{"id":102386,"date":"2026-09-08T16:16:58","date_gmt":"2026-09-08T08:16:58","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/102386.html"},"modified":"2026-09-08T16:16:58","modified_gmt":"2026-09-08T08:16:58","slug":"minicpm5-2b-%e7%ab%af%e4%be%a7-agent-%e9%83%a8%e7%bd%b2%e5%ae%8c%e5%85%a8%e6%8c%87%e5%8d%97%ef%bc%9a2b-%e5%8f%82%e6%95%b0%e8%b7%91%e5%87%ba%e9%80%9a%e7%94%a8-agent-%e9%9b%8f%e5%bd%a2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/102386.html","title":{"rendered":"MiniCPM5-2B \u7aef\u4fa7 Agent \u90e8\u7f72\u5b8c\u5168\u6307\u5357\uff1a2B \u53c2\u6570\u8dd1\u51fa\u901a\u7528 Agent \u96cf\u5f62"},"content":{"rendered":"<h2>MiniCPM5-2B \u7aef\u4fa7 Agent \u90e8\u7f72\u5b8c\u5168\u6307\u5357&#xff1a;2B \u53c2\u6570\u8dd1\u51fa\u901a\u7528 Agent \u96cf\u5f62<\/h2>\n<p>2026\u5e749\u67088\u65e5&#xff0c;\u9762\u58c1\u667a\u80fd\u8054\u5408 OpenBMB \u5f00\u6e90\u793e\u533a\u6b63\u5f0f\u5f00\u6e90 MiniCPM5-2B\u300220\u4ebf\u53c2\u6570&#xff0c;INT4 \u91cf\u5316\u540e\u4ec5 1.2GB&#xff0c;AA \u699c\u5355 23 \u5206\u767b\u9876\u5168\u7403 4B \u4ee5\u4e0b\u5f00\u6e90\u6a21\u578b\u7b2c\u4e00&#xff0c;Agent \u80fd\u529b\u699c 20 \u5206\u65ad\u5c42\u9886\u5148\u3002\u672c\u6587\u624b\u628a\u624b\u6559\u4f60\u4ece\u96f6\u90e8\u7f72\u5230\u5b9e\u6d4b\u9a8c\u8bc1\u3002<\/p>\n<h3>\u4e00\u3001MiniCPM5-2B \u662f\u4ec0\u4e48&#xff1a;20\u4ebf\u53c2\u6570\u7684\u7aef\u4fa7 Agent \u57fa\u5ea7<\/h3>\n<p>MiniCPM5-2B \u662f\u9762\u58c1\u667a\u80fd\u300c\u5c0f\u94a2\u70ae\u300d\u7cfb\u5217\u7684\u6700\u65b0\u6210\u5458&#xff0c;\u53c2\u6570\u89c4\u6a21 20 \u4ebf&#xff08;2B&#xff09;&#xff0c;\u5b9a\u4f4d\u4e3a\u9ad8\u5bc6\u5ea6\u7aef\u4fa7\u8bed\u8a00\u57fa\u5ea7\u6a21\u578b\u3002<\/p>\n<p>\u6838\u5fc3\u80fd\u529b&#xff1a;<\/p>\n<ul>\n<li>\u5de5\u5177\u8c03\u7528&#xff1a;\u652f\u6301 Function Calling&#xff0c;\u53ef\u63a5\u5165\u5916\u90e8 API\u3001\u6587\u4ef6\u7cfb\u7edf<\/li>\n<li>\u6df1\u5ea6\u641c\u7d22&#xff1a;\u591a\u8f6e\u641c\u7d22 &#043; \u4fe1\u606f\u63d0\u53d6 &#043; \u7b54\u6848\u5408\u6210<\/li>\n<li>\u4ee3\u7801\u751f\u6210&#xff1a;\u4ee3\u7801\u63a8\u7406\u4e0e\u751f\u6210\u6548\u7387\u8f83\u524d\u4ee3\u63d0\u5347 2.4 \u500d<\/li>\n<li>\u957f\u6587\u672c\u5904\u7406&#xff1a;512K \u4e0a\u4e0b\u6587\u7a97\u53e3&#xff0c;\u5b9e\u6d4b 12.5 \u4e07 token \u4ecd\u53ef\u51c6\u786e\u53ec\u56de<\/li>\n<li>\u6df7\u5408\u601d\u8003&#xff1a;\u5feb\u901f\u6a21\u5f0f\u5ef6\u8fdf &lt;50ms&#xff0c;\u6df1\u5ea6\u6a21\u5f0f 500-800ms<\/li>\n<\/ul>\n<p>\u8bad\u7ec3\u4f53\u7cfb&#xff1a;<\/p>\n<table>\n<tr>\u9636\u6bb5\u89c4\u6a21\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>Agent Midtraining<\/td>\n<td>200B tokens<\/td>\n<td>\u901a\u7528\u77e5\u8bc6\u4e0e Agent \u80fd\u529b\u57fa\u7840\u8bad\u7ec3<\/td>\n<\/tr>\n<tr>\n<td>Agent SFT<\/td>\n<td>100\u4e07&#043;\u8f68\u8ff9<\/td>\n<td>\u8986\u76d6\u5de5\u5177\u8c03\u7528\u3001Search\u3001CodeAgent\u3001General Agent<\/td>\n<\/tr>\n<tr>\n<td>Agent RL<\/td>\n<td>JustRL II \u7b56\u7565<\/td>\n<td>GRPO &#043; Critic \u8bcd\u5143\u7ea7\u4fe1\u7528\u5206\u914d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e0e 5 \u6708\u5e95\u5f00\u6e90\u7684 MiniCPM5-1B \u4e0d\u540c&#xff0c;2B \u7248\u672c\u5728 7 \u6708 WAIC 2026 \u4e0a\u9996\u6b21\u4eae\u76f8\u4f46\u672a\u5f00\u6e90&#xff0c;\u5f00\u53d1\u8005\u5728 HuggingFace \u4e0a\u8ffd\u95ee\u4e24\u4e2a\u6708\u540e&#xff0c;9 \u6708 8 \u65e5\u6b63\u5f0f\u653e\u51fa\u3002<\/p>\n<h3>\u4e8c\u3001\u699c\u5355\u6570\u636e&#xff1a;\u51ed\u4ec0\u4e48 2B \u80fd\u6253\u8d62 12B<\/h3>\n<h4>2.1 AA Intelligence Index \u7efc\u5408\u699c<\/h4>\n<p>Artificial Analysis \u6743\u5a01\u8bc4\u6d4b\u4e2d&#xff0c;MiniCPM5-2B \u4ee5 23 \u5206\u4f4d\u5217\u5168\u7403 4B \u4ee5\u4e0b\u5f00\u6e90\u6a21\u578b\u7b2c\u4e00&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578b\u53c2\u6570\u91cfAA \u667a\u80fd\u6307\u6570\u6392\u540d<\/tr>\n<tbody>\n<tr>\n<td>MiniCPM5-2B<\/td>\n<td>2B<\/td>\n<td>23<\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>Gemma 4 12B<\/td>\n<td>12B<\/td>\n<td>22<\/td>\n<td>2<\/td>\n<\/tr>\n<tr>\n<td>Qwen3.5 9B<\/td>\n<td>9B<\/td>\n<td>22<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>Qwen3.5 4B<\/td>\n<td>4B<\/td>\n<td>20<\/td>\n<td>4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u53c2\u6570\u91cf\u662f Gemma 4 12B \u7684\u516d\u5206\u4e4b\u4e00&#xff0c;\u5206\u6570\u53cd\u800c\u66f4\u9ad8\u3002\u8fd9\u5c31\u662f\u9762\u58c1\u667a\u80fd\u300c\u5bc6\u5ea6\u5b9a\u5f8b\u300d\u7684\u6700\u65b0\u5370\u8bc1&#xff1a;\u8fbe\u5230\u7279\u5b9a\u667a\u80fd\u6c34\u5e73\u7684\u6a21\u578b\u53c2\u6570\u91cf\u6bcf 3.5 \u4e2a\u6708\u51cf\u534a\u3002<\/p>\n<h4>2.2 Agentic Index \u667a\u80fd\u4f53\u699c&#xff08;\u65ad\u5c42\u9886\u5148&#xff09;<\/h4>\n<table>\n<tr>\u6a21\u578b\u53c2\u6570\u91cfAgentic Index<\/tr>\n<tbody>\n<tr>\n<td>MiniCPM5-2B<\/td>\n<td>2B<\/td>\n<td>20<\/td>\n<\/tr>\n<tr>\n<td>Granite 4.2 8B<\/td>\n<td>8B<\/td>\n<td>9<\/td>\n<\/tr>\n<tr>\n<td>Qwen3.5 9B<\/td>\n<td>9B<\/td>\n<td>7<\/td>\n<\/tr>\n<tr>\n<td>gpt-oss-20b<\/td>\n<td>20B<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>\u540c\u7ea7 2B-3B \u6a21\u578b<\/td>\n<td>2-3B<\/td>\n<td>2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>20 \u5206 vs \u7b2c\u4e8c\u540d 9 \u5206&#xff0c;\u5dee\u8ddd\u8d85\u8fc7\u4e00\u500d\u3002\u540c\u7ea7 2B-3B \u6a21\u578b\u666e\u904d\u53ea\u6709 2 \u5206&#xff0c;\u8fd9\u662f\u7aef\u4fa7\u6a21\u578b\u9996\u6b21\u5728\u901a\u7528 Agent \u80fd\u529b\u4e0a\u5c55\u73b0\u51fa\u53ef\u7528\u96cf\u5f62\u3002<\/p>\n<h4>2.3 GDPval-AA v2 \u771f\u5b9e\u5de5\u4f5c\u4efb\u52a1\u699c<\/h4>\n<p>\u4ee5\u4eba\u7c7b\u57fa\u7ebf 1000 \u5206\u4e3a\u951a\u70b9\u7684 Elo \u8bc4\u5206&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578bGDPval-AA v2\u4e0e\u4eba\u7c7b\u5dee\u8ddd<\/tr>\n<tbody>\n<tr>\n<td>MiniCPM5-2B<\/td>\n<td>891<\/td>\n<td>-109<\/td>\n<\/tr>\n<tr>\n<td>Granite 4.2 8B<\/td>\n<td>702<\/td>\n<td>-298<\/td>\n<\/tr>\n<tr>\n<td>Granite 4.2 3B<\/td>\n<td>325<\/td>\n<td>-675<\/td>\n<\/tr>\n<tr>\n<td>Ministral 3 3B<\/td>\n<td>286<\/td>\n<td>-714<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>MiniCPM5-2B \u662f\u6240\u6709\u53c2\u8bc4\u6a21\u578b\u4e2d\u6700\u63a5\u8fd1\u4eba\u7c7b\u6c34\u5e73\u7684\u4e00\u4e2a&#xff0c;\u9886\u5148\u7b2c\u4e8c\u540d\u8fd1 190 \u5206\u3002<\/p>\n<h4>2.4 \u63a8\u7406\u6548\u7387&#xff1a;\u4e0d\u9760\u5806 token \u6362\u5206\u6570<\/h4>\n<p>\u5b8c\u6210\u540c\u6837\u4efb\u52a1&#xff0c;MiniCPM5-2B \u5e73\u5747\u4ec5\u6d88\u8017 21K \u8f93\u51fa token&#xff08;\u63a8\u7406 14K &#043; \u56de\u7b54 7K&#xff09;&#xff0c;\u5168\u573a\u6700\u4f4e\u4e00\u6863\u3002\u4f5c\u4e3a\u5bf9\u6bd4&#xff0c;Qwen3.5 9B \u9700\u8981 34K&#xff0c;Granite 4.2 8B \u9700\u8981 26K\u3002\u5bf9\u7aef\u4fa7\u90e8\u7f72\u6765\u8bf4&#xff0c;\u66f4\u5c11\u7684 token \u610f\u5473\u7740\u66f4\u5feb\u7684\u54cd\u5e94\u548c\u66f4\u4f4e\u7684\u529f\u8017\u3002<\/p>\n<p>\u7efc\u5408 benchmark \u5e73\u5747\u5206 53.9&#xff0c;\u540c\u7ea7\u7b2c\u4e8c\u540d\u4ec5 33.2&#xff0c;\u751a\u81f3\u8d85\u8fc7\u4e86\u53c2\u6570\u91cf\u7ffb\u500d\u7684 Qwen3.5-4B&#xff08;51.1&#xff09;\u3002<\/p>\n<h3>\u4e09\u3001\u786c\u4ef6\u9700\u6c42&#xff1a;\u6700\u4f4e\u4ec0\u4e48\u914d\u7f6e\u80fd\u8dd1<\/h3>\n<p>MiniCPM5-2B \u7684\u7aef\u4fa7\u5b9a\u4f4d\u610f\u5473\u7740\u786c\u4ef6\u95e8\u69db\u6781\u4f4e&#xff1a;<\/p>\n<table>\n<tr>\u90e8\u7f72\u65b9\u5f0f\u91cf\u5316\u6a21\u578b\u4f53\u79ef\u6700\u4f4e\u5185\u5b58\u63a8\u8350\u914d\u7f6e<\/tr>\n<tbody>\n<tr>\n<td>INT4 \u91cf\u5316<\/td>\n<td>Q4_K_M<\/td>\n<td>~1.2GB<\/td>\n<td>4GB<\/td>\n<td>8GB \u5185\u5b58<\/td>\n<\/tr>\n<tr>\n<td>INT8 \u91cf\u5316<\/td>\n<td>Q8_0<\/td>\n<td>~2.5GB<\/td>\n<td>8GB<\/td>\n<td>16GB \u5185\u5b58<\/td>\n<\/tr>\n<tr>\n<td>FP16 \u5168\u7cbe\u5ea6<\/td>\n<td>\u65e0<\/td>\n<td>~5.0GB<\/td>\n<td>12GB<\/td>\n<td>16GB&#043; \u6216 GPU 8GB&#043;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u786c\u4ef6\u9002\u914d\u751f\u6001&#xff08;9 \u6b3e AI \u82af\u7247 &#043; \u591a\u5e73\u53f0&#xff09;&#xff1a;<\/p>\n<ul>\n<li>NVIDIA GPU&#xff1a;20 \u7cfb\u53ca\u4ee5\u4e0a&#xff08;CUDA \u52a0\u901f&#xff09;<\/li>\n<li>Intel&#xff1a;\u9177\u777f Ultra \u7cfb\u5217 XPU \u5168\u5f02\u6784\u7b97\u529b&#xff08;CPU&#043;GPU&#043;NPU&#xff09;&#xff0c;\u901a\u8fc7 OpenVINO \u4f18\u5316<\/li>\n<li>AMD&#xff1a;ROCm \u652f\u6301<\/li>\n<li>ARM \u7aef\u4fa7&#xff1a;\u745e\u82af\u5fae\u3001\u8054\u53d1\u79d1\u5929\u7391\u7cfb\u5217<\/li>\n<li>\u56fd\u4ea7\u82af\u7247&#xff1a;\u534e\u4e3a\u6607\u817e\u3001\u6d77\u5149\u3001\u6606\u4ed1\u82af\u7b49<\/li>\n<li>\u7eaf CPU&#xff1a;\u9762\u58c1\u81ea\u7814 arclight \u6846\u67b6&#xff0c;Intel\/AMD CPU \u5747\u53ef\u8fd0\u884c<\/li>\n<\/ul>\n<p>\u5173\u952e\u7ed3\u8bba&#xff1a;4GB \u5185\u5b58\u7684\u7535\u8111\u5c31\u80fd\u8dd1 INT4 \u91cf\u5316\u7248&#xff0c;\u4e0d\u9700\u8981\u72ec\u7acb\u663e\u5361\u3002\u8fd9\u5bf9\u300c\u7aef\u4fa7 Agent\u300d\u7684\u666e\u53ca\u610f\u4e49\u91cd\u5927\u2014\u2014\u4f60\u7684\u65e7\u7b14\u8bb0\u672c\u4e5f\u80fd\u6210\u4e3a\u672c\u5730 AI \u52a9\u624b\u3002<\/p>\n<h3>\u56db\u3001\u65b9\u5f0f\u4e00&#xff1a;Ollama \u4e00\u952e\u90e8\u7f72&#xff08;\u6700\u7b80\u5355&#xff09;<\/h3>\n<p>Ollama \u662f\u76ee\u524d\u6700\u7b80\u5355\u7684\u672c\u5730\u5927\u6a21\u578b\u90e8\u7f72\u65b9\u6848&#xff0c;\u4e09\u6761\u547d\u4ee4\u641e\u5b9a\u3002<\/p>\n<h4>4.1 \u5b89\u88c5 Ollama<\/h4>\n<p>Windows&#xff1a;<\/p>\n<p><span class=\"token function\">irm<\/span> https:<span class=\"token operator\">\/<\/span><span class=\"token operator\">\/<\/span>ollama<span class=\"token punctuation\">.<\/span>com\/install<span class=\"token punctuation\">.<\/span>ps1 <span class=\"token punctuation\">|<\/span> <span class=\"token function\">iex<\/span><\/p>\n<p>macOS \/ Linux&#xff1a;<\/p>\n<p><span class=\"token function\">curl<\/span> <span class=\"token parameter variable\">-fsSL<\/span> https:\/\/ollama.com\/install.sh <span class=\"token operator\">|<\/span> <span class=\"token function\">sh<\/span><\/p>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\u9a8c\u8bc1&#xff1a;<\/p>\n<p>ollama <span class=\"token parameter variable\">&#8211;version<\/span><\/p>\n<h4>4.2 \u62c9\u53d6\u5e76\u8fd0\u884c MiniCPM5-2B<\/h4>\n<p>ollama run minicpm5:2b<\/p>\n<p>\u9996\u6b21\u8fd0\u884c\u4f1a\u81ea\u52a8\u4e0b\u8f7d\u6a21\u578b\u3002\u5982\u679c Ollama \u5e93\u5c1a\u672a\u6536\u5f55&#xff0c;\u53ef\u624b\u52a8\u5bfc\u5165 GGUF \u6587\u4ef6&#xff08;\u89c1\u4e0b\u4e00\u8282&#xff09;\u3002<\/p>\n<h4>4.3 \u624b\u52a8\u5bfc\u5165 GGUF&#xff08;Ollama \u5e93\u672a\u6536\u5f55\u65f6&#xff09;<\/h4>\n<p>\u4ece ModelScope \u4e0b\u8f7d GGUF \u91cf\u5316\u6587\u4ef6\u540e&#xff0c;\u521b\u5efa Modelfile&#xff1a;<\/p>\n<p>FROM .