{"id":32618,"date":"2026-05-20T15:28:36","date_gmt":"2026-05-20T07:28:36","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/comparing-server-resource-usage-of-slms-and-llms\/"},"modified":"2026-05-20T15:35:23","modified_gmt":"2026-05-20T07:35:23","slug":"comparing-server-resource-usage-of-slms-and-llms","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/","title":{"rendered":"SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4"},"content":{"rendered":"<p>\u5f53\u4f60\u5728\u4e0d\u540c\u7684 <a href=\"https:\/\/cn.varidata.com\/blog\/17373.html\" target=\"_blank\">AI \u6a21\u578b<\/a>\u4e4b\u95f4\u505a\u9009\u62e9\u65f6\uff0c\u5c31\u4f1a\u76f4\u89c2\u611f\u53d7\u5230\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u6240\u5e26\u6765\u7684\u5f71\u54cd\u3002SLM \u548c\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u5728\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u4f46\u6bcf\u79cd\u6a21\u578b\u5728\u80fd\u6e90\u3001\u6c34\u8d44\u6e90\u548c\u7b97\u529b\u65b9\u9762\u7684\u6d88\u8017\u65b9\u5f0f\u5404\u4e0d\u76f8\u540c\u3002\u4f60\u53ef\u80fd\u4f1a\u6ce8\u610f\u5230\uff0c\u80fd\u529b\u66f4\u5f3a\u7684 AI \u6a21\u578b\u901a\u5e38\u9700\u8981\u66f4\u591a\u8d44\u6e90\uff0c\u8fd9\u4f1a\u76f4\u63a5\u5f71\u54cd<a href=\"https:\/\/www.varidata.com\/zh-cn\/blog\/the-relationship-between-openclaw-and-large-models\/\" target=\"_blank\">\u90e8\u7f72\u65b9\u5f0f<\/a>\u548c\u6210\u672c\u3002\u5f53\u4f60\u6df1\u5165\u4e86\u89e3 AI \u65f6\uff0c\u4f1a\u53d1\u73b0\u8fd9\u4e9b\u6a21\u578b\u53ef\u80fd\u4f1a\u4e0d\u65ad\u903c\u8fd1\u670d\u52a1\u5668\u7684\u627f\u8f7d\u4e0a\u9650\u3002\u672c\u6587\u7684\u5bf9\u6bd4\u5c06\u5e2e\u52a9\u4f60\u7406\u89e3 AI \u5982\u4f55\u5f71\u54cd\u4f60\u7684\u6280\u672f\u51b3\u7b56\u3002<\/p>\n<h2>\u5b9a\u4e49\u4e0e\u8d44\u6e90\u9700\u6c42<\/h2>\n<h3>SLM \u6982\u8ff0<\/h3>\n<p>\u4f60\u53ef\u80fd\u4f1a\u53d1\u73b0\uff0c\u5c0f\u8bed\u8a00\u6a21\u578b\uff08SLM\uff09\u66f4\u5f3a\u8c03\u6548\u7387\u3002\u8fd9\u7c7b\u6a21\u578b\u53c2\u6570\u66f4\u5c11\uff0c\u901a\u5e38\u4e13\u6ce8\u4e8e\u7279\u5b9a\u4efb\u52a1\u3002SLM \u5f80\u5f80\u4f9d\u8d56\u9886\u57df\u4e13\u7528\u6570\u636e\uff0c\u8fd9\u6709\u52a9\u4e8e\u964d\u4f4e AI \u57fa\u7840\u8bbe\u65bd\u7684\u8d1f\u8f7d\u3002\u5f53\u4f60\u4f7f\u7528 SLM \u65f6\uff0c\u7cfb\u7edf\u53ea\u4f1a\u6fc0\u6d3b\u5b8c\u6210\u5f53\u524d\u4efb\u52a1\u6240\u9700\u7684\u53c2\u6570\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u591f\u8282\u7701\u80fd\u6e90\u548c\u6c34\u8d44\u6e90\uff0c\u4f7f SLM \u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\u6709\u9650\u7684\u7ec4\u7ec7\u7684\u7406\u60f3\u9009\u62e9\u3002\u4f60\u8fd8\u53ef\u4ee5\u501f\u52a9\u5c42\u526a\u679d\u548c\u77e5\u8bc6\u84b8\u998f\u7b49\u6280\u672f\u8fdb\u4e00\u6b65\u7f29\u5c0f\u6a21\u578b\u89c4\u6a21\u3002\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u5728\u4e0d\u663e\u8457\u62c9\u9ad8\u8d44\u6e90\u6d88\u8017\u7684\u524d\u63d0\u4e0b\uff0c\u83b7\u5f97\u53ef\u9760\u7684 AI \u80fd\u529b\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>SLM \u80fd\u5e2e\u52a9\u4f60\u5728\u4eba\u5de5\u667a\u80fd\u6027\u80fd\u4e0e\u8d44\u6e90\u8282\u7701\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n<\/blockquote>\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>\u6a21\u578b\u7c7b\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5b9a\u4e49<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\u6e90\u6d88\u8017<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c0f\u8bed\u8a00\u6a21\u578b\u4ee5\u66f4\u5c11\u7684\u53c2\u6570\u5b9e\u73b0\u9ad8\u6548\u8fd0\u884c\uff0c\u901a\u5e38\u805a\u7126\u4e8e\u7279\u5b9a\u4efb\u52a1\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\u6e90\u5360\u7528\u8f83\u4f4e\uff0c\u901a\u5e38\u57fa\u4e8e\u9886\u57df\u4e13\u7528\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>LLM \u6982\u8ff0<\/h3>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3a\u8bb8\u591a\u9ad8\u7ea7\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u63d0\u4f9b\u52a8\u529b\u3002\u4f60\u4f1a\u770b\u5230\uff0c\u8fd9\u7c7b\u6a21\u578b\u901a\u5e38\u5728\u6d77\u91cf\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u8fd9\u4f1a\u5c06 AI \u57fa\u7840\u8bbe\u65bd\u63a8\u5411\u6781\u9650\u3002LLM \u4f1a\u540c\u65f6\u6fc0\u6d3b\u5927\u91cf\u53c2\u6570\uff0c\u56e0\u6b64\u9700\u8981\u66f4\u591a\u7684\u80fd\u6e90\u3001\u6c34\u8d44\u6e90\u548c\u7b97\u529b\u3002\u8fd9\u79cd\u9ad8\u9700\u6c42\u4f1a\u63d0\u9ad8 AI \u57fa\u7840\u8bbe\u65bd\u7684\u6210\u672c\uff0c\u5e76\u4f7f\u90e8\u7f72\u66f4\u52a0\u590d\u6742\u3002\u4f60\u53ef\u80fd\u4f1a\u53d1\u73b0\uff0cLLM \u7684\u6a21\u578b\u8bad\u7ec3\u6210\u672c\u53ef\u9ad8\u8fbe\u6570\u767e\u4e07\u7f8e\u5143\u3002LLM \u63d0\u4f9b\u4e86\u5e7f\u6cdb\u800c\u5f3a\u5927\u7684 AI \u80fd\u529b\uff0c\u4f46\u4f60\u5fc5\u987b\u4e3a\u5176\u9ad8\u8d44\u6e90\u6d88\u8017\u505a\u597d\u5145\u5206\u89c4\u5212\u3002<\/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>\u6a21\u578b\u7c7b\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5b9a\u4e49<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\u6e90\u6d88\u8017<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6d77\u91cf\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u9700\u8981\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\u6e90\u6d88\u8017\u9ad8\uff0c\u8bad\u7ec3\u6210\u672c\u901a\u5e38\u53ef\u8fbe\u6570\u767e\u4e07\u7f8e\u5143\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<ul>\n<li>\n<p>LLM \u6fc0\u6d3b\u7684\u53c2\u6570\u6570\u91cf\u6bd4 SLM \u66f4\u591a\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u526a\u679d\u548c\u84b8\u998f\u6765\u7f29\u5c0f LLM \u7684\u89c4\u6a21\uff0c\u4f46\u5176\u8d44\u6e90\u9700\u6c42\u4f9d\u7136\u8f83\u9ad8\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u5178\u578b\u670d\u52a1\u5668\u9700\u6c42<\/h3>\n<p>\u4f60\u9700\u8981\u8ba9 AI \u57fa\u7840\u8bbe\u65bd\u4e0e\u6a21\u578b\u9700\u6c42\u76f8\u5339\u914d\u3002SLM \u53ef\u4ee5\u8fd0\u884c\u5728\u914d\u7f6e\u8f83\u4e3a\u666e\u901a\u7684\u670d\u52a1\u5668\u4e0a\uff0c\u800c LLM \u5219\u9700\u8981\u66f4\u5148\u8fdb\u7684 AI \u57fa\u7840\u8bbe\u65bd\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u90e8\u7f72 DeepSeek-R1-Distill-Qwen-1.5B\uff0c\u81f3\u5c11\u9700\u8981 8 \u4e2a CPU \u6838\u5fc3\u30016 GB GPU \u663e\u5b58\u300116 GB \u5185\u5b58\u548c 60 GB \u5b58\u50a8\u7a7a\u95f4\u3002\u5bf9\u4e8e\u66f4\u5927\u7684\u6a21\u578b\uff0c\u5982 DeepSeek-R1-Distill-Qwen-7B \u6216 Llama-8B\uff0c\u5219\u81f3\u5c11\u9700\u8981 128 \u4e2a CPU \u6838\u5fc3\u300132 GB GPU \u663e\u5b58\u300132 GB \u5185\u5b58\u548c 60 GB \u5b58\u50a8\u7a7a\u95f4\u3002\u8fd9\u4e9b\u8981\u6c42\u5145\u5206\u8bf4\u660e\u4e86\u4eba\u5de5\u667a\u80fd\u4f1a\u5982\u4f55\u62c9\u9ad8\u57fa\u7840\u8bbe\u65bd\u95e8\u69db\u3002<\/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>\u6a21\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>CPU \u6838\u5fc3\u6570<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>GPU \u663e\u5b58<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5185\u5b58<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5b58\u50a8<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DeepSeek-R1-Distill-Qwen-1.5B<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 8 \u6838<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 6 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 16 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 60 GB<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DeepSeek-R1-Distill-Qwen-7B<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 128 \u6838<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 32 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 32 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 60 GB<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DeepSeek-R1-Distill-Llama-8B<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 128 \u6838<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 32 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 32 GB<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u2265 60 GB<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u4f1a\u53d1\u73b0\uff0c\u670d\u52a1\u4e8e\u4eba\u5de5\u667a\u80fd\u7684 AI \u57fa\u7840\u8bbe\u65bd\u4e0e\u4f20\u7edf\u670d\u52a1\u5668\u5e76\u4e0d\u76f8\u540c\u3002AI \u670d\u52a1\u5668\u4f7f\u7528\u4e13\u7528 GPU \u548c\u9ad8\u901f\u5185\u5b58\uff0c\u4ee5\u5904\u7406\u590d\u6742\u5de5\u4f5c\u8d1f\u8f7d\u3002\u8fd9\u79cd\u8bbe\u8ba1\u65e2\u652f\u6301\u6a21\u578b\u8bad\u7ec3\uff0c\u4e5f\u652f\u6301\u63a8\u7406\uff0c\u800c\u8fd9\u4e24\u8005\u90fd\u6bd4\u6807\u51c6\u5e94\u7528\u7a0b\u5e8f\u9700\u8981\u66f4\u591a\u8d44\u6e90\u3002<\/p>\n<h2>\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u5bf9\u6bd4<\/h2>\n<h3>CPU \u4e0e GPU \u4f7f\u7528\u60c5\u51b5<\/h3>\n<p>\u5f53\u4f60\u6bd4\u8f83 SLM \u548c\u5927\u8bed\u8a00\u6a21\u578b\u8fd9\u7c7b AI \u6a21\u578b\u65f6\uff0c\u4f1a\u770b\u5230\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u5b58\u5728\u660e\u663e\u5dee\u5f02\u3002SLM \u53c2\u6570\u66f4\u5c11\uff0c\u56e0\u6b64\u6240\u9700\u7b97\u529b\u66f4\u4f4e\u3002\u4f60\u53ef\u4ee5\u5728\u6807\u51c6 CPU \u6216\u8f83\u5c0f\u7684 GPU \u4e0a\u8fd0\u884c\u8fd9\u7c7b\u6a21\u578b\uff0c\u8fd9\u4f7f\u5f97 SLM \u975e\u5e38\u9002\u5408\u8fb9\u7f18\u8bbe\u5907\u548c\u79fb\u52a8\u5e73\u53f0\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u9700\u8981\u66f4\u5148\u8fdb\u7684 GPU \u548c\u66f4\u591a CPU \u6838\u5fc3\u3002\u4f60\u901a\u5e38\u9700\u8981\u4e13\u7528 AI \u670d\u52a1\u5668\u624d\u80fd\u6ee1\u8db3\u5b83\u4eec\u7684\u8ba1\u7b97\u9700\u6c42\u3002<\/p>\n<ul>\n<li>\n<p>SLM \u91c7\u7528\u7a00\u758f\u6fc0\u6d3b\u673a\u5236\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4eec\u53ea\u4f1a\u6fc0\u6d3b\u5b8c\u6210\u4efb\u52a1\u6240\u9700\u7684\u53c2\u6570\uff0c\u4ece\u800c\u63d0\u5347\u6548\u7387\u5e76\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e00\u4e9b\u5927\u8bed\u8a00\u6a21\u578b\u91c7\u7528\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f1a\u5728\u6bcf\u6b21\u8bf7\u6c42\u4e2d\u53ea\u6fc0\u6d3b\u6a21\u578b\u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u6709\u52a9\u4e8e\u964d\u4f4e\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u3002<\/p>\n<\/li>\n<li>\n<p>\u8fd9\u79cd\u9ad8\u6210\u672c\u4e3b\u8981\u6765\u81ea\u5bf9\u5927\u89c4\u6a21\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>SLM \u53ef\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u548c\u9886\u57df\u4e13\u7528\u6570\u636e\u6765\u964d\u4f4e\u8bad\u7ec3\u671f\u95f4\u7684\u8ba1\u7b97\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u4f1a\u53d1\u73b0\uff0cDeepSeek \u7684 7B MoE \u6a21\u578b\u80fd\u591f\u8fbe\u5230\u4e0e\u53c2\u6570\u91cf\u4e3a\u5176\u4e24\u5230\u4e09\u500d\u7684\u7a20\u5bc6\u6a21\u578b\u76f8\u8fd1\u7684\u6027\u80fd\u3002\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u7528\u66f4\u5c11\u7684\u7b97\u529b\u83b7\u5f97\u5f3a\u5927\u7684 AI \u80fd\u529b\u3002Agentic AI \u4e2d\u7684\u4e13\u7528\u7ec4\u4ef6\u8fd8\u53ef\u4ee5\u5728\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u7684\u540c\u65f6\uff0c\u5c06\u51c6\u786e\u7387\u63d0\u5347 15%\u201320%\u3002\u8fd9\u4e00\u5bf9\u6bd4\u8bf4\u660e\uff0cSLM \u548c\u5148\u8fdb\u7684 MoE \u6a21\u578b\u5728\u8bb8\u591a\u4efb\u52a1\u4e2d\u90fd\u80fd\u5e26\u6765\u66f4\u9ad8\u7684\u6548\u7387\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u4f60\u53ef\u4ee5\u501f\u52a9 SLM \u6216 MoE \u6a21\u578b\uff0c\u5728\u4fdd\u6301\u8f83\u4f4e\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u7684\u540c\u65f6\uff0c\u5b9e\u73b0\u8f83\u9ad8\u7684\u51c6\u786e\u7387\u548c\u6027\u80fd\u3002<\/p>\n<\/blockquote>\n<h3>\u5185\u5b58\u4e0e\u5b58\u50a8<\/h3>\n<p>\u5185\u5b58\u548c\u5b58\u50a8\u5728 AI \u6a21\u578b\u7684\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u4e2d\u626e\u6f14\u7740\u91cd\u8981\u89d2\u8272\u3002\u7531\u4e8e\u53c2\u6570\u66f4\u5c11\uff0cSLM \u6240\u9700\u7684\u5185\u5b58\u548c\u5b58\u50a8\u7a7a\u95f4\u4e5f\u66f4\u4f4e\u3002\u4f60\u53ef\u4ee5\u5c06\u8fd9\u7c7b\u6a21\u578b\u90e8\u7f72\u5728\u8d44\u6e90\u6709\u9650\u7684\u8bbe\u5907\u4e0a\uff0c\u4f8b\u5982\u667a\u80fd\u624b\u673a\u6216\u8fb9\u7f18\u670d\u52a1\u5668\u3002Phi-4 \u6a21\u578b\u5c31\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\u3002\u5b83\u5728\u4fdd\u6301\u8f83\u9ad8\u6027\u80fd\u548c\u51c6\u786e\u7387\u7684\u540c\u65f6\uff0c\u5360\u7528\u66f4\u5c11\u7684\u5185\u5b58\u548c\u5b58\u50a8\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u9700\u8981\u66f4\u591a\u7684\u5185\u5b58\u548c\u5b58\u50a8\u3002\u4f60\u9700\u8981\u9ad8\u5bb9\u91cf GPU \u548c\u5927\u91cf RAM \u624d\u80fd\u8fd0\u884c\u8fd9\u4e9b\u6a21\u578b\u3002\u8fd9\u4f7f\u5f97\u5b83\u4eec\u5728\u4f4e\u8d44\u6e90\u73af\u5883\u4e2d\u7684\u5b9e\u7528\u6027\u8f83\u5dee\u3002\u4f60\u901a\u5e38\u4f1a\u770b\u5230 LLM \u88ab\u90e8\u7f72\u5728\u6570\u636e\u4e2d\u5fc3\u6216\u4e91\u5e73\u53f0\u4e0a\uff0c\u4ee5\u4fbf\u83b7\u53d6\u66f4\u5f3a\u5927\u7684\u786c\u4ef6\u652f\u6301\u3002<\/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>\u6a21\u578b\u7c7b\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u53c2\u6570\u89c4\u6a21<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\u6e90\u9700\u6c42<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u573a\u666f<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>&lt; 100 \u4ebf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5185\u5b58\u548c\u7b97\u529b\u9700\u6c42\u8f83\u4f4e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8fb9\u7f18\u8ba1\u7b97\u3001\u79fb\u52a8\u8bbe\u5907<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>&gt; 100 \u4ebf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5185\u5b58\u548c\u7b97\u529b\u9700\u6c42\u9ad8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u590d\u6742\u4efb\u52a1\u3001\u5927\u89c4\u6a21\u5e94\u7528<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<ul>\n<li>\n<p>SLM \u4e13\u4e3a\u8d44\u6e90\u53d7\u9650\u73af\u5883\u800c\u8bbe\u8ba1\u3002<\/p>\n<\/li>\n<li>\n<p>LLM \u9700\u8981\u5927\u91cf\u7b97\u529b\u548c\u5185\u5b58\uff0c\u8fd9\u4f1a\u589e\u52a0\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u3002<\/p>\n<\/li>\n<li>\n<p>Phi-4 \u6a21\u578b\u8868\u660e\uff0c\u8f83\u5c0f\u6a21\u578b\u540c\u6837\u53ef\u4ee5\u517c\u987e\u6027\u80fd\u4e0e\u6548\u7387\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u4f1a\u770b\u5230\uff0cSLM \u8ba9 AI \u53ef\u4ee5\u90e8\u7f72\u5230\u66f4\u591a\u573a\u666f\u4e2d\u3002\u4f60\u53ef\u4ee5\u5728\u79fb\u52a8\u5e94\u7528\u6216\u7269\u8054\u7f51\u8bbe\u5907\u4e2d\u4f7f\u7528\u5b83\u4eec\uff0c\u800c\u65e0\u9700\u62c5\u5fc3\u8fc7\u9ad8\u7684\u5185\u5b58\u6216\u5b58\u50a8\u9700\u6c42\u3002\u8fd9\u4e2a\u5bf9\u6bd4\u51f8\u663e\u4e86 SLM \u5728\u4f17\u591a\u73b0\u5b9e\u5e94\u7528\u4e2d\u7684\u7075\u6d3b\u6027\u548c\u9ad8\u6548\u7387\u3002<\/p>\n<h3>\u80fd\u6e90\u4e0e\u6c34\u8d44\u6e90\u6d88\u8017<\/h3>\n<p>\u80fd\u6e90\u4e0e\u6c34\u8d44\u6e90\u4f7f\u7528\u662f\u8861\u91cf AI \u6a21\u578b\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u7684\u91cd\u8981\u56e0\u7d20\u3002SLM \u5728\u6548\u7387\u65b9\u9762\u8868\u73b0\u7a81\u51fa\u3002\u8bad\u7ec3\u548c\u8fd0\u884c\u8fd9\u7c7b\u6a21\u578b\u6240\u9700\u7684\u80fd\u6e90\u66f4\u5c11\uff0c\u56e0\u6b64\u5bf9\u4e8e\u5e0c\u671b\u964d\u4f4e\u73af\u5883\u5f71\u54cd\u7684\u7ec4\u7ec7\u6765\u8bf4\uff0cSLM \u662f\u4e00\u4e2a\u660e\u667a\u7684\u9009\u62e9\u3002<\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u5219\u4f1a\u6d88\u8017\u66f4\u591a\u80fd\u6e90\u548c\u6c34\u8d44\u6e90\u3002\u8bad\u7ec3\u4e00\u4e2a LLM \u6240\u6d88\u8017\u7684\u80fd\u6e90\uff0c\u53ef\u80fd\u76f8\u5f53\u4e8e\u6570\u767e\u6237\u5bb6\u5ead\u4e00\u6574\u5e74\u7684\u7528\u7535\u91cf\u3002\u4f60\u8fd8\u9700\u8981\u6d88\u8017\u6c34\u8d44\u6e90\u4e3a\u670d\u52a1\u5668\u964d\u6e29\uff0c\u4ee5\u652f\u6491\u9ad8\u5f3a\u5ea6\u8ba1\u7b97\u4efb\u52a1\u3002\u8fd9\u79cd\u9ad8\u6d88\u8017\u4e0d\u4ec5\u4f1a\u63d0\u9ad8\u6210\u672c\uff0c\u4e5f\u4f1a\u5f71\u54cd\u53ef\u6301\u7eed\u6027\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528\u8bf8\u5982 MESS+ \u4e4b\u7c7b\u7684\u6846\u67b6\uff0c\u5728 LLM \u63a8\u7406\u8fc7\u7a0b\u4e2d\u5c06\u80fd\u8017\u524a\u51cf\u4e00\u534a\u4ee5\u4e0a\u3002\u5373\u4fbf\u5982\u6b64\uff0c\u5728\u8282\u80fd\u548c\u8282\u6c34\u65b9\u9762\uff0cSLM \u4f9d\u7136\u662f\u6548\u7387\u6700\u9ad8\u7684\u9009\u62e9\u3002\u5f53\u4f60\u9009\u62e9 SLM \u65f6\uff0c\u4e5f\u662f\u5728\u5e2e\u52a9\u964d\u4f4e\u4eba\u5de5\u667a\u80fd\u7684\u73af\u5883\u8db3\u8ff9\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u5982\u679c\u4f60\u5e0c\u671b\u964d\u4f4e AI \u57fa\u7840\u8bbe\u65bd\u6210\u672c\u548c\u73af\u5883\u5f71\u54cd\uff0c\u5e94\u4f18\u5148\u8003\u8651 SLM \u6216\u9ad8\u6548\u7684 MoE \u6a21\u578b\u3002<\/p>\n<\/blockquote>\n<h3>\u603b\u7ed3\u8868\uff1aSLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017<\/h3>\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>\u5bf9\u6bd4\u7ef4\u5ea6<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>CPU \u4e0e GPU \u4f7f\u7528<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\u5230\u4e2d\u7b49\uff1b\u53ef\u8fd0\u884c\u4e8e\u6807\u51c6\u786c\u4ef6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\uff1b\u9700\u8981\u5148\u8fdb GPU \u548c\u5927\u91cf CPU<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5185\u5b58\u4e0e\u5b58\u50a8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\uff1b\u53ef\u9002\u914d\u8fb9\u7f18\/\u79fb\u52a8\u8bbe\u5907<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\uff1b\u9700\u8981\u5927\u5bb9\u91cf RAM \u548c\u5b58\u50a8<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u80fd\u6e90\u4e0e\u6c34\u8d44\u6e90<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\uff1b\u8bad\u7ec3\u548c\u63a8\u7406\u6548\u7387\u9ad8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\uff1b\u80fd\u6e90\u548c\u6c34\u8d44\u6e90\u6d88\u8017\u663e\u8457<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u90e8\u7f72\u7075\u6d3b\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\uff1b\u9002\u7528\u4e8e\u591a\u79cd\u73af\u5883<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\uff1b\u66f4\u9002\u5408\u6570\u636e\u4e2d\u5fc3\/\u4e91\u7aef<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6027\u80fd\u4e0e\u51c6\u786e\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u79c0<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u5e7f\u6cdb\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u79c0<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u8fd9\u7ec4\u5bf9\u6bd4\u8ba9\u4f60\u80fd\u591f\u6e05\u695a\u770b\u5230\uff0c\u4e0d\u540c AI \u6a21\u578b\u4f1a\u5982\u4f55\u5f71\u54cd\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u3002\u4f60\u4f1a\u53d1\u73b0\uff0cSLM \u5728\u8bb8\u591a\u4efb\u52a1\u4e2d\u90fd\u80fd\u63d0\u4f9b\u8f83\u5f3a\u7684\u6027\u80fd\u548c\u51c6\u786e\u7387\uff0c\u540c\u65f6\u4fdd\u6301\u8f83\u9ad8\u6548\u7387\u3002\u5927\u8bed\u8a00\u6a21\u578b\u5219\u5177\u5907\u66f4\u5e7f\u6cdb\u7684\u80fd\u529b\uff0c\u4f46\u9700\u8981\u66f4\u591a\u7b97\u529b\u3001\u5185\u5b58\u548c\u80fd\u6e90\u3002\u5728\u89c4\u5212\u4eba\u5de5\u667a\u80fd\u90e8\u7f72\u65f6\uff0c\u4f60\u5e94\u7ed3\u5408\u8fd9\u4efd\u6027\u80fd\u5206\u6790\u4e0e\u51c6\u786e\u7387\u5bf9\u6bd4\uff0c\u8ba9\u6a21\u578b\u80fd\u529b\u4e0e\u5b9e\u9645\u9700\u6c42\u76f8\u5339\u914d\u3002<\/p>\n<h2>\u7f51\u7edc\u4e0e\u5ef6\u8fdf<\/h2>\n<h3>\u5e26\u5bbd\u9700\u6c42<\/h3>\n<p>\u5728\u90e8\u7f72 AI \u6a21\u578b\u65f6\uff0c\u4f60\u8fd8\u9700\u8981\u8003\u8651\u5e26\u5bbd\u3002SLM \u901a\u5e38\u9700\u8981\u66f4\u4f4e\u7684\u5e26\u5bbd\uff0c\u56e0\u4e3a\u5b83\u4eec\u5904\u7406\u7684\u6570\u636e\u91cf\u66f4\u5c0f\u3002\u4f60\u53ef\u4ee5\u5728\u672c\u5730\u8bbe\u5907\u6216\u8fb9\u7f18\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u8fd9\u4e9b\u6a21\u578b\uff0c\u800c\u4e0d\u4f1a\u7ed9\u7f51\u7edc\u5e26\u6765\u592a\u5927\u538b\u529b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cLLM \u5f80\u5f80\u9700\u8981\u9ad8\u901f\u8fde\u63a5\u3002\u8fd9\u7c7b\u6a21\u578b\u4f1a\u5728\u670d\u52a1\u5668\u4e0e\u5b58\u50a8\u4e4b\u95f4\u4f20\u8f93\u5927\u91cf\u6570\u636e\u3002\u5982\u679c\u4f60\u5728\u4e91\u7aef\u4f7f\u7528 LLM\uff0c\u5c31\u53ef\u80fd\u5728\u9ad8\u5cf0\u65f6\u6bb5\u9047\u5230\u7f51\u7edc\u62e5\u585e\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u5982\u679c\u4f60\u5e0c\u671b\u964d\u4f4e\u7f51\u7edc\u538b\u529b\u5e76\u63a7\u5236\u6210\u672c\uff0cSLM \u662f\u66f4\u5408\u9002\u7684\u9009\u62e9\u3002<\/p>\n<\/blockquote>\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>\u6a21\u578b\u7c7b\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5178\u578b\u5e26\u5bbd\u5360\u7528<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u90e8\u7f72\u73af\u5883<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\u5230\u4e2d\u7b49<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8fb9\u7f18\u3001\u79fb\u52a8\u7aef\u3001\u672c\u5730\u90e8\u7f72<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e91\u7aef\u3001\u6570\u636e\u4e2d\u5fc3<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u5ef6\u8fdf\u8868\u73b0<\/h3>\n<p>\u5ef6\u8fdf\u8861\u91cf\u7684\u662f AI \u6a21\u578b\u54cd\u5e94\u8bf7\u6c42\u7684\u901f\u5ea6\u3002\u7531\u4e8e\u8d44\u6e90\u5360\u7528\u8f83\u4f4e\uff0cSLM \u5f80\u5f80\u80fd\u591f\u66f4\u5feb\u8fd4\u56de\u7ed3\u679c\u3002\u5f53\u4f60\u5728\u672c\u5730\u786c\u4ef6\u4e0a\u8fd0\u884c SLM \u65f6\uff0c\u901a\u5e38\u53ef\u4ee5\u83b7\u5f97\u8f83\u4f4e\u5ef6\u8fdf\u3002\u800c LLM \u7684\u5ef6\u8fdf\u901a\u5e38\u66f4\u9ad8\u3002\u8fd9\u7c7b\u6a21\u578b\u9700\u8981\u66f4\u591a\u65f6\u95f4\u5904\u7406\u6570\u636e\uff0c\u5e76\u4e14\u5f80\u5f80\u4f9d\u8d56\u8fdc\u7a0b\u670d\u52a1\u5668\u3002\u5982\u679c\u4f60\u5c06 LLM \u7528\u4e8e\u5b9e\u65f6\u4efb\u52a1\uff0c\u53ef\u80fd\u4f1a\u660e\u663e\u611f\u53d7\u5230\u54cd\u5e94\u5ef6\u8fdf\u3002<\/p>\n<ul>\n<li>\n<p>SLM\uff1a\u54cd\u5e94\u5feb\uff0c\u9002\u5408\u804a\u5929\u673a\u5668\u4eba\u548c\u79fb\u52a8\u5e94\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>LLM\uff1a\u54cd\u5e94\u8f83\u6162\uff0c\u66f4\u9002\u5408\u590d\u6742\u5206\u6790\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u9009\u62e9\u7b26\u5408\u5ef6\u8fdf\u9700\u6c42\u7684\u6a21\u578b\uff0c\u80fd\u591f\u663e\u8457\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<\/blockquote>\n<h3>\u73b0\u5b9e\u573a\u666f<\/h3>\n<p>\u5728\u65e5\u5e38 AI \u5e94\u7528\u4e2d\uff0c\u4f60\u53ef\u4ee5\u660e\u663e\u770b\u5230\u7f51\u7edc\u548c\u5ef6\u8fdf\u5e26\u6765\u7684\u5f71\u54cd\u3002\u4f8b\u5982\uff0c\u624b\u673a\u4e0a\u7684\u8bed\u97f3\u52a9\u624b\u901a\u5e38\u4f7f\u7528 SLM\uff0c\u4ee5\u4fbf\u5feb\u901f\u54cd\u5e94\uff0c\u800c\u65e0\u9700\u5c06\u6570\u636e\u53d1\u9001\u5230\u4e91\u7aef\u3002\u76f8\u53cd\uff0c\u5982\u679c\u662f\u4f7f\u7528 LLM \u5206\u6790\u5927\u578b\u6587\u6863\u7684\u7814\u7a76\u5de5\u5177\uff0c\u5904\u7406\u65f6\u95f4\u4f1a\u66f4\u957f\uff0c\u5e76\u4e14\u9700\u8981\u66f4\u9ad8\u5e26\u5bbd\u3002\u5982\u679c\u4f60\u5904\u4e8e\u533b\u7597\u6216\u91d1\u878d\u884c\u4e1a\uff0c\u5f80\u5f80\u4f1a\u9700\u8981\u5feb\u901f\u4e14\u79c1\u5bc6\u7684 AI \u5904\u7406\u80fd\u529b\u3002SLM \u80fd\u5f88\u597d\u5730\u6ee1\u8db3\u8fd9\u4e9b\u9700\u6c42\u3002LLM \u5219\u66f4\u9002\u5408\u57fa\u7840\u8bbe\u65bd\u5f3a\u5927\u3001\u4e14\u80fd\u591f\u63a5\u53d7\u4e00\u5b9a\u5ef6\u8fdf\u7684\u573a\u666f\u3002<\/p>\n<ul>\n<li>\n<p>\u5728\u9700\u8981\u5b9e\u65f6\u54cd\u5e94\u3001\u4f4e\u5e26\u5bbd\u7684\u73af\u5883\u4e2d\u4f7f\u7528 SLM\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5bf9\u901f\u5ea6\u8981\u6c42\u4e0d\u9ad8\u3001\u4f46\u9700\u8981\u6df1\u5ea6\u5206\u6790\u7684\u573a\u666f\u4e2d\u4f7f\u7528 LLM\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u53ef\u6269\u5c55\u6027\u4e0e\u6210\u672c<\/h2>\n<h3>SLM \u7684\u6269\u5c55\u56e0\u7d20<\/h3>\n<p>\u5c0f\u8bed\u8a00\u6a21\u578b\u66f4\u5bb9\u6613\u6269\u5c55\uff0c\u56e0\u4e3a\u5b83\u4eec\u5bf9 AI \u57fa\u7840\u8bbe\u65bd\u7684\u8981\u6c42\u8f83\u4f4e\u3002\u5f53\u4f60\u4f7f\u7528\u9886\u57df\u4e13\u7528\u6570\u636e\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3 SLM \u65f6\uff0c\u5c31\u80fd\u6784\u5efa\u66f4\u8d34\u5408\u81ea\u8eab\u9700\u6c42\u7684\u4e13\u7528\u4eba\u5de5\u667a\u80fd\u3002\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528\u84b8\u998f\u6280\u672f\uff0c\u5c06\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u5c0f\u6a21\u578b\u4e2d\uff0c\u4ece\u800c\u4fdd\u6301 AI \u7684\u9ad8\u6548\u6027\u3002\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5219\u6709\u52a9\u4e8e\u4f60\u5728\u6027\u80fd\u4e0e\u6210\u672c\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u8fd9\u4e9b\u65b9\u6cd5\u8ba9\u4f60\u80fd\u591f\u6839\u636e\u4e0d\u540c\u73af\u5883\u8c03\u6574\u90e8\u7f72\u6a21\u578b\u3002\u5f53\u4f60\u5728 AI \u90e8\u7f72\u4e2d\u9009\u62e9 SLM \u65f6\uff0c\u53ef\u4ee5\u8282\u7701\u6210\u672c\u3001\u80fd\u6e90\u4ee5\u53ca\u8d44\u6e90\u5206\u914d\u538b\u529b\u3002<\/p>\n<ul>\n<li>\n<p>\u5728\u81ea\u6709\u6570\u636e\u4e0a\u8bad\u7ec3 SLM\uff0c\u80fd\u8ba9\u4f60\u66f4\u597d\u5730\u638c\u63a7 AI \u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<\/li>\n<li>\n<p>\u84b8\u998f\u6280\u672f\u6709\u52a9\u4e8e\u4fdd\u6301\u6a21\u578b\u9ad8\u6548\uff0c\u5e76\u964d\u4f4e\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5fae\u8c03\u4f7f\u4f60\u80fd\u591f\u5728\u65e0\u9700\u91cd\u578b\u57fa\u7840\u8bbe\u65bd\u7684\u60c5\u51b5\u4e0b\uff0c\u8ba9 AI \u9002\u914d\u65b0\u4efb\u52a1\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>LLM \u7684\u6269\u5c55\u56e0\u7d20<\/h3>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u4f1a\u7ed9 AI \u57fa\u7840\u8bbe\u65bd\u548c\u90e8\u7f72\u5e26\u6765\u66f4\u591a\u6311\u6218\u3002\u4f60\u9700\u8981\u7ba1\u7406\u66f4\u5927\u7684\u5185\u5b58\u5360\u7528\u548c\u66f4\u9ad8\u7684\u6210\u672c\u3002\u91cf\u5316\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u4f60\u7f29\u5c0f\u6a21\u578b\u4f53\u79ef\uff0c\u4ece\u800c\u964d\u4f4e\u5b58\u50a8\u9700\u6c42\u5e76\u52a0\u5feb\u63a8\u7406\u901f\u5ea6\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u57fa\u4e8e\u6574\u6570\u7684\u8ba1\u7b97\u6765\u63d0\u5347\u6548\u7387\u3002\u4e0d\u8fc7\uff0c\u8fd9\u6837\u505a\u4e5f\u53ef\u80fd\u5bfc\u81f4\u51c6\u786e\u7387\u4e0b\u964d\uff0c\u5c24\u5176\u662f\u5728\u6ce8\u610f\u529b\u5c42\u4e2d\u3002\u91cf\u5316\u662f\u8ba9 