u3002\u8c28\u614e\u8c03\u6574\u6279\u5927\u5c0f\u4e0e\u5e8f\u5217\u957f\u5ea6\uff0c\u662f\u907f\u514d\u74f6\u9888\u5e76\u4fdd\u6301\u670d\u52a1\u5668\u5065\u5eb7\u7684\u5173\u952e\u3002<\/p>\n<h2>\u901a\u8fc7\u8f6f\u4ef6\u914d\u7f6e\u4f18\u5316 LLM \u6027\u80fd<\/h2>\n<h3>\u6846\u67b6\u4e0e\u4f9d\u8d56\u9879\u9009\u62e9<\/h3>\n<p>\u4f60\u9700\u8981\u4e3a\u8bad\u7ec3\u9009\u62e9\u5408\u9002\u7684\u6846\u67b6\u3002\u5e38\u89c1\u9009\u62e9\u5305\u62ec PyTorch \u548c TensorFlow\u3002\u6bcf\u79cd\u6846\u67b6\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u90fd\u6709\u5404\u81ea\u4f18\u52bf\u3002PyTorch \u63d0\u4f9b\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\uff0c\u5e76\u62e5\u6709\u5f3a\u5927\u7684\u793e\u533a\u652f\u6301\uff1bTensorFlow \u66f4\u9002\u5408\u751f\u4ea7\u73af\u5883\uff0c\u4e5f\u5177\u5907\u4e30\u5bcc\u7684\u5de5\u5177\u94fe\u3002\u4f60\u5e94\u8be5\u68c0\u67e5\u6240\u9009\u6846\u67b6\u4e0e\u786c\u4ef6\u7684\u517c\u5bb9\u6027\u3002\u8fc7\u65f6\u7684\u4f9d\u8d56\u9879\u4f1a\u62d6\u6162\u8bad\u7ec3\u901f\u5ea6\uff0c\u5e76\u5f15\u53d1\u9519\u8bef\u3002\u5728\u5f00\u59cb\u5fae\u8c03\u524d\uff0c\u52a1\u5fc5\u66f4\u65b0\u4f60\u7684\u5e93\u6587\u4ef6\u3002\u8fd9\u4e00\u6b65\u6709\u52a9\u4e8e\u4f60\u89c4\u907f Bug\uff0c\u5e76\u63d0\u5347\u6027\u80fd\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u4f7f\u7528 <code>requirements.txt<\/code> \u6587\u4ef6\u6765\u8ddf\u8e2a\u4f9d\u8d56\u9879\u3002\u8fd9\u6837\u66f4\u65b9\u4fbf\u5171\u4eab\u4f60\u7684\u73af\u5883\u914d\u7f6e\uff0c\u5e76\u590d\u73b0\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p>\n<\/blockquote>\n<h3>\u5bb9\u5668\u5316\u4e0e\u7248\u672c\u63a7\u5236<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528\u5bb9\u5668\u5316\u6765\u521b\u5efa\u7a33\u5b9a\u7684\u8bad\u7ec3\u73af\u5883\u3002\u50cf Docker \u8fd9\u6837\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u628a\u4ee3\u7801\u3001\u4f9d\u8d56\u9879\u548c\u914d\u7f6e\u4e00\u8d77\u6253\u5305\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u591f\u786e\u4fdd\u4f60\u7684\u73af\u5883\u5728\u6bcf\u53f0\u670d\u52a1\u5668\u4e0a\u4fdd\u6301\u4e00\u81f4\uff0c\u4ece\u800c\u907f\u514d\u56e0\u8f6f\u4ef6\u7248\u672c\u4e0d\u540c\u800c\u4ea7\u751f\u7684\u95ee\u9898\u3002Git \u7b49\u7248\u672c\u63a7\u5236\u5de5\u5177\u5219\u53ef\u4ee5\u5e2e\u52a9\u4f60\u8ffd\u8e2a\u4ee3\u7801\u53d8\u66f4\u3002\u5982\u679c\u53d1\u73b0\u95ee\u9898\uff0c\u4f60\u53ef\u4ee5\u56de\u6eda\u5230\u66f4\u65e9\u7684\u7248\u672c\u3002\u8fd9\u79cd\u505a\u6cd5\u80fd\u5728\u957f\u65f6\u95f4\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u66f4\u597d\u5730\u4fdd\u62a4\u4f60\u7684\u5de5\u4f5c\u6210\u679c\u3002<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528 Docker \u5b9e\u73b0\u7b80\u4fbf\u90e8\u7f72\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 Git \u7ba1\u7406\u4ee3\u7801\u548c\u8bad\u7ec3\u811a\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u667a\u80fd\u7f13\u5b58\u7b56\u7565<\/h3>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u667a\u80fd\u7f13\u5b58\u6765\u52a0\u5feb\u8bad\u7ec3\u901f\u5ea6\u3002\u7f13\u5b58\u4f1a\u5b58\u50a8\u7ecf\u5e38\u4f7f\u7528\u7684\u6570\u636e\u6216\u7ed3\u679c\uff0c\u4ece\u800c\u51cf\u5c11\u6570\u636e\u52a0\u8f7d\u65f6\u95f4\u5e76\u63d0\u5347\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u7f13\u5b58\u9884\u5904\u7406\u540e\u7684\u6570\u636e\u96c6\u6216\u6a21\u578b\u68c0\u67e5\u70b9\u3002\u5982\u679c\u9700\u8981\u91cd\u542f\u8bad\u7ec3\uff0c\u8fd9\u4e00\u6b65\u80fd\u8282\u7701\u5927\u91cf\u65f6\u95f4\u3002\u4f60\u8fd8\u5e94\u6e05\u7406\u65e7\u7f13\u5b58\u6587\u4ef6\uff0c\u4ee5\u91ca\u653e\u5b58\u50a8\u7a7a\u95f4\u5e76\u4fdd\u6301\u670d\u52a1\u5668\u5065\u5eb7\u3002\u667a\u80fd\u7f13\u5b58\u662f\u4f18\u5316 LLM \u6027\u80fd\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u5b9a\u671f\u76d1\u63a7\u7f13\u5b58\u5927\u5c0f\uff0c\u9632\u6b62\u5b58\u50a8\u95ee\u9898\uff0c\u786e\u4fdd\u4f60\u7684 LLM \u5e73\u7a33\u8fd0\u884c\u3002<\/p>\n<\/blockquote>\n<h2>\u4fdd\u6301\u8bad\u7ec3\u7a33\u5b9a\u7684\u5fae\u8c03\u7b56\u7565<\/h2>\n<h3>\u6a21\u578b\u91cf\u5316\u6280\u672f<\/h3>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u6a21\u578b\u91cf\u5316\u6765\u63d0\u5347\u8bad\u7ec3\u901f\u5ea6\u5e76\u964d\u4f4e\u5185\u5b58\u9700\u6c42\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f1a\u6539\u53d8 LLM \u5728\u5fae\u8c03\u671f\u95f4\u5b58\u50a8\u6570\u503c\u7684\u65b9\u5f0f\u3002\u4f8b\u5982\uff0cFP8 \u91cf\u5316\u4f7f\u7528\u66f4\u5c11\u7684\u4f4d\u6570\u6765\u8868\u793a\u6bcf\u4e2a\u6570\u503c\u3002\u8fd9\u6837\u4f60\u5c31\u53ef\u4ee5\u66f4\u5feb\u5730\u8bad\u7ec3\u5927\u6a21\u578b\uff0c\u5e76\u5728 GPU \u663e\u5b58\u4e2d\u5bb9\u7eb3\u66f4\u591a\u6570\u636e\u3002\u8bb8\u591a\u7528\u6237\u5728\u8fdb\u884c\u5168\u91cf\u5fae\u8c03\u65f6\uff0c\u4f7f\u7528\u91cf\u5316\u540e\u90fd\u770b\u5230\u4e86\u66f4\u597d\u7684\u6027\u80fd\u8868\u73b0\u3002\u4f60\u5e94\u8be5\u5728\u5f00\u59cb\u5168\u91cf\u5fae\u8c03\u4e4b\u524d\uff0c\u5148\u6d4b\u8bd5 FP8 \u6216\u5176\u4ed6\u91cf\u5316\u65b9\u6cd5\u3002\u8fd9\u6837\u53ef\u4ee5\u5e2e\u52a9\u4f60\u627e\u5230\u6700\u9002\u5408\u5f53\u524d\u8bad\u7ec3\u4efb\u52a1\u7684\u914d\u7f6e\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u91cf\u5316\u540e\u4e00\u5b9a\u8981\u68c0\u67e5\u6a21\u578b\u51c6\u786e\u7387\u3002\u6709\u4e9b\u65b9\u6cd5\u53ef\u80fd\u4f1a\u964d\u4f4e\u7cbe\u5ea6\uff0c\u56e0\u6b64\u5e94\u6bd4\u8f83\u91cf\u5316\u524d\u540e\u7684\u7ed3\u679c\u3002<\/p>\n<\/blockquote>\n<h3>\u53c2\u6570\u9ad8\u6548\u65b9\u6cd5\uff08LoRA\u3001QLoRA\uff09<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 LoRA \u548c QLoRA \u8fd9\u7c7b\u53c2\u6570\u9ad8\u6548\u65b9\u6cd5\uff0c\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u8282\u7701\u8d44\u6e90\u3002\u8fd9\u4e9b\u65b9\u6cd5\u53ea\u4fee\u6539\u6a21\u578b\u4e2d\u7684\u4e00\u5c0f\u90e8\u5206\u53c2\u6570\uff0c\u800c\u4e0d\u9700\u8981\u66f4\u65b0\u5168\u90e8\u53c2\u6570\u3002\u8fd9\u6837\u8bad\u7ec3\u901f\u5ea6\u66f4\u5feb\uff0c\u5360\u7528\u5185\u5b58\u4e5f\u66f4\u5c11\u3002LoRA \u662f low-rank adaptation\uff08\u4f4e\u79e9\u9002\u914d\uff09\u7684\u7f29\u5199\u3002\u4f60\u53ef\u4ee5\u7528 LoRA \u5728\u8f83\u5c0f\u7684 GPU \u4e0a\u8bad\u7ec3 7b \u53c2\u6570\u6a21\u578b\u3002QLoRA \u5219\u5728 LoRA \u7684\u57fa\u7840\u4e0a\u52a0\u5165\u91cf\u5316\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u8282\u7701\u5185\u5b58\u3002\u8bb8\u591a\u7528\u6237\u4f1a\u9009\u62e9 LoRA \u6216 QLoRA\uff0c\u800c\u4e0d\u662f\u5168\u91cf\u5fae\u8c03\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6027\u4ef7\u6bd4\u548c\u66f4\u4f4e\u7684\u8d44\u6e90\u6210\u672c\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u5feb\u901f\u5bf9\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>\u5185\u5b58\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>\u51c6\u786e\u7387<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u9002\u7528\u573a\u666f<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5168\u91cf\u5fae\u8c03<\/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\u670d\u52a1\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>\u6781\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>\u8bad\u7ec3 7b \u53c2\u6570\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u786c\u4ef6\u6761\u4ef6\u548c\u76ee\u6807\u9700\u6c42\uff0c\u5728 LoRA \u4e0e\u5168\u91cf\u5fae\u8c03\u4e4b\u95f4\u7075\u6d3b\u5207\u6362\u3002<\/p>\n<h3>\u901a\u8fc7\u8d85\u53c2\u6570\u8c03\u4f18\u63d0\u5347\u7a33\u5b9a\u6027<\/h3>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u8c03\u4f18\u5173\u952e\u8d85\u53c2\u6570\u6765\u63d0\u5347\u8bad\u7ec3\u7a33\u5b9a\u6027\u3002\u9996\u5148\u53ef\u4ee5\u8c03\u6574\u4f18\u5316\u5668\u8bbe\u7f6e\u3002\u4f8b\u5982\uff0c\u63d0\u9ad8 AdamW \u6216 SGD \u4e2d\u7684 weight decay rate\uff08\u6743\u91cd\u8870\u51cf\u7387\uff09\uff0c\u6709\u52a9\u4e8e\u6a21\u578b\u66f4\u597d\u5730\u6cdb\u5316\u3002\u4f60\u4e5f\u53ef\u4ee5\u63d0\u9ad8 LoRA \u5c42\u7684 dropout \u503c\uff0c\u4ee5\u9632\u6b62\u5fae\u8c03\u671f\u95f4\u51fa\u73b0\u8fc7\u62df\u5408\u3002\u5982\u679c\u4f60\u5728 LoRA \u4e2d\u4f7f\u7528\u8f83\u5927\u7684 r \u503c\uff0c\u53ef\u80fd\u4f1a\u66f4\u5bb9\u6613\u8fc7\u62df\u5408\u3002\u6b64\u65f6\u53ef\u4ee5\u964d\u4f4e r \u503c\uff0c\u6216\u8005\u4f7f\u7528\u66f4\u5927\u7684\u6570\u636e\u96c6\u6765\u7f13\u89e3\u95ee\u9898\u3002\u4f60\u8fd8\u53ef\u4ee5\u4e3a\u4e0d\u540c\u5c42\u8bbe\u7f6e\u4e0d\u540c\u7684\u5b66\u4e60\u7387\u3002\u6709\u4e9b\u7528\u6237\u4f1a\u4e3a\u4e0d\u540c\u5c42\u8bbe\u7f6e\u4e0d\u540c\u7684 LoRA rank\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3002<\/p>\n<p>\u9700\u8981\u91cd\u70b9\u5173\u6ce8\u7684\u8d85\u53c2\u6570\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u5927\u5c0f<\/p>\n<\/li>\n<li>\n<p>\u6279\u5927\u5c0f<\/p>\n<\/li>\n<li>\n<p>LoRA \u53ef\u8bad\u7ec3\u53c2\u6570\u6570\u91cf<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u5e94\u8be5\u5728\u5f00\u59cb\u5168\u91cf\u5fae\u8c03\u524d\u6d4b\u8bd5\u8fd9\u4e9b\u914d\u7f6e\u3002\u7ec6\u81f4\u7684\u8c03\u4f18\uff0c\u80fd\u5e2e\u52a9\u4f60\u4ece LLM \u8bad\u7ec3\u4e2d\u83b7\u5f97\u6700\u4f73\u6027\u80fd\u3002<\/p>\n<h2>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u76d1\u63a7\u4e0e\u6545\u969c\u6392\u67e5<\/h2>\n<h3>\u5b9e\u65f6\u544a\u8b66\u4e0e\u4eea\u8868\u76d8<\/h3>\n<p>\u4f60\u9700\u8981\u8bbe\u7f6e\u5b9e\u65f6\u544a\u8b66\u548c\u4eea\u8868\u76d8\uff0c\u4ee5\u4fdd\u6301\u8bad\u7ec3\u7a33\u5b9a\u3002\u8fd9\u4e9b\u5de5\u5177\u80fd\u5e2e\u52a9\u4f60\u5728\u95ee\u9898\u521a\u51fa\u73b0\u65f6\u5c31\u53ca\u65f6\u53d1\u73b0\u3002\u4f60\u53ef\u4ee5\u5728\u4e00\u4e2a\u754c\u9762\u4e2d\u540c\u65f6\u8ffd\u8e2a