\/minicpm5-2b-q4_k_m.gguf<\/p>\n<p>PARAMETER num_ctx 32768<br \/>\nPARAMETER temperature 0.7<br \/>\nPARAMETER top_p 0.8<\/p>\n<p>TEMPLATE &#034;&#034;&#034;{{ .System }}<br \/>\n&lt;\u7528\u6237&gt;: {{ .Prompt }}<br \/>\n&lt;\u52a9\u624b&gt;: &#034;&#034;&#034;<\/p>\n<p>SYSTEM &#034;\u4f60\u662f MiniCPM5-2B&#xff0c;\u4e00\u4e2a\u7531\u9762\u58c1\u667a\u80fd\u8bad\u7ec3\u7684\u7aef\u4fa7 AI \u52a9\u624b\u3002&#034;<\/p>\n<p>\u5bfc\u5165\u5e76\u8fd0\u884c&#xff1a;<\/p>\n<p>ollama create minicpm5-2b <span class=\"token parameter variable\">-f<\/span> Modelfile<br \/>\nollama run minicpm5-2b<\/p>\n<h4>4.4 \u901a\u8fc7 API \u8c03\u7528<\/h4>\n<p>Ollama \u9ed8\u8ba4\u5728 11434 \u7aef\u53e3\u63d0\u4f9b OpenAI \u517c\u5bb9 API&#xff1a;<\/p>\n<p><span class=\"token function\">curl<\/span> http:\/\/localhost:11434\/api\/chat <span class=\"token parameter variable\">-d<\/span> <span class=\"token string\">&#039;{<br \/>\n  &#034;model&#034;: &#034;minicpm5:2b&#034;,<br \/>\n  &#034;messages&#034;: [{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;\u7528 Python \u5199\u4e00\u4e2a\u5feb\u901f\u6392\u5e8f&#034;}],<br \/>\n  &#034;stream&#034;: false<br \/>\n}&#039;<\/span><\/p>\n<p>Python \u8c03\u7528&#xff1a;<\/p>\n<p><span class=\"token keyword\">from<\/span> ollama <span class=\"token keyword\">import<\/span> chat<\/p>\n<p>response <span class=\"token operator\">&#061;<\/span> chat<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;minicpm5:2b&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;role&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;user&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;content&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;\u89e3\u91ca\u4ec0\u4e48\u662f Agent \u7684\u5de5\u5177\u8c03\u7528&#039;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;message&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;content&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>\u4e94\u3001\u65b9\u5f0f\u4e8c&#xff1a;llama.cpp \u624b\u52a8\u90e8\u7f72&#xff08;\u6700\u7075\u6d3b&#xff09;<\/h3>\n<p>llama.cpp \u662f C&#043;&#043; \u5b9e\u73b0\u7684\u9ad8\u6027\u80fd\u63a8\u7406\u5f15\u64ce&#xff0c;\u652f\u6301\u5168\u5e73\u53f0\u548c\u5404\u7c7b\u91cf\u5316\u65b9\u6848\u3002<\/p>\n<h4>5.1 \u7f16\u8bd1\u5b89\u88c5<\/h4>\n<p><span class=\"token function\">git<\/span> clone https:\/\/github.com\/ggerganov\/llama.cpp<br \/>\n<span class=\"token builtin class-name\">cd<\/span> llama.cpp<br \/>\n<span class=\"token function\">make<\/span> <span class=\"token assign-left variable\">GGUF_CUDA<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span>  <span class=\"token comment\"># \u6709 NVIDIA \u663e\u5361\u52a0\u6b64\u53c2\u6570&#xff0c;\u7eaf CPU \u53bb\u6389<\/span><\/p>\n<h4>5.2 \u4e0b\u8f7d GGUF \u91cf\u5316\u6a21\u578b<\/h4>\n<p>\u56fd\u5185\u7528\u6237\u63a8\u8350\u4ece ModelScope \u4e0b\u8f7d&#xff08;\u901f\u5ea6\u5feb&#xff09;&#xff1a;<\/p>\n<p>pip <span class=\"token function\">install<\/span> modelscope<\/p>\n<p>python <span class=\"token parameter variable\">-c<\/span> <span class=\"token string\">&#034;<br \/>\nfrom modelscope import snapshot_download<br \/>\nsnapshot_download(&#039;openbmb\/MiniCPM5-2B-GGUF&#039;,<br \/>\n                   cache_dir&#061;&#039;.\/models&#039;)<br \/>\n&#034;<\/span><\/p>\n<p>\u6216\u8005\u4ece HuggingFace \u4e0b\u8f7d&#xff08;\u9700\u79d1\u5b66\u4e0a\u7f51&#xff09;&#xff1a;<\/p>\n<p>pip <span class=\"token function\">install<\/span> huggingface_hub<\/p>\n<p>python <span class=\"token parameter variable\">-c<\/span> <span class=\"token string\">&#034;<br \/>\nfrom huggingface_hub import snapshot_download<br \/>\nsnapshot_download(&#039;openbmb\/MiniCPM5-2B-GGUF&#039;,<br \/>\n                  cache_dir&#061;&#039;.\/models&#039;)<br \/>\n&#034;<\/span><\/p>\n<p>\u4e0b\u8f7d\u5b8c\u6210\u540e\u5728 models \u76ee\u5f55\u627e\u5230 .gguf \u6587\u4ef6&#xff0c;\u63a8\u8350\u4f7f\u7528 Q4_K_M \u91cf\u5316\u7248\u672c&#xff08;\u4f53\u79ef\u4e0e\u8d28\u91cf\u6700\u4f73\u5e73\u8861&#xff09;\u3002<\/p>\n<h4>5.3 \u542f\u52a8\u63a8\u7406<\/h4>\n<p>.\/llama-server <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-m<\/span> .\/models\/minicpm5-2b-q4_k_m.gguf <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-c<\/span> <span class=\"token number\">32768<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-n<\/span> <span class=\"token number\">512<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;port<\/span> <span class=\"token number\">8080<\/span><\/p>\n<p>\u53c2\u6570\u8bf4\u660e&#xff1a;<\/p>\n<ul>\n<li>-c 32768&#xff1a;\u4e0a\u4e0b\u6587\u7a97\u53e3\u8bbe\u4e3a 32K&#xff08;\u6309\u9700\u8c03\u6574&#xff0c;\u6700\u9ad8\u53ef\u5230 512K \u4f46\u663e\u5b58\u5360\u7528\u5927&#xff09;<\/li>\n<li>-n 512&#xff1a;\u5355\u6b21\u751f\u6210\u6700\u5927 token \u6570<\/li>\n<li>&#8211;port 8080&#xff1a;API \u670d\u52a1\u7aef\u53e3<\/li>\n<\/ul>\n<p>\u542f\u52a8\u540e\u8bbf\u95ee http:\/\/localhost:8080 \u5373\u53ef\u5bf9\u8bdd&#xff0c;\u4e5f\u652f\u6301 OpenAI \u517c\u5bb9 API \u8c03\u7528\u3002<\/p>\n<h4>5.4 \u7eaf\u547d\u4ee4\u884c\u5bf9\u8bdd<\/h4>\n<p>.\/llama-cli <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-m<\/span> .