LLM \u80fd\u591f\u90e8\u7f72\u5230\u79fb\u52a8\u8bbe\u5907\u6216\u7269\u8054\u7f51\u8bbe\u5907\u4e0a\u7684\u5173\u952e\u3002\u540c\u65f6\uff0c\u8f83\u4f4e\u7cbe\u5ea6\u4e5f\u610f\u5473\u7740\u66f4\u4f4e\u7684\u80fd\u8017\uff0c\u8fd9\u5bf9\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u6301\u7eed\u90e8\u7f72\u5f88\u6709\u5e2e\u52a9\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\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\u9762<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5185\u5b58\u5360\u7528<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u91cf\u5316\u53ef\u5c06\u6bcf\u4e2a\u53c2\u6570\u7684\u5b58\u50a8\u4ece 4 \u5b57\u8282\u964d\u81f3 1 \u5b57\u8282\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8ba1\u7b97\u6548\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6574\u6570\u8fd0\u7b97\u53ef\u52a0\u5feb\u73b0\u4ee3\u786c\u4ef6\u4e0a\u7684\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6743\u8861\u53d6\u820d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8f83\u4f4e\u7cbe\u5ea6\u4f1a\u5728\u6a21\u578b\u67d0\u4e9b\u90e8\u5206\u964d\u4f4e\u51c6\u786e\u7387\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8bbe\u5907\u90e8\u7f72<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u91cf\u5316\u4f7f LLM \u80fd\u591f\u5728\u79fb\u52a8\u7aef\u548c\u7269\u8054\u7f51\u57fa\u7840\u8bbe\u65bd\u4e0a\u8fd0\u884c\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u80fd\u6e90\u6d88\u8017<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8f83\u4f4e\u7cbe\u5ea6\u6709\u52a9\u4e8e\u8282\u7701\u80fd\u6e90\uff0c\u652f\u6301\u53ef\u6301\u7eed AI \u90e8\u7f72\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u4e91\u7aef\u4e0e\u672c\u5730\u90e8\u7f72<\/h3>\n<p>\u5728\u89c4\u5212 AI \u90e8\u7f72\u65f6\uff0c\u4f60\u9700\u8981\u505a\u51fa\u91cd\u8981\u9009\u62e9\u3002SLM \u65e0\u8bba\u662f\u5728\u4e91\u7aef\u8fd8\u662f\u672c\u5730\u90e8\u7f72\u73af\u5883\u4e2d\u90fd\u8868\u73b0\u826f\u597d\u3002\u5b83\u4eec\u5360\u7528\u8d44\u6e90\u8f83\u5c11\uff0c\u56e0\u6b64\u6210\u672c\u66f4\u4f4e\uff0c\u7ef4\u62a4\u4e5f\u66f4\u7b80\u5355\u3002LLM \u9700\u8981\u66f4\u591a AI \u57fa\u7840\u8bbe\u65bd\uff0c\u5728\u4e91\u7aef\u5c24\u5176\u4f1a\u63a8\u9ad8\u8fd0\u8425\u6210\u672c\u3002\u672c\u5730\u90e8\u7f72\u65b9\u6848\u8ba9\u4f60\u80fd\u591f\u66f4\u597d\u5730\u638c\u63a7\u6570\u636e\uff0c\u4e5f\u6709\u52a9\u4e8e\u51cf\u5c11\u4e0e\u4e91\u76f8\u5173\u7684\u6210\u672c\u3002\u5728\u9009\u62e9\u90e8\u7f72\u6a21\u5f0f\u65f6\uff0c\u4f60\u5fc5\u987b\u7efc\u5408\u8003\u8651\u8d44\u6e90\u5206\u914d\u3001\u80fd\u6e90\u6d88\u8017\uff0c\u4ee5\u53ca\u4eba\u5de5\u667a\u80fd\u5e26\u6765\u7684\u5168\u7403\u5f71\u54cd\u3002SLM \u80fd\u5e2e\u52a9\u4f60\u964d\u4f4e\u6210\u672c\uff0c\u5e76\u652f\u6301\u6784\u5efa\u66f4\u53ef\u6301\u7eed\u7684 AI \u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<ul>\n<li>\n<p>SLM \u5728\u5927\u591a\u6570\u90e8\u7f72\u573a\u666f\u4e2d\u90fd\u66f4\u9ad8\u6548\u4e14\u66f4\u5177\u6210\u672c\u6548\u76ca\u3002<\/p>\n<\/li>\n<li>\n<p>LLM \u7531\u4e8e\u8d44\u6e90\u5bc6\u96c6\u578b\u7279\u5f81\uff0c\u4f1a\u663e\u8457\u589e\u52a0\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u672c\u5730\u90e8\u7f72\u57fa\u7840\u8bbe\u65bd\u6709\u52a9\u4e8e\u964d\u4f4e\u6210\u672c\u5e76\u63d0\u5347\u6570\u636e\u638c\u63a7\u529b\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u5efa\u8bae<\/h2>\n<h3>\u6839\u636e\u7ea6\u675f\u6761\u4ef6\u8fdb\u884c\u9009\u62e9<\/h3>\n<p>\u4f60\u9700\u8981\u8ba9 AI \u57fa\u7840\u8bbe\u65bd\u4e0e\u4f60\u7684\u76ee\u6807\u548c\u9650\u5236\u6761\u4ef6\u76f8\u5339\u914d\u3002\u5728\u9009\u62e9\u6a21\u578b\u65f6\uff0c\u5e94\u7efc\u5408\u8003\u91cf\u591a\u4e2a\u56e0\u7d20\u3002\u4e0b\u8868\u53ef\u4ee5\u5e2e\u52a9\u4f60\u6839\u636e\u73b0\u6709\u57fa\u7840\u8bbe\u65bd\u548c\u5b9e\u9645\u9700\u6c42\uff0c\u5224\u65ad\u54ea\u7c7b\u6a21\u578b\u66f4\u9002\u5408\u4f60\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\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>\u56e0\u7d20<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5efa\u8bae<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4efb\u52a1\u590d\u6742\u5ea6\u4e0e\u9886\u57df\u5e7f\u5ea6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5e7f\u6cdb\u4efb\u52a1\u4f7f\u7528\u5927\u6a21\u578b\uff1b\u4e13\u4e1a\u4efb\u52a1\u9009\u62e9\u5c0f\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u7528\u8ba1\u7b97\u8d44\u6e90<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\u6e90\u6709\u9650\u65f6\u9009\u5c0f\u6a21\u578b\uff1b\u8d44\u6e90\u5145\u8db3\u65f6\u53ef\u9009\u5927\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5ef6\u8fdf\u8981\u6c42<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b9e\u65f6\u9700\u6c42\u9009\u62e9\u5c0f\u6a21\u578b\uff1b\u6279\u91cf\u5904\u7406\u53ef\u4f7f\u7528\u5927\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u51c6\u786e\u7387\u8981\u6c42<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5173\u952e\u4efb\u52a1\u9009\u62e9\u5927\u6a21\u578b\uff1b\u5141\u8bb8\u8fd1\u4f3c\u7ed3\u679c\u65f6\u53ef\u7528\u5c0f\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u90e8\u7f72\u73af\u5883<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c0f\u6a21\u578b\u9002\u5408\u8fb9\u7f18\u8bbe\u5907\uff1b\u4e91\u73af\u5883\u4e2d\u4e24\u79cd\u6a21\u578b\u90fd\u53ef\u4f7f\u7528<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u8fd8\u5e94\u8003\u8651\u80fd\u6e90\u4e0e\u6210\u672c\u3002\u5982\u679c\u4f60\u7684 AI \u57fa\u7840\u8bbe\u65bd\u9884\u7b97\u6709\u9650\uff0c\u5c0f\u6a21\u578b\u80fd\u591f\u5e2e\u52a9\u4f60\u8282\u7701\u8bad\u7ec3\u548c\u63a8\u7406\u5f00\u652f\u3002\u5f53\u4f60\u9700\u8981\u5b9e\u65f6\u54cd\u5e94\u65f6\uff0c\u5c0f\u6a21\u578b\u901a\u5e38\u662f\u66f4\u4f18\u9009\u62e9\u3002\u800c\u5bf9\u4e8e\u6279\u91cf\u5904\u7406\u4efb\u52a1\uff0c\u5927\u6a21\u578b\u53ef\u4ee5\u4e00\u6b21\u5904\u7406\u66f4\u591a\u6570\u636e\u3002\u4f60\u8fd8\u53ef\u4ee5\u901a\u8fc7 AI \u96c6\u6210\u8fde\u63a5\u4e0d\u540c\u6a21\u578b\uff0c\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u4f18\u5316\u57fa\u7840\u8bbe\u65bd\u914d\u7f6e\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u5728\u90e8\u7f72\u65b0\u7684 AI \u6a21\u578b\u4e4b\u524d\uff0c\u52a1\u5fc5\u5148\u5168\u9762\u8bc4\u4f30\u4f60\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<\/blockquote>\n<h3>SLM \u4e0e LLM \u7684\u9002\u7528\u573a\u666f<\/h3>\n<p>\u5728 AI \u96c6\u6210\u7b56\u7565\u4e2d\uff0c\u4f60\u53ef\u4ee5\u8ba9\u4e0d\u540c\u6a21\u578b\u627f\u62c5\u4e0d\u540c\u4efb\u52a1\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u5e38\u89c1\u4f7f\u7528\u573a\u666f\u4ee5\u53ca\u5404\u7c7b\u6a21\u578b\u7684\u4f18\u52bf\u3002<\/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>\u6a21\u578b\u7c7b\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u573a\u666f<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f18\u52bf<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9886\u57df\u4e13\u7528\u4efb\u52a1\u3001\u4e13\u4e1a\u5316\u5e94\u7528<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u51c6\u786e\u7387\u66f4\u9ad8\u3001\u8d44\u6e90\u5206\u914d\u66f4\u4f18\u3001\u53ef\u89e3\u91ca\u6027\u66f4\u5f3a<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u901a\u7528\u4efb\u52a1\u3001\u5e7f\u6cdb\u5e94\u7528<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u77e5\u8bc6\u9762\u5e7f\u3001\u7efc\u5408\u80fd\u529b\u5f3a<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<ul>\n<li>\n<p>\u5f53\u4f60\u5c06\u590d\u6742\u95ee\u9898\u8def\u7531\u7ed9\u4e13\u4e1a\u7ec4\u4ef6\u5904\u7406\u65f6\uff0c\u51c6\u786e\u7387\u53ef\u6bd4\u5355\u4e00\u5927\u6a21\u578b\u63d0\u5347\u9ad8\u8fbe 20%\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e13\u4e1a\u5316\u6a21\u578b\u901a\u5e38\u80fd\u66f4\u9ad8\u6548\u5730\u5b8c\u6210\u4efb\u52a1\uff0c\u4ece\u800c\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\uff0c\u5e76\u5e2e\u52a9\u4f60\u7684 AI \u57fa\u7840\u8bbe\u65bd\u66f4\u987a\u7545\u5730\u8fd0\u884c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u9700\u8981\u9ad8\u51c6\u786e\u7387\u4e14\u8d44\u6e90\u5360\u7528\u8f83\u4f4e\u7684\u4efb\u52a1\uff0c\u4f60\u5e94\u4f18\u5148\u4f7f\u7528 SLM\u3002\u8fd9\u7c7b\u6a21\u578b\u975e\u5e38\u9002\u5408\u8fb9\u7f18\u8bbe\u5907\u548c\u672c\u5730\u90e8\u7f72\u57fa\u7840\u8bbe\u65bd\u3002LLM \u5219\u66f4\u9002\u5408\u9700\u8981\u5e7f\u6cdb\u77e5\u8bc6\u8986\u76d6\u7684\u901a\u7528\u4efb\u52a1\u3002\u5728\u4e91\u73af\u5883\u4e2d\uff0c\u4f60\u4e5f\u53ef\u4ee5\u5c06\u4e24\u7c7b\u6a21\u578b\u7ed3\u5408\u4f7f\u7528\uff0c\u4ee5\u5b9e\u73b0\u66f4\u7075\u6d3b\u7684 AI \u96c6\u6210\u3002\u59cb\u7ec8\u5e94\u8ba9\u6a21\u578b\u9009\u62e9\u4e0e\u4f60\u7684 AI \u57fa\u7840\u8bbe\u65bd\u548c\u90e8\u7f72\u9700\u6c42\u76f8\u5339\u914d\u3002<\/p>\n<div class=\"qc-divider-wrapper\">\n<div class=\"qc-divider\" style=\"border-top-style: solid;width: 100%\"><\/div>\n<\/div>\n<p>\u73b0\u5728\u4f60\u5df2\u7ecf\u53ef\u4ee5\u6e05\u695a\u770b\u5230\uff0cSLM \u5360\u7528\u7684\u8d44\u6e90\u66f4\u5c11\uff0c\u800c LLM \u5219\u9700\u8981\u66f4\u591a\u7b97\u529b\u3001\u5185\u5b58\u548c\u6563\u70ed\u652f\u6301\u3002\u5728\u89c4\u5212 AI \u90e8\u7f72\u65f6\uff0c\u8bf7\u9009\u62e9\u4e0e\u670d\u52a1\u5668\u9650\u5236\u548c\u9884\u7b97\u76f8\u5339\u914d\u7684\u6a21\u578b\u3002\u4f60\u9700\u8981\u7efc\u5408\u8bc4\u4f30\u5bf9\u901f\u5ea6\u3001\u51c6\u786e\u7387\u548c\u6210\u672c\u7684\u8981\u6c42\uff0c\u5e76\u5728\u9009\u62e9\u6a21\u578b\u4e4b\u524d\u8ba4\u771f\u6838\u7b97\u80fd\u6e90\u6d88\u8017\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u5468\u5bc6\u89c4\u5212\u80fd\u591f\u5e2e\u52a9\u4f60\u6784\u5efa\u9ad8\u6548\u4e14\u53ef\u6301\u7eed\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<\/blockquote>\n<h2>FAQ<\/h2>\n<h3>SLM \u548c LLM \u7684\u4e3b\u8981\u533a\u522b\u662f\u4ec0\u4e48\uff1f<\/h3>\n<p>\u6700\u6838\u5fc3\u7684\u533a\u522b\u5728\u4e8e\u89c4\u6a21\u548c\u8d44\u6e90\u9700\u6c42\u3002SLM \u53c2\u6570\u66f4\u5c11\u3001\u80fd\u8017\u66f4\u4f4e\u3002LLM \u80fd\u5904\u7406\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff0c\u4f46\u9700\u8981\u66f4\u591a\u7535\u529b\u3001\u5185\u5b58\u548c\u6563\u70ed\u652f\u6301\u3002<\/p>\n<h3>\u666e\u901a\u7b14\u8bb0\u672c\u7535\u8111\u53ef\u4ee5\u8fd0\u884c SLM \u5417\uff1f<\/h3>\n<blockquote>\n<p>\u53ef\u4ee5\u3002SLM \u80fd\u5f88\u597d\u5730\u8fd0\u884c\u5728\u6807\u51c6\u7b14\u8bb0\u672c\u7535\u8111\u6216\u53f0\u5f0f\u673a\u4e0a\u3002\u4f60\u4e0d\u9700\u8981\u7279\u6b8a\u786c\u4ef6\uff0c\u56e0\u6b64\u5b83\u975e\u5e38\u9002\u5408\u4e2a\u4eba\u9879\u76ee\u6216\u5c0f\u578b\u4f01\u4e1a\u4f7f\u7528\u3002<\/p>\n<\/blockquote>\n<h3>SLM \u5982\u4f55\u5e2e\u52a9\u964d\u4f4e\u73af\u5883\u5f71\u54cd\uff1f<\/h3>\n<ul>\n<li>\n<p>SLM \u8017\u7535\u66f4\u5c11\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b83\u4eec\u6240\u9700\u7684\u51b7\u5374\u6c34\u66f4\u5c11\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5927\u591a\u6570\u4efb\u52a1\u4e2d\u9009\u62e9 SLM\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u964d\u4f4e\u78b3\u8db3\u8ff9\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4ec0\u4e48\u65f6\u5019\u5e94\u8be5\u9009\u62e9 LLM \u800c\u4e0d\u662f SLM\uff1f<\/h3>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\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\u51b5<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u4f73\u9009\u62e9<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9700\u8981\u5e7f\u6cdb\u77e5\u8bc6\u8986\u76d6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\u6e90\u6709\u9650<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9700\u8981\u5b9e\u65f6\u54cd\u5e94<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>SLM<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9700\u8981\u590d\u6742\u5206\u6790<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>LLM<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u5f53\u4efb\u52a1\u9700\u8981\u5e7f\u6cdb\u77e5\u8bc6\u8986\u76d6\u6216\u6df1\u5ea6\u5206\u6790\u65f6\uff0c\u4f60\u5e94\u9009\u62e9 LLM\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u4f60\u5728\u4e0d\u540c\u7684 AI \u6a21\u578b\u4e4b\u95f4\u505a\u9009\u62e9\u65f6\uff0c\u5c31\u4f1a\u76f4\u89c2\u611f\u53d7\u5230\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u6240\u5e26\u6765\u7684\u5f71\u54cd\u3002SLM \u548c\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u5728\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u4f46\u6bcf\u79cd\u6a21\u578b\u5728\u80fd\u6e90\u3001\u6c34\u8d44\u6e90\u548c\u7b97\u529b\u65b9\u9762\u7684\u6d88\u8017\u65b9\u5f0f\u5404\u4e0d\u76f8\u540c\u3002\u4f60\u53ef\u80fd\u4f1a\u6ce8\u610f\u5230\uff0c\u80fd\u529b\u66f4\u5f3a\u7684 AI \u6a21\u578b\u901a\u5e38\u9700\u8981\u66f4\u591a\u8d44\u6e90\uff0c\u8fd9\u4f1a\u76f4\u63a5\u5f71\u54cd\u90e8\u7f72\u65b9\u5f0f\u548c\u6210\u672c\u3002\u5f53\u4f60\u6df1\u5165\u4e86\u89e3 AI \u65f6\uff0c\u4f1a\u53d1\u73b0\u8fd9\u4e9b\u6a21\u578b\u53ef\u80fd\u4f1a\u4e0d\u65ad\u903c\u8fd1\u670d\u52a1\u5668\u7684\u627f\u8f7d\u4e0a\u9650\u3002\u672c\u6587\u7684\u5bf9\u6bd4\u5c06\u5e2e\u52a9\u4f60\u7406\u89e3 AI \u5982\u4f55\u5f71\u54cd\u4f60\u7684\u6280\u672f\u51b3\u7b56\u3002 \u5b9a\u4e49\u4e0e\u8d44\u6e90\u9700\u6c42 SLM \u6982\u8ff0 \u4f60\u53ef\u80fd\u4f1a\u53d1\u73b0\uff0c\u5c0f\u8bed\u8a00\u6a21\u578b\uff08SLM\uff09\u66f4\u5f3a\u8c03\u6548\u7387\u3002\u8fd9\u7c7b\u6a21\u578b\u53c2\u6570\u66f4\u5c11\uff0c\u901a\u5e38\u4e13\u6ce8\u4e8e\u7279\u5b9a\u4efb\u52a1\u3002SLM \u5f80\u5f80\u4f9d\u8d56\u9886\u57df\u4e13\u7528\u6570\u636e\uff0c\u8fd9\u6709\u52a9\u4e8e\u964d\u4f4e AI \u57fa\u7840\u8bbe\u65bd\u7684\u8d1f\u8f7d\u3002\u5f53\u4f60\u4f7f\u7528 SLM \u65f6\uff0c\u7cfb\u7edf\u53ea\u4f1a\u6fc0\u6d3b\u5b8c\u6210\u5f53\u524d\u4efb\u52a1\u6240\u9700\u7684\u53c2\u6570\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u591f\u8282\u7701\u80fd\u6e90\u548c\u6c34\u8d44\u6e90\uff0c\u4f7f SLM \u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\u6709\u9650\u7684\u7ec4\u7ec7\u7684\u7406\u60f3\u9009\u62e9\u3002\u4f60\u8fd8\u53ef\u4ee5\u501f\u52a9\u5c42\u526a\u679d\u548c\u77e5\u8bc6\u84b8\u998f\u7b49\u6280\u672f\u8fdb\u4e00\u6b65\u7f29\u5c0f\u6a21\u578b\u89c4\u6a21\u3002\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u5728\u4e0d\u663e\u8457\u62c9\u9ad8\u8d44\u6e90\u6d88\u8017\u7684\u524d\u63d0\u4e0b\uff0c\u83b7\u5f97\u53ef\u9760\u7684 AI \u80fd\u529b\u3002 \u63d0\u793a\uff1aSLM \u80fd\u5e2e\u52a9\u4f60\u5728\u4eba\u5de5\u667a\u80fd\u6027\u80fd\u4e0e\u8d44\u6e90\u8282\u7701\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002 \u6a21\u578b\u7c7b\u578b \u5b9a\u4e49 \u8d44\u6e90\u6d88\u8017 SLM \u5c0f\u8bed\u8a00\u6a21\u578b\u4ee5\u66f4\u5c11\u7684\u53c2\u6570\u5b9e\u73b0\u9ad8\u6548\u8fd0\u884c\uff0c\u901a\u5e38\u805a\u7126\u4e8e\u7279\u5b9a\u4efb\u52a1\u3002 \u8d44\u6e90\u5360\u7528\u8f83\u4f4e\uff0c\u901a\u5e38\u57fa\u4e8e\u9886\u57df\u4e13\u7528\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002 LLM \u6982\u8ff0 \u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3a\u8bb8\u591a\u9ad8\u7ea7\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u63d0\u4f9b\u52a8\u529b\u3002\u4f60\u4f1a\u770b\u5230\uff0c\u8fd9\u7c7b\u6a21\u578b\u901a\u5e38\u5728\u6d77\u91cf\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u8fd9\u4f1a\u5c06 AI \u57fa\u7840\u8bbe\u65bd\u63a8\u5411\u6781\u9650\u3002LLM \u4f1a\u540c\u65f6\u6fc0\u6d3b\u5927\u91cf\u53c2\u6570\uff0c\u56e0\u6b64\u9700\u8981\u66f4\u591a\u7684\u80fd\u6e90\u3001\u6c34\u8d44\u6e90\u548c\u7b97\u529b\u3002\u8fd9\u79cd\u9ad8\u9700\u6c42\u4f1a\u63d0\u9ad8 AI \u57fa\u7840\u8bbe\u65bd\u7684\u6210\u672c\uff0c\u5e76\u4f7f\u90e8\u7f72\u66f4\u52a0\u590d\u6742\u3002\u4f60\u53ef\u80fd\u4f1a\u53d1\u73b0\uff0cLLM \u7684\u6a21\u578b\u8bad\u7ec3\u6210\u672c\u53ef\u9ad8\u8fbe\u6570\u767e\u4e07\u7f8e\u5143\u3002LLM \u63d0\u4f9b\u4e86\u5e7f\u6cdb\u800c\u5f3a\u5927\u7684 AI \u80fd\u529b\uff0c\u4f46\u4f60\u5fc5\u987b\u4e3a\u5176\u9ad8\u8d44\u6e90\u6d88\u8017\u505a\u597d\u5145\u5206\u89c4\u5212\u3002 \u6a21\u578b\u7c7b\u578b \u5b9a\u4e49 \u8d44\u6e90\u6d88\u8017 LLM \u5927\u8bed\u8a00\u6a21\u578b\u5728\u6d77\u91cf\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u9700\u8981\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u3002 \u8d44\u6e90\u6d88\u8017\u9ad8\uff0c\u8bad\u7ec3\u6210\u672c\u901a\u5e38\u53ef\u8fbe\u6570\u767e\u4e07\u7f8e\u5143\u3002 LLM \u6fc0\u6d3b\u7684\u53c2\u6570\u6570\u91cf\u6bd4 SLM \u66f4\u591a\u3002 \u4f60\u53ef\u4ee5\u901a\u8fc7\u526a\u679d\u548c\u84b8\u998f\u6765\u7f29\u5c0f LLM [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":12,"featured_media":32615,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[76],"tags":[],"class_list":["post-32618","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4<\/title>\n<meta name=\"description\" content=\"\u6bd4\u8f83 SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\uff0c\u5305\u62ec CPU\u3001GPU\u3001\u5185\u5b58\u3001\u80fd\u8017\u3001\u6210\u672c\u53ca\u90e8\u7f72\u5dee\u5f02\uff0c\u52a9\u529b\u9ad8\u6548 AI \u90e8\u7f72\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/\" \/>\n<meta property=\"og:site_name\" content=\"Varidata Limited\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-20T07:28:36+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-20T07:35:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/05\/Screenshot-2026-05-20-152043.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"612\" \/>\n\t<meta property=\"og:image:height\" content=\"341\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/\"},\"author\":\"Varidata\",\"headline\":\"SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4\",\"datePublished\":\"2026-05-20T07:28:36+00:00\",\"dateModified\":\"2026-05-20T07:35:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/\"},\"wordCount\":213,\"publisher\":{\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/05\/Screenshot-2026-05-20-152043.jpg\",\"articleSection\":[\"Varidata \u5b98\u65b9\u535a\u5ba2\"],\"inLanguage\":\"zh-SC\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/\",\"url\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/\",\"name\":\"SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4\",\"isPartOf\":{\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/05\/Screenshot-2026-05-20-152043.jpg\",\"datePublished\":\"2026-05-20T07:28:36+00:00\",\"dateModified\":\"2026-05-20T07:35:23+00:00\",\"description\":\"\u6bd4\u8f83 SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\uff0c\u5305\u62ec CPU\u3001GPU\u3001\u5185\u5b58\u3001\u80fd\u8017\u3001\u6210\u672c\u53ca\u90e8\u7f72\u5dee\u5f02\uff0c\u52a9\u529b\u9ad8\u6548 AI \u90e8\u7f72\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#breadcrumb\"},\"inLanguage\":\"zh-SC\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-SC\",\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#primaryimage\",\"url\":\"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/05\/Screenshot-2026-05-20-152043.jpg\",\"contentUrl\":\"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/05\/Screenshot-2026-05-20-152043.jpg\",\"width\":612,\"height\":341,\"caption\":\"SLM\u4e0eLLM\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u6bd4\u8f83\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.varidata.com\/zh-cn\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/#website\",\"url\":\"https:\/\/www.varidata.com\/zh-cn\/\",\"name\":\"Varidata Limited\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.varidata.com\/zh-cn\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-SC\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/#organization\",\"name\":\"Varidata\",\"url\":\"https:\/\/www.varidata.com\/zh-cn\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-SC\",\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.varidata.com\/wp-content\/uploads\/2021\/09\/varidata_logo_white_-748x480_hor_web-1.png\",\"contentUrl\":\"https:\/\/www.varidata.com\/wp-content\/uploads\/2021\/09\/varidata_logo_white_-748x480_hor_web-1.png\",\"width\":248,\"height\":94,\"caption\":\"Varidata\"},\"image\":{\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/person\/8fe12b0dd65fd2ba7ccf0dea7d14de6c\",\"name\":\"Amy Yan\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-SC\",\"@id\":\"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/087e2e5704ab9b17ce8a5ebfda282b5f9d46ea62ff6c00f7b19ef4d6ce4e83aa?