GPU \u4f7f\u7528\u7387\u3001\u5185\u5b58\u6d88\u8017\u4ee5\u53ca\u8bad\u7ec3\u901f\u5ea6\u3002\u5982\u679c\u4f60\u6ce8\u610f\u5230\u5185\u5b58\u7a81\u7136\u98d9\u5347\uff0c\u6216\u8005 GPU \u6027\u80fd\u660e\u663e\u4e0b\u964d\uff0c\u5c31\u53ef\u4ee5\u6682\u505c\u8bad\u7ec3\u5e76\u5148\u89e3\u51b3\u95ee\u9898\uff0c\u9632\u6b62\u60c5\u51b5\u6076\u5316\u3002\u8bb8\u591a\u56e2\u961f\u4f1a\u4f7f\u7528 Grafana \u6216 Prometheus \u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002\u4f60\u8fd8\u53ef\u4ee5\u8bbe\u7f6e\u544a\u8b66\u89c4\u5219\uff0c\u5f53\u5185\u5b58\u6216 GPU \u4f7f\u7528\u7387\u8d85\u8fc7\u5b89\u5168\u9608\u503c\u65f6\uff0c\u901a\u8fc7\u90ae\u4ef6\u6216\u804a\u5929\u5de5\u5177\u53d1\u9001\u901a\u77e5\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u4f60\u5c31\u4e0d\u4f1a\u9519\u8fc7\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u7684\u91cd\u8981\u4fe1\u53f7\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8bad\u7ec3\u671f\u95f4\u8981\u7ecf\u5e38\u67e5\u770b\u4eea\u8868\u76d8\u3002\u53ca\u65e9\u5904\u7406\u95ee\u9898\uff0c\u53ef\u4ee5\u907f\u514d\u5d29\u6e83\u5e76\u8282\u7701\u65f6\u95f4\u3002<\/p>\n<\/blockquote>\n<h3>\u65e5\u5fd7\u4e0e\u9519\u8bef\u5904\u7406<\/h3>\n<p>\u4f60\u5e94\u8be5\u91c7\u7528\u5b8c\u5584\u7684\u65e5\u5fd7\u8bb0\u5f55\u5b9e\u8df5\uff0c\u4ee5\u4fbf\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53d1\u73b0\u5e76\u89e3\u51b3\u9519\u8bef\u3002\u9ad8\u8d28\u91cf\u7684\u65e5\u5fd7\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u51fa\u95ee\u9898\u65f6\u5feb\u901f\u5f04\u6e05\u53d1\u751f\u4e86\u4ec0\u4e48\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n<ul>\n<li>\n<p>\u4e3a\u4ee3\u7406\u6267\u884c\u7684\u6bcf\u4e00\u6b65\u4ee5\u53ca\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u90fd\u6dfb\u52a0\u65e5\u5fd7\u3002<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u654f\u611f\u8f93\u5165\u505a\u54c8\u5e0c\u5904\u7406\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u8bb0\u5f55\u539f\u59cb\u503c\u3002\u8fd9\u6837\u53ef\u4ee5\u4fdd\u62a4\u9690\u79c1\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c06\u65e5\u5fd7\u4e0e\u7528\u6237\u6216\u670d\u52a1\u8eab\u4efd\u5173\u8054\u8d77\u6765\u3002\u8fd9\u6837\u66f4\u5bb9\u6613\u8ffd\u8e2a\u95ee\u9898\u6765\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u542f\u7528\u56de\u653e\u529f\u80fd\uff0c\u4ee5\u4fbf\u4f60\u80fd\u56de\u987e\u8bad\u7ec3\u671