\/models\/minicpm5-2b-q4_k_m.gguf <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-c<\/span> <span class=\"token number\">4096<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-p<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2a\u7aef\u4fa7 AI \u52a9\u624b\u3002\u8bf7\u7528\u4e2d\u6587\u56de\u7b54&#xff1a;MiniCPM5-2B \u7684 Agent \u80fd\u529b\u4f53\u73b0\u5728\u54ea\u4e9b\u65b9\u9762&#xff1f;&#034;<\/span><\/p>\n<h3>\u516d\u3001\u65b9\u5f0f\u4e09&#xff1a;vLLM \/ SGLang \u9ad8\u6027\u80fd\u90e8\u7f72<\/h3>\n<p>\u9002\u5408\u6709 GPU \u670d\u52a1\u5668\u3001\u9700\u8981\u9ad8\u5e76\u53d1\u573a\u666f\u7684\u5f00\u53d1\u8005\u3002<\/p>\n<h4>6.1 vLLM \u90e8\u7f72<\/h4>\n<p>pip <span class=\"token function\">install<\/span> vllm<\/p>\n<p>vllm serve openbmb\/MiniCPM5-2B <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;port<\/span> <span class=\"token number\">8000<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  &#8211;max-model-len <span class=\"token number\">32768<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  &#8211;gpu-memory-utilization <span class=\"token number\">0.9<\/span><\/p>\n<p>vLLM \u4f18\u52bf\u5728\u4e8e PagedAttention \u548c\u8fde\u7eed\u6279\u5904\u7406&#xff0c;\u9002\u5408\u591a\u7528\u6237\u5e76\u53d1\u8c03\u7528\u3002MiniCPM5-2B \u53ea\u6709 2B \u53c2\u6570&#xff0c;\u5373\u4f7f\u662f 4GB \u663e\u5b58\u7684\u5165\u95e8\u7ea7 GPU \u4e5f\u80fd\u8dd1\u3002<\/p>\n<h4>6.2 SGLang \u90e8\u7f72<\/h4>\n<p>pip <span class=\"token function\">install<\/span> sglang<\/p>\n<p>python <span class=\"token parameter variable\">-m<\/span> sglang.launch_server <span class=\"token punctuation\">\\\\<\/span><br \/>\n  &#8211;model-path openbmb\/MiniCPM5-2B <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;port<\/span> <span class=\"token number\">30000<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  &#8211;context-length <span class=\"token number\">32768<\/span><\/p>\n<p>SGLang \u5728 Agent \u573a\u666f\u4e0b\u6709\u9488\u5bf9\u6027\u4f18\u5316&#xff0c;\u652f\u6301\u7ea6\u675f\u89e3\u7801\u548c\u524d\u7f00\u7f13\u5b58&#xff0c;\u9002\u5408\u9700\u8981\u5927\u91cf\u7ed3\u6784\u5316\u8f93\u51fa&#xff08;JSON&#xff09;\u7684 Agent \u4efb\u52a1\u3002<\/p>\n<h3>\u4e03\u3001\u65b9\u5f0f\u56db&#xff1a;LM Studio \u56fe\u5f62\u754c\u9762\u90e8\u7f72&#xff08;\u96f6\u547d\u4ee4\u884c&#xff09;<\/h3>\n<p>\u5982\u679c\u4f60\u4e0d\u60f3\u78b0\u547d\u4ee4\u884c&#xff0c;LM Studio \u662f\u6700\u53cb\u597d\u7684\u65b9\u6848\u3002<\/p>\n<li>\u5230 lmstudio.ai \u4e0b\u8f7d\u5b89\u88c5<\/li>\n<li>\u6253\u5f00\u540e\u5728\u641c\u7d22\u680f\u8f93\u5165 MiniCPM5 \u6216 minicpm5<\/li>\n<li>\u9009\u62e9 2B \u7248\u672c&#xff0c;\u70b9\u51fb Download&#xff08;LM Studio \u4f1a\u81ea\u52a8\u6839\u636e\u4f60\u7684\u673a\u5668\u914d\u7f6e\u63a8\u8350\u5408\u9002\u7684\u91cf\u5316\u7248\u672c&#xff09;<\/li>\n<li>\u4e0b\u8f7d\u5b8c\u6210\u540e\u5728 Chat \u6807\u7b7e\u9875\u76f4\u63a5\u5bf9\u8bdd<\/li>\n<li>\u5728 Local Server \u6807\u7b7e\u9875\u53ef\u4ee5\u4e00\u952e\u5f00\u542f OpenAI \u517c\u5bb9 API \u670d\u52a1<\/li>\n<p>LM Studio \u5e95\u5c42\u57fa\u4e8e llama.cpp&#xff0c;\u6027\u80fd\u4e0e\u624b\u52a8\u7f16\u8bd1\u7248\u63a5\u8fd1&#xff0c;\u4f46\u7701\u53bb\u4e86\u6240\u6709\u73af\u5883\u914d\u7f6e\u6b65\u9aa4\u3002<\/p>\n<h3>\u516b\u3001Agent \u80fd\u529b\u5b9e\u6d4b&#xff1a;\u5de5\u5177\u8c03\u7528 &#043; \u6587\u4ef6\u64cd\u4f5c<\/h3>\n<p>MiniCPM5-2B \u7684\u6838\u5fc3\u5356\u70b9\u662f\u7aef\u4fa7 Agent \u80fd\u529b\u3002\u4e0b\u9762\u7528\u4e00\u4e2a\u5b9e\u9645\u4f8b\u5b50\u9a8c\u8bc1\u3002<\/p>\n<h4>8.1 \u63a5\u5165\u78c1\u76d8\u5de5\u5177<\/h4>\n<p>\u7ed9\u6a21\u578b\u63d0\u4f9b 4 \u4e2a\u6587\u4ef6\u64cd\u4f5c\u5de5\u5177&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">from<\/span> openai <span class=\"token keyword\">import<\/span> OpenAI<\/p>\n<p>client <span class=\"token operator\">&#061;<\/span> OpenAI<span class=\"token punctuation\">(<\/span>base_url<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;http:\/\/localhost:8080\/v1&#034;<\/span><span class=\"token punctuation\">,<\/span> api_key<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;none&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>tools <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;name&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;list_dir&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5217\u51fa\u6307\u5b9a\u76ee\u5f55\u4e0b\u7684\u6587\u4ef6&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;parameters&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;properties&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;path&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u76ee\u5f55\u8def\u5f84&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;required&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;path&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;name&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;read_file&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;parameters&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;properties&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;path&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6587\u4ef6\u8def\u5f84&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;required&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;path&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;name&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;write_file&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5199\u5165\u6587\u4ef6&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;parameters&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;properties&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;path&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6587\u4ef6\u8def\u5f84&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5199\u5165\u5185\u5bb9&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;required