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/087e2e5704ab9b17ce8a5ebfda282b5f9d46ea62ff6c00f7b19ef4d6ce4e83aa?s=96&d=mm&r=g\",\"caption\":\"Amy Yan\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4","description":"\u6bd4\u8f83 SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\uff0c\u5305\u62ec CPU\u3001GPU\u3001\u5185\u5b58\u3001\u80fd\u8017\u3001\u6210\u672c\u53ca\u90e8\u7f72\u5dee\u5f02\uff0c\u52a9\u529b\u9ad8\u6548 AI \u90e8\u7f72\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/","og_locale":"zh_CN","og_type":"article","og_title":"SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4","og_url":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/","og_site_name":"Varidata Limited","article_published_time":"2026-05-20T07:28:36+00:00","article_modified_time":"2026-05-20T07:35:23+00:00","og_image":[{"width":612,"height":341,"url":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/05\/Screenshot-2026-05-20-152043.jpg","type":"image\/jpeg"}],"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#article","isPartOf":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/"},"author":"Varidata","headline":"SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4","datePublished":"2026-05-20T07:28:36+00:00","dateModified":"2026-05-20T07:35:23+00:00","mainEntityOfPage":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/"},"wordCount":213,"publisher":{"@id":"https:\/\/www.varidata.com\/zh-cn\/#organization"},"image":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#primaryimage"},"thumbnailUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/05\/Screenshot-2026-05-20-152043.jpg","articleSection":["Varidata \u5b98\u65b9\u535a\u5ba2"],"inLanguage":"zh-SC"},{"@type":"WebPage","@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/","url":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/","name":"SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4","isPartOf":{"@id":"https:\/\/www.varidata.com\/zh-cn\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#primaryimage"},"image":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#primaryimage"},"thumbnailUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/05\/Screenshot-2026-05-20-152043.jpg","datePublished":"2026-05-20T07:28:36+00:00","dateModified":"2026-05-20T07:35:23+00:00","description":"\u6bd4\u8f83 SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\uff0c\u5305\u62ec CPU\u3001GPU\u3001\u5185\u5b58\u3001\u80fd\u8017\u3001\u6210\u672c\u53ca\u90e8\u7f72\u5dee\u5f02\uff0c\u52a9\u529b\u9ad8\u6548 AI \u90e8\u7f72\u3002","breadcrumb":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#breadcrumb"},"inLanguage":"zh-SC","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/"]}]},{"@type":"ImageObject","inLanguage":"zh-SC","@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#primaryimage","url":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/05\/Screenshot-2026-05-20-152043.jpg","contentUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/05\/Screenshot-2026-05-20-152043.jpg","width":612,"height":341,"caption":"SLM\u4e0eLLM\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u6bd4\u8f83"},{"@type":"BreadcrumbList","@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/comparing-server-resource-usage-of-slms-and-llms\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.varidata.com\/zh-cn\/"},{"@type":"ListItem","position":2,"name":"SLM \u4e0e LLM \u7684\u670d\u52a1\u5668\u8d44\u6e90\u4f7f\u7528\u5bf9\u6bd4"}]},{"@type":"WebSite","@id":"https:\/\/www.varidata.com\/zh-cn\/#website","url":"https:\/\/www.varidata.com\/zh-cn\/","name":"Varidata Limited","description":"","publisher":{"@id":"https:\/\/www.varidata.com\/zh-cn\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.varidata.com\/zh-cn\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-SC"},{"@type":"Organization","@id":"https:\/\/www.varidata.com\/zh-cn\/#organization","name":"Varidata","url":"https:\/\/www.varidata.com\/zh-cn\/","logo":{"@type":"ImageObject","inLanguage":"zh-SC","@id":"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/logo\/image\/","url":"https:\/\/www.varidata.com\/wp-content\/uploads\/2021\/09\/varidata_logo_white_-748x480_hor_web-1.png","contentUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2021\/09\/varidata_logo_white_-748x480_hor_web-1.png","width":248,"height":94,"caption":"Varidata"},"image":{"@id":"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/person\/8fe12b0dd65fd2ba7ccf0dea7d14de6c","name":"Amy Yan","image":{"@type":"ImageObject","inLanguage":"zh-SC","@id":"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/087e2e5704ab9b17ce8a5ebfda282b5f9d46ea62ff6c00f7b19ef4d6ce4e83aa?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/087e2e5704ab9b17ce8a5ebfda282b5f9d46ea62ff6c00f7b19ef4d6ce4e83aa?s=96&d=mm&r=g","caption":"Amy Yan"}}]}},"_links":{"self":[{"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/posts\/32618","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/comments?post=32618"}],"version-history":[{"count":3,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/posts\/32618\/revisions"}],"predecessor-version":[{"id":32635,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/posts\/32618\/revisions\/32635"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/media\/32615"}],"wp:attachment":[{"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/media?parent=32618"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/categories?post=32618"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/tags?post=32618"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}