f\u95f4\u5230\u5e95\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/p>\n<\/li>\n<li>\n<p>\u786e\u4fdd\u5ba1\u8ba1\u65e5\u5fd7\u7b26\u5408\u89c4\u8303\uff0c\u5e76\u4e14\u4e0d\u6cc4\u9732\u79c1\u5bc6\u4fe1\u606f\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u9075\u5faa\u8fd9\u4e9b\u505a\u6cd5\uff0c\u5c31\u80fd\u66f4\u5feb\u5b9a\u4f4d\u5e76\u4fee\u590d\u9519\u8bef\u3002\u540c\u65f6\u4e5f\u80fd\u4fdd\u62a4\u6570\u636e\u5b89\u5168\uff0c\u8ba9\u5fae\u8c03\u6d41\u7a0b\u66f4\u52a0\u987a\u7545\u3002<\/p>\n<h3>\u6545\u969c\u6062\u590d\u6b65\u9aa4<\/h3>\n<p>\u5982\u679c\u8bad\u7ec3\u5931\u8d25\uff0c\u4f60\u9700\u8981\u63d0\u524d\u51c6\u5907\u597d\u6062\u590d\u65b9\u6848\u3002\u9996\u5148\uff0c\u8981\u9891\u7e41\u4fdd\u5b58\u68c0\u67e5\u70b9\u3002\u68c0\u67e5\u70b9\u80fd\u8ba9\u4f60\u5728\u4e0d\u635f\u5931\u592a\u591a\u8fdb\u5ea6\u7684\u60c5\u51b5\u4e0b\u91cd\u65b0\u542f\u52a8\u8bad\u7ec3\u3002\u5982\u679c\u51fa\u73b0\u5185\u5b58\u4e0d\u8db3\u95ee\u9898\uff0c\u5c31\u964d\u4f4e\u6279\u5927\u5c0f\u6216\u5e8f\u5217\u957f\u5ea6\uff0c\u5e76\u4ece\u6700\u8fd1\u4e00\u6b21\u68c0\u67e5\u70b9\u7ee7\u7eed\u3002\u59cb\u7ec8\u68c0\u67e5\u65e5\u5fd7\uff0c\u627e\u51fa\u6545\u969c\u539f\u56e0\u3002\u5982\u679c\u4f60\u770b\u5230 GPU \u9519\u8bef\u53cd\u590d\u51fa\u73b0\uff0c\u5c31\u5e94\u68c0\u6d4b\u786c\u4ef6\uff0c\u6216\u5c1d\u8bd5\u6362\u4e00\u53f0\u673a\u5668\u3002\u4f60\u8fd8\u53ef\u4ee5\u4e3a\u8bad\u7ec3\u811a\u672c\u548c\u914d\u7f6e\u4fdd\u5b58\u5907\u4efd\u526f\u672c\u3002\u8fd9\u6837\u53ef\u4ee5\u8ba9\u4f60\u5feb\u901f\u6062\u590d\uff0c\u5e76\u5728\u4e0d\u4e2d\u65ad\u592a\u4e45\u7684\u60c5\u51b5\u4e0b\u7ee7\u7eed\u5fae\u8c03\uff0c\u800c\u4e0d\u5fc5\u4ece\u5934\u5f00\u59cb\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u5b9a\u671f\u8fdb\u884c\u6062\u590d\u6f14\u7ec3\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u771f\u6b63\u51fa\u73b0\u95ee\u9898\u65f6\u4ece\u5bb9\u5e94\u5bf9\u3002\u7ec3\u4e60\u4ece\u68c0\u67e5\u70b9\u91cd\u542f\u8bad\u7ec3\uff0c\u6709\u52a9\u4e8e\u5efa\u7acb\u4fe1\u5fc3\u3002<\/p>\n<\/blockquote>\n<h2>LLM \u5fae\u8c03\u4e2d\u7684\u5b9e\u7528\u5efa\u8bae\u4e0e\u5e38\u89c1\u9677\u9631<\/h2>\n<h3>\u6765\u81ea\u771f\u5b9e\u8bad\u7ec3\u573a\u666f\u7684\u7ecf\u9a8c<\/h3>\n<p>\u8981\u60f3\u771f\u6b63\u638c\u63e1\u5927\u8bed\u8a00\u6a21\u578b\u81ea\u6258\u7ba1\uff0c\u4f60\u4f1a\u5728\u4e00\u6b21\u6b21\u771f\u5b9e\u8bad\u7ec3\u4e2d\u5b66\u5230\u6700\u591a\u3002\u8bb8\u591a\u7528\u6237\u90fd\u4f1a\u9047\u5230\u5185\u5b58\u7a81\u589e\u6216\u670d\u52a1\u5668\u53d8\u6162\u7684\u95ee\u9898\u3002\u4f60\u5e94\u8be5\u59cb\u7ec8\u4ece\u5c0f\u6570\u636e\u96c6\u548c\u77ed\u5e8f\u5217\u5f00\u59cb\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u5e2e\u52a9\u4f60\u5728\u95ee\u9898\u5f71\u54cd\u6574\u4e2a\u7cfb\u7edf\u4e4b\u524d\u53ca\u65f6\u53d1\u73b0\u98ce\u9669\u3002\u4f60\u4e5f\u53ef\u4ee5\u5148\u5728\u5907\u7528\u670d\u52a1\u5668\u4e0a\u6d4b\u8bd5\u8bad\u7ec3\u811a\u672c\u3002\u8fd9\u6837\u5c31\u80fd\u907f\u514d\u4e3b\u81ea\u6258\u7ba1\u73af\u5883\u56e0\u5d29\u6e83\u800c\u53d7\u5f71\u54cd\u3002\u5f53\u4f60\u770b\u5230\u5185\u5b58\u4f7f\u7528\u6301\u7eed\u4e0a\u5347\u65f6\uff0c\u5e94\u7acb\u5373\u6682\u505c\u8fdb\u7a0b\u5e76\u67e5\u770b\u65e5\u5fd7\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>\u8bb0\u5f55\u4e0b\u4f60\u5728\u5fae\u8c03\u671f\u95f4\u505a\u51fa\u7684\u6bcf\u4e00\u6b21\u66f4\u6539\u3002\u8fd9\u4e2a\u4e60\u60ef\u6709\u52a9\u4e8e\u4f60\u8ffd\u8e2a\u9519\u8bef\uff0c\u5e76\u590d\u73b0\u6210\u529f\u7684\u914d\u7f6e\u3002<\/p>\n<\/blockquote>\n<h3>\u907f\u5f00\u5bfc\u81f4\u4e0d\u7a33\u5b9a\u7684\u9677\u9631<\/h3>\n<p>\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u4f1a\u9047\u5230\u82e5\u5e72\u5e38\u89c1\u9677\u9631\u3002\u8fd9\u4e9b\u9677\u9631\u53ef\u80fd\u5bfc\u81f4\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u5e76\u6d6a\u8d39\u8d44\u6e90\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u6700\u5e38\u89c1\u7684\u9677\u9631\u3001\u5b83\u4eec\u5e26\u6765\u7684\u5f71\u54cd\uff0c\u4ee5\u53ca\u4f60\u53ef\u4ee5\u91c7\u53d6\u7684\u89c4\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\u7a33\u5b9a\u9677\u9631<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7f13\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>\u5956\u52b1\u65b9\u5dee\u9661\u53d8\u4e0e\u68af\u5ea6\u5c16\u5cf0<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u5982 StarPO-S \u4e4b\u7c7b\u7684\u6846\u67b6\u8fdb\u884c\u8f68\u8ff9\u8fc7\u6ee4\u4e0e\u68af\u5ea6\u7a33\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\u72b6\u6001\u8fc7\u5c11\u5bfc\u81f4\u4ee3\u7406\u6027\u80fd\u4e0d\u4f73<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u9ad8\u91c7\u6837\u9891\u7387\uff0c\u5e76\u4f7f\u7528\u66f4\u4e30\u5bcc\u7684\u8d77\u59cb\u72b6\u6001<\/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>\u5956\u52b1\u