&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;path&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;name&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;search_files&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6309\u5173\u952e\u8bcd\u641c\u7d22\u6587\u4ef6&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;parameters&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;properties&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;directory&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u641c\u7d22\u76ee\u5f55&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;keyword&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u641c\u7d22\u5173\u952e\u8bcd&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;required&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;directory&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;keyword&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<h4>8.2 \u6267\u884c Agent \u4efb\u52a1<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">execute_agent_task<\/span><span class=\"token punctuation\">(<\/span>task_prompt<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    messages <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2a\u7aef\u4fa7\u6587\u4ef6\u7ba1\u7406 Agent\u3002\u4f60\u53ef\u4ee5\u8c03\u7528\u5de5\u5177\u6765\u8bfb\u53d6\u3001\u5199\u5165\u548c\u641c\u7d22\u6587\u4ef6\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> task_prompt<span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><\/p>\n<p>    response <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n        model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;minicpm5-2b&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        messages<span class=\"token operator\">&#061;<\/span>messages<span class=\"token punctuation\">,<\/span><br \/>\n        tools<span class=\"token operator\">&#061;<\/span>tools<span class=\"token punctuation\">,<\/span><br \/>\n        temperature<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.3<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    msg <span class=\"token operator\">&#061;<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<\/p>\n<p>    <span class=\"token comment\"># \u5982\u679c\u6a21\u578b\u51b3\u5b9a\u8c03\u7528\u5de5\u5177<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> msg<span class=\"token punctuation\">.<\/span>tool_calls<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> call <span class=\"token keyword\">in<\/span> msg<span class=\"token punctuation\">.<\/span>tool_calls<span class=\"token punctuation\">:<\/span><br \/>\n            func_name <span class=\"token operator\">&#061;<\/span> call<span class=\"token punctuation\">.<\/span>function<span class=\"token punctuation\">.<\/span>name<br \/>\n            args <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>call<span class=\"token punctuation\">.<\/span>function<span class=\"token punctuation\">.<\/span>arguments<span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\"># \u6267\u884c\u5de5\u5177<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> func_name <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;list_dir&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                result <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>listdir<span class=\"token punctuation\">(<\/span>args<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;path&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">elif<\/span> func_name <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;read_file&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span>args<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;path&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;r&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n                    result <span class=\"token operator\">&#061;<\/span> f<span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">elif<\/span> func_name <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;write_file&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span>args<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;path&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;w&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n                    f<span class=\"token punctuation\">.<\/span>write<span class=\"token punctuation\">(<\/span>args<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                result <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u6587\u4ef6\u5199\u5165\u6210\u529f&#034;<\/span><br \/>\n            <span class=\"token keyword\">elif<\/span> func_name <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;search_files&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                result <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>f <span class=\"token keyword\">for<\/span> f <span class=\"token keyword\">in<\/span> os<span class=\"token punctuation\">.<\/span>listdir<span class=\"token punctuation\">(<\/span>args<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;directory&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                         <span class=\"token keyword\">if<\/span> args<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;keyword&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">in<\/span> f<span class=\"token punctuation\">]<\/span><\/p>\n<p>            <span class=\"token comment\"># \u5c06\u5de5\u5177\u7ed3\u679c\u9001\u56de\u6a21\u578b<\/span><br \/>\n            messages<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>msg<span class=\"token punctuation\">)<\/span><br \/>\n            messages<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;tool&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;tool_call_id&#034;<\/span><span class=\"token punctuation\">:<\/span> call<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6a21\u578b\u6839\u636e\u5de5\u5177\u7ed3\u679c\u751f\u6210\u6700\u7ec8\u56de\u590d<\/span><br \/>\n        final <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n            model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;minicpm5-2b&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            messages<span class=\"token operator\">&#061;<\/span>messages<span class=\"token punctuation\">,<\/span><br \/>\n            temperature<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.3<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> final<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<\/p>\n<p>    <span class=\"token keyword\">return<\/span> msg<span class=\"token punctuation\">.<\/span>content<\/p>\n<p><span class=\"token comment\"># \u6d4b\u8bd5&#xff1a;\u6545\u610f\u8bf4\u9519\u6587\u4ef6\u540d&#xff0c;\u770b\u6a21\u578b\u80fd\u5426\u81ea\u5df1\u627e\u5230<\/span><br \/>\nresult <span class=\"token operator\">&#061;<\/span> execute_agent_task<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;notes \u76ee\u5f55\u91cc\u6709\u4e2a meeting.md&#xff0c;\u5e2e\u6211\u6574\u7406\u6210\u4f1a\u8bae\u7eaa\u8981&#xff0c;\u5199\u5230 output\/\u7eaa\u8981.md&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u5b9e\u6d4b\u7ed3\u679c&#xff08;\u57fa\u4e8e\u516c\u5f00\u8bc4\u6d4b\u6570\u636e&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u6587\u4ef6\u4e0d\u5b58\u5728\u65f6&#xff0c;\u6a21\u578b\u4f1a\u4e3b\u52a8\u8c03\u7528 list_dir \u627e\u5230\u771f\u5b9e\u6587\u4ef6\u540d<\/li>\n<li>5 \u8f6e\u6d4b\u8bd5\u843d\u76d8\u6210\u529f\u7387 5\/5<\/li>\n<li>\u4f1a\u8bae\u8f6c\u5199\u7a3f\u538b\u7f29\u81f3\u7ea6 1\/4 \u7bc7\u5e45<\/li>\n<li>\u5e73\u5747\u5904\u7406\u901f\u5ea6 12 \u79d2\/\u8f6e<\/li>\n<li>\u672a\u6307\u5b9a\u8d1f\u8d23\u4eba\u7684\u5f85\u529e\u9879\u6807\u6ce8\u300c\u5f85\u5b9a\u300d&#xff0c;5\/5 \u672a\u7f16\u9020\u4eba\u540d<\/li>\n<\/ul>\n<h4>8.3 \u5e76\u53d1\u7ed3\u6784\u5316\u62bd\u53d6<\/h4>\n<p>\u53e6\u4e00\u4e2a\u5b9e\u6d4b\u573a\u666f&#xff1a;50 \u4efd\u5408\u6210\u7b80\u5386&#xff0c;16 \u8def\u5e76\u53d1\u7ed3\u6784\u5316\u62bd\u53d6&#xff0c;\u8dd1 3 \u8f6e&#xff1a;<\/p>\n<ul>\n<li>\u5355\u8f6e 23 \u79d2\u8dd1\u5b8c 50 \u4efd<\/li>\n<li>150 \u6b21\u8c03\u7528 JSON \u5408\u6cd5\u7387 150\/150<\/li>\n<li>\u5b57\u6bb5\u7ea7\u51c6\u786e\u7387 97.1%<\/li>\n<li>\u5b57\u6bb5\u7f3a\u5931\u65f6\u6b63\u786e\u8fd4\u56de null&#xff08;\u4f4e\u5e7b\u89c9&#xff09;<\/li>\n<\/ul>\n<h3>\u4e5d\u3001\u6df7\u5408\u601d\u8003\u6a21\u5f0f&#xff1a;\u5feb\u7b54\u4e0e\u6df1\u60f3\u7075\u6d3b\u5207\u6362<\/h3>\n<p>MiniCPM5-2B \u539f\u751f\u652f\u6301\u6df7\u5408\u601d\u8003&#xff08;Hybrid Thinking&#xff09;&#xff0c;\u53ef\u5728\u4e24\u79cd\u6a21\u5f0f\u95f4\u5207\u6362&#xff1a;<\/p>\n<p>\u5feb\u901f\u6a21\u5f0f&#xff08;Fast Mode&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u8df3\u8fc7\u601d\u7ef4\u94fe\u76f4\u63a5\u8f93\u51fa<\/li>\n<li>\u5ef6\u8fdf &lt;50ms<\/li>\n<li>\u9002\u5408\u7b80\u5355\u95ee\u7b54\u3001\u95f2\u804a\u3001\u5feb\u901f\u6458\u8981<\/li>\n<\/ul>\n<p>\u6df1\u5ea6\u6a21\u5f0f&#xff08;Deep Mode&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u542f\u7528\u5b8c\u6574\u601d\u7ef4\u94fe\u63a8\u7406<\/li>\n<li>\u5ef6\u8fdf 500-800ms<\/li>\n<li>\u9002\u5408\u6570\u5b66\u63a8\u7406\u3001\u4ee3\u7801\u751f\u6210\u3001\u590d\u6742 Agent \u4efb\u52a1<\/li>\n<\/ul>\n<p>\u5207\u6362\u65b9\u6cd5&#xff08;\u901a\u8fc7 system prompt \u6216\u53c2\u6570\u63a7\u5236&#xff09;&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u5feb\u901f\u6a21\u5f0f&#xff1a;\u4e0d\u8981\u6c42\u5c55\u793a\u63a8\u7406\u8fc7\u7a0b<\/span><br \/>\nmessages <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u76f4\u63a5\u56de\u7b54&#xff0c;\u4e0d\u9700\u8981\u63a8\u7406\u8fc7\u7a0b\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5317\u4eac\u7684\u4eba\u53e3\u662f\u591a\u5c11&#xff1f;&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token comment\"># \u6df1\u5ea6\u6a21\u5f0f&#xff1a;\u8981\u6c42\u5c55\u793a\u63a8\u7406\u8fc7\u7a0b<\/span><br \/>\nmessages <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u8bf7\u9010\u6b65\u63a8\u7406\u540e\u7ed9\u51fa\u7b54\u6848\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4e00\u4e2a\u6c34\u6c60\u6709\u4e24\u4e2a\u8fdb\u6c34\u7ba1&#xff0c;\u5355\u72ec\u5206\u522b\u9700\u8981 6 \u5c0f\u65f6\u548c 8 \u5c0f\u65f6\u6ce8\u6ee1&#xff0c;\u4e24\u4e2a\u7ba1\u540c\u65f6\u5f00\u9700\u8981\u591a\u4e45&#xff1f;&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p>\u7aef\u4fa7\u573a\u666f\u4e0b&#xff0c;\u8fd9\u4e2a\u8bbe\u8ba1\u5f88\u5b9e\u7528&#xff1a;\u65e5\u5e38\u5bf9\u8bdd\u7528\u5feb\u901f\u6a21\u5f0f\u7701\u7535\u7701\u65f6&#xff0c;\u590d\u6742\u4efb\u52a1\u5207\u6df1\u5ea6\u6a21\u5f0f\u4fdd\u8bc1\u51c6\u786e\u7387\u3002<\/p>\n<h3>\u5341\u3001\u957f\u6587\u672c\u5b9e\u6d4b&#xff1a;512K \u4e0a\u4e0b\u6587\u4e0d\u662f\u5671\u5934<\/h3>\n<p>\u5b98\u65b9\u6807\u79f0 512K \u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u5b9e\u6d4b\u60c5\u51b5&#xff1a;<\/p>\n<table>\n<tr>\u8f93\u5165\u957f\u5ea6\u53ec\u56de\u51c6\u786e\u7387\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>32K<\/td>\n<td>100%<\/td>\n<td>\u5b8c\u5168\u53ef\u7528<\/td>\n<\/tr>\n<tr>\n<td>64K<\/td>\n<td>100%<\/td>\n<td>\u5b8c\u5168\u53ef\u7528<\/td>\n<\/tr>\n<tr>\n<td>125K<\/td>\n<td>\u51c6\u786e\u53ec\u56de<\/td>\n<td>3.3\u4e07\u5b57\u5408\u540c15\u4e2a\u95ee\u9898\u5168\u5bf9&#xff0c;\u5176\u4e2d5\u9053\u539f\u6587\u65e0\u5173\u952e\u8bcd\u7684\u9898\u4e5f\u5168\u5bf9<\/td>\n<\/tr>\n<tr>\n<td>200K&#043;<\/td>\n<td>\u5f00\u5934\u548c\u7ed3\u5c3e\u8bb0\u4f4f&#xff0c;\u4e2d\u95f4\u6a21\u7cca<\/td>\n<td>\u9700\u8981\u538b\u7f29\u6216\u5206\u5757\u5904\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b9e\u9645\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>32K \u4ee5\u5185&#xff1a;\u653e\u5fc3\u7528&#xff0c;\u65e0\u9700\u4efb\u4f55\u5904\u7406<\/li>\n<li>32K-128K&#xff1a;\u53ef\u7528&#xff0c;\u5efa\u8bae\u5728 prompt \u672b\u5c3e\u91cd\u590d\u5173\u952e\u6307\u4ee4<\/li>\n<li>128K \u4ee5\u4e0a&#xff1a;\u5efa\u8bae\u5206\u5757\u5904\u7406\u6216\u7528 RAG \u65b9\u6848&#xff0c;\u4e0d\u8981\u76f4\u63a5\u585e\u8fdb\u53bb<\/li>\n<\/ul>\n<p>\u5bf9\u6bd4\u53c2\u8003&#xff1a;\u5373\u4fbf\u662f\u652f\u6301 1M \u4e0a\u4e0b\u6587\u7684 Claude&#xff0c;\u8d85\u8fc7 300K \u4e5f\u9700\u8981\u624b\u52a8\u538b\u7f29\u30022B \u6a21\u578b\u80fd\u5230 125K \u5df2\u7ecf\u8fdc\u8d85\u9884\u671f\u3002<\/p>\n<h3>\u5341\u4e00\u3001\u5f00\u6e90\u751f\u6001&#xff1a;\u4e0d\u6b62\u6743\u91cd&#xff0c;\u8fde\u8bad\u7ec3\u914d\u65b9\u90fd\u7ed9\u4e86<\/h3>\n<p>\u8fd9\u6b21\u5f00\u6e90\u7684\u4e0d\u4ec5\u662f\u6a21\u578b\u6743\u91cd&#xff0c;\u8fd8\u5305\u62ec\u5b8c\u6574\u7684\u8bad\u7ec3\u4f53\u7cfb&#xff1a;<\/p>\n<h4>11.1 \u56db\u4e2a\u6570\u636e\u96c6<\/h4>\n<table>\n<tr>\u6570\u636e\u96c6\u7528\u9014\u89c4\u6a21<\/tr>\n<tbody>\n<tr>\n<td>UltraX<\/td>\n<td>\u9884\u8bad\u7ec3\u6570\u636e\u6cbb\u7406<\/td>\n<td>0.6B \u5c0f\u6a21\u578b\u884c\u7ea7\u81ea\u52a8\u7f16\u8f91\u7f51\u9875\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td>UltraData-Code<\/td>\n<td>\u4ee3\u7801\u9884\u8bad\u7ec3<\/td>\n<td>L0-L3 \u5206\u7ea7&#xff0c;\u4ece 1.92 \u4ebf GitHub \u4ed3\u5e93\u9010\u7ea7\u7cbe\u70bc&#xff0c;L2 \u7ea6 400B token&#xff0c;L3 \u7ea6 150B token<\/td>\n<\/tr>\n<tr>\n<td>UltraData-SFT-Agent-2609<\/td>\n<td>Agent SFT<\/td>\n<td>50\u4e07&#043; Agent \u8f68\u8ff9&#xff0c;\u8986\u76d6\u5de5\u5177\u8c03\u7528\u3001Search\u3001CodeAgent\u3001General Agent<\/td>\n<\/tr>\n<tr>\n<td>UltraData-RL-2609<\/td>\n<td>RL \u540e\u8bad\u7ec3<\/td>\n<td>\u4e09\u9636\u6bb5\u6e05\u6d17&#xff1a;\u53ef\u9a8c\u8bc1\u6027\u8fc7\u6ee4 \u2192 \u591a\u6a21\u578b\u5171\u8bc6\u6821\u9a8c \u2192 \u96be\u5ea6\u7b5b\u9009<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>11.2 RL \u6846\u67b6 Meshy<\/h4>\n<p><span class=\"token function\">git<\/span> clone https:\/\/github.com\/OpenBMB\/Meshy<br \/>\n<span class=\"token builtin class-name\">cd<\/span> Meshy<br \/>\npip <span class=\"token function\">install<\/span> <span class=\"token parameter variable\">-e<\/span> <span class=\"token builtin class-name\">.<\/span><\/p>\n<p>Meshy \u7684\u6838\u5fc3\u8bbe\u8ba1&#xff1a;<\/p>\n<ul>\n<li>\u53bb\u6389\u4e2d\u592e\u63a7\u5236\u5668\u548c Ray \u4f9d\u8d56<\/li>\n<li>\u8bad\u7ec3\u3001\u63a8\u7406\u3001\u5956\u52b1\u8ba1\u7b97\u5168\u90e8\u5efa\u6a21\u4e3a\u5bf9\u7b49\u670d\u52a1<\/li>\n<li>TransferQueue \u6570\u636e\u5c31\u7eea\u72b6\u6001\u9a71\u52a8\u63a7\u5236\u6d41<\/li>\n<li>\u540c\u6b65\u3001\u5f02\u6b65\u3001\u5168\u5f02\u6b65\u4e09\u79cd\u6a21\u5f0f\u7075\u6d3b\u5207\u6362<\/li>\n<\/ul>\n<h4>11.3 JustRL II \u7b97\u6cd5<\/h4>\n<p>\u89e3\u51b3\u7aef\u4fa7\u6a21\u578b\u957f\u601d\u7ef4\u94fe RL \u4e2d\u5206\u6570\u4e0d\u5347\u53cd\u964d\u7684\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u6570\u636e\u4fa7&#xff1a;\u4e09\u9636\u6bb5\u6d41\u6c34\u7ebf\u7b5b\u9009\u6821\u51c6\u8bad\u7ec3\u6570\u636e<\/li>\n<li>\u7b97\u6cd5\u4fa7&#xff1a;\u7ed9 GRPO \u88c5\u4e0a Critic&#xff0c;\u5b9e\u73b0\u8bcd\u5143\u7ea7\u4fe1\u7528\u5206\u914d<\/li>\n<\/ul>\n<p>\u622a\u81f3 2026 \u5e74 8 \u6708&#xff0c;MiniCPM \u7cfb\u5217\u5f00\u6e90\u4e0b\u8f7d\u91cf\u5df2\u7a81\u7834 5000 \u4e07\u6b21\u3002UltraData \u7cfb\u5217\u6570\u636e\u96c6\u603b\u4e0b\u8f7d\u91cf\u8d85\u8fc7 266 \u4e07\u6b21\u3002<\/p>\n<h3>\u5341\u4e8c\u3001\u5fae\u8c03&#xff1a;\u7528 LLaMA-Factory \u5b9a\u5236\u4f60\u7684 Agent<\/h3>\n<p>\u5982\u679c\u4f60\u60f3\u5728 MiniCPM5-2B \u57fa\u7840\u4e0a\u5fae\u8c03\u81ea\u5df1\u7684 Agent&#xff1a;<\/p>\n<p><span class=\"token function\">git<\/span> clone https:\/\/github.com\/hiyouga\/LLaMA-Factory<br \/>\n<span class=\"token builtin class-name\">cd<\/span> LLaMA-Factory<br \/>\npip <span class=\"token function\">install<\/span> <span class=\"token parameter variable\">-e<\/span> <span class=\"token builtin class-name\">.