4fe1\u53f7\u8584\u5f31\uff0c\u5bfc\u81f4\u7b56\u7565\u6d41\u4e8e\u8868\u9762<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8bbe\u8ba1\u66f4\u7ec6\u81f4\u3001\u5177\u5907\u63a8\u7406\u611f\u77e5\u80fd\u529b\u7684\u5956\u52b1\u4fe1\u53f7<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u5e94\u8be5\u7559\u610f\u8bad\u7ec3\u901f\u5ea6\u6216\u5185\u5b58\u4f7f\u7528\u7684\u7a81\u7136\u53d8\u5316\u3002\u8fd9\u4e9b\u8ff9\u8c61\u5f80\u5f80\u8868\u660e\u4f60\u5df2\u7ecf\u8e29\u4e2d\u4e86\u4e0a\u8ff0\u67d0\u4e2a\u9677\u9631\u3002\u53ea\u8981\u4e3a\u81ea\u6258\u7ba1\u73af\u5883\u8bbe\u5b9a\u660e\u786e\u89c4\u5219\uff0c\u5e76\u7ecf\u5e38\u68c0\u67e5\u7cfb\u7edf\uff0c\u5927\u591a\u6570\u95ee\u9898\u90fd\u53ef\u4ee5\u907f\u514d\u3002<\/p>\n<h3>\u4e3b\u52a8\u7ef4\u62a4<\/h3>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u5b9a\u671f\u7ef4\u62a4\u6765\u4fdd\u6301\u670d\u52a1\u5668\u5065\u5eb7\u3002\u6e05\u7406\u65e7\u7f13\u5b58\u6587\u4ef6\u548c\u65e0\u7528\u68c0\u67e5\u70b9\uff0c\u4ee5\u91ca\u653e\u5185\u5b58\u548c\u5b58\u50a8\u7a7a\u95f4\u3002\u6bcf\u6b21\u5f00\u59cb\u65b0\u7684\u5fae\u8c03\u4efb\u52a1\u4e4b\u524d\uff0c\u90fd\u5e94\u66f4\u65b0\u8bad\u7ec3\u6846\u67b6\u53ca\u5176\u4f9d\u8d56\u9879\u3002\u4f60\u8fd8\u5e94\u8be5\u5b89\u6392\u5e38\u89c4\u786c\u4ef6\u68c0\u67e5\u3002\u8fd9\u79cd\u505a\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728 GPU \u6216 RAM \u5f15\u53d1\u505c\u673a\u4e4b\u524d\uff0c\u5148\u53d1\u73b0\u6f5c\u5728\u95ee\u9898\u3002\u5bf9\u4e8e\u81ea\u6258\u7ba1\u73af\u5883\uff0c\u5efa\u8bae\u4e3a\u6bcf\u6b21\u8bad\u7ec3\u5efa\u7acb\u4e00\u4efd\u68c0\u67e5\u6e05\u5355\uff0c\u5185\u5bb9\u5305\u62ec\uff1a\u786e\u8ba4\u53ef\u7528\u5185\u5b58\u3001\u6d4b\u8bd5\u5907\u4efd\u7cfb\u7edf\uff0c\u4ee5\u53ca\u590d\u67e5\u8fc7\u5f80\u8bad\u7ec3\u65e5\u5fd7\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u6301\u7eed\u7a33\u5b9a\u7684\u7ef4\u62a4\uff0c\u53ef\u4ee5\u8ba9\u4f60\u7684\u81ea\u6258\u7ba1\u73af\u5883\u59cb\u7ec8\u4fdd\u6301\u5065\u5eb7\uff0c\u5e76\u968f\u65f6\u51c6\u5907\u627f\u63a5\u65b0\u7684\u5fae\u8c03\u9879\u76ee\u3002<\/p>\n<\/blockquote>\n<div class=\"qc-divider-wrapper\">\n<div class=\"qc-divider\" style=\"border-top-style: solid;width: 100%\"><\/div>\n<\/div>\n<p>\u901a\u8fc7\u91c7\u7528\u5408\u7406\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u4f60\u5c31\u80fd\u5728 LLM 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