<\/span><\/p>\n<p>\u51c6\u5907\u8bad\u7ec3\u6570\u636e&#xff08;JSON \u683c\u5f0f&#xff0c;\u53c2\u8003 UltraData-SFT-Agent-2609 \u683c\u5f0f&#xff09;&#xff1a;<\/p>\n<p><span class=\"token punctuation\">[<\/span><br \/>\n  <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;messages&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n      <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;role&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u5e2e\u6211\u67e5\u4e00\u4e0b\u4eca\u5929\u7684\u5929\u6c14&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;role&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;tool_calls&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;function&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;get_weather&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;arguments&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;{\\\\&#034;city\\\\&#034;: \\\\&#034;\u5317\u4eac\\\\&#034;}&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;role&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;tool&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;{\\\\&#034;temp\\\\&#034;: 25, \\\\&#034;weather\\\\&#034;: \\\\&#034;\u6674\\\\&#034;}&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;role&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u5317\u4eac\u4eca\u5929\u6674&#xff0c;\u6c14\u6e2925\u5ea6\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p>\u542f\u52a8 LoRA \u5fae\u8c03&#xff1a;<\/p>\n<p>llamafactory-cli train <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;model_name_or_path<\/span> openbmb\/MiniCPM5-2B <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;dataset<\/span> your_agent_data.json <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;finetuning_type<\/span> lora <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;lora_rank<\/span> <span class=\"token number\">16<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;output_dir<\/span> .\/minicpm5-agent-lora <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;num_train_epochs<\/span> <span class=\"token number\">3<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;per_device_train_batch_size<\/span> <span class=\"token number\">4<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;gradient_accumulation_steps<\/span> <span class=\"token number\">4<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;learning_rate<\/span> 5e-5<\/p>\n<p>2B \u6a21\u578b\u7684 LoRA \u5fae\u8c03\u5728\u5355\u5f20 8GB \u663e\u5b58\u7684 GPU \u4e0a\u5373\u53ef\u5b8c\u6210&#xff0c;\u8bad\u7ec3\u901f\u5ea6\u4e5f\u5f88\u5feb\u3002<\/p>\n<h3>\u5341\u4e09\u3001CPU \u7eaf\u63a8\u7406&#xff1a;arclight \u6846\u67b6<\/h3>\n<p>\u9762\u58c1\u667a\u80fd\u81ea\u7814\u4e86 CPU \u63a8\u7406\u6846\u67b6 arclight&#xff0c;\u4e13\u95e8\u9488\u5bf9\u7aef\u4fa7 CPU \u573a\u666f\u4f18\u5316\u3002\u8fd9\u610f\u5473\u7740\u6ca1\u6709\u72ec\u7acb\u663e\u5361\u7684\u7535\u8111\u4e5f\u80fd\u8dd1 MiniCPM5-2B\u3002<\/p>\n<p>arclight \u7684\u4f18\u5316\u65b9\u5411&#xff1a;<\/p>\n<ul>\n<li>\u9488\u5bf9 Intel\/AMD CPU \u7684 AVX2\/AVX512 \u6307\u4ee4\u96c6\u4f18\u5316<\/li>\n<li>\u5185\u5b58\u5360\u7528\u6781\u4f4e&#xff0c;INT4 \u91cf\u5316\u4ec5\u9700 1.2GB \u5185\u5b58<\/li>\n<li>\u652f\u6301\u70ed\u52a0\u8f7d&#xff0c;\u6a21\u578b\u52a0\u8f7d\u540e\u5e38\u9a7b\u5185\u5b58&#xff0c;\u540e\u7eed\u8c03\u7528\u96f6\u5ef6\u8fdf<\/li>\n<\/ul>\n<p>\u9002\u7528\u573a\u666f&#xff1a;\u8001\u65e7\u7b14\u8bb0\u672c\u3001\u8ff7\u4f60\u4e3b\u673a\u3001\u5de5\u63a7\u673a\u3001\u8f66\u673a\u7b49\u65e0 GPU \u8bbe\u5907\u3002<\/p>\n<h3>\u5341\u56db\u3001\u90e8\u7f72\u65b9\u5f0f\u5bf9\u6bd4\u4e0e\u9009\u578b\u5efa\u8bae<\/h3>\n<table>\n<tr>\u65b9\u6848\u96be\u5ea6\u6027\u80fd\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>Ollama<\/td>\n<td>\u6781\u4f4e<\/td>\n<td>\u4e2d<\/td>\n<td>\u4e2a\u4eba\u4f7f\u7528\u3001\u5feb\u901f\u9a8c\u8bc1<\/td>\n<\/tr>\n<tr>\n<td>LM Studio<\/td>\n<td>\u6781\u4f4e<\/td>\n<td>\u4e2d<\/td>\n<td>\u5b8c\u5168\u4e0d\u60f3\u78b0\u547d\u4ee4\u884c<\/td>\n<\/tr>\n<tr>\n<td>llama.cpp<\/td>\n<td>\u4e2d<\/td>\n<td>\u9ad8<\/td>\n<td>\u9700\u8981\u7cbe\u7ec6\u8c03\u53c2\u3001\u91cf\u5316\u65b9\u6848\u9009\u62e9<\/td>\n<\/tr>\n<tr>\n<td>vLLM<\/td>\n<td>\u4e2d<\/td>\n<td>\u9ad8<\/td>\n<td>\u591a\u7528\u6237\u5e76\u53d1\u3001API \u670d\u52a1<\/td>\n<\/tr>\n<tr>\n<td>SGLang<\/td>\n<td>\u4e2d<\/td>\n<td>\u9ad8<\/td>\n<td>Agent \u4efb\u52a1\u3001\u7ed3\u6784\u5316\u8f93\u51fa<\/td>\n<\/tr>\n<tr>\n<td>ModelScope<\/td>\n<td>\u4f4e<\/td>\n<td>\u4e2d<\/td>\n<td>\u56fd\u5185\u7528\u6237\u5feb\u901f\u4e0b\u8f7d<\/td>\n<\/tr>\n<tr>\n<td>arclight<\/td>\n<td>\u4e2d<\/td>\n<td>\u4f4e<\/td>\n<td>\u7eaf CPU\u3001\u65e0 GPU \u8bbe\u5907<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9009\u578b\u51b3\u7b56\u6811&#xff1a;<\/p>\n<ul>\n<li>\u4f60\u662f\u65b0\u624b&#xff0c;\u53ea\u60f3\u8bd5\u8bd5 \u2192 Ollama \u6216 LM Studio<\/li>\n<li>\u4f60\u6709 GPU&#xff0c;\u8981\u8dd1 API \u670d\u52a1 \u2192 vLLM \u6216 SGLang<\/li>\n<li>\u4f60\u60f3\u7cbe\u7ec6\u63a7\u5236\u91cf\u5316\u53c2\u6570 \u2192 llama.cpp<\/li>\n<li>\u4f60\u7684\u7535\u8111\u6ca1\u6709\u663e\u5361 \u2192 arclight \u6216 llama.cpp&#xff08;\u7eaf CPU \u6a21\u5f0f&#xff09;<\/li>\n<li>\u4f60\u8981\u5fae\u8c03\u5b9a\u5236 Agent \u2192 LLaMA-Factory &#043; ms-swift<\/li>\n<\/ul>\n<h3>\u5341\u4e94\u3001FAQ&#xff1a;\u5e38\u89c1\u95ee\u9898<\/h3>\n<p>Q1&#xff1a;MiniCPM5-2B \u548c Qwen3.5-2B \u9009\u54ea\u4e2a&#xff1f;<\/p>\n<p>\u7efc\u5408\u8bc4\u6d4b MiniCPM5-2B \u5e73\u5747\u5206 53.9&#xff0c;Qwen3.5-2B \u4e3a 33.2&#xff0c;\u5dee\u8ddd\u660e\u663e\u3002Agent \u80fd\u529b\u4e0a MiniCPM5-2B \u66f4\u662f\u65ad\u5c42\u9886\u5148&#xff08;20 vs 2&#xff09;\u3002\u5982\u679c\u4f60\u7684\u7528\u9014\u504f\u5411 Agent \u548c\u5de5\u5177\u8c03\u7528&#xff0c;\u9009 MiniCPM5-2B\u3002\u5982\u679c\u53ea\u662f\u7b80\u5355\u5bf9\u8bdd&#xff0c;\u4e24\u8005\u90fd\u80fd\u7528\u3002<\/p>\n<p>Q2&#xff1a;4GB \u5185\u5b58\u771f\u80fd\u8dd1&#xff1f;<\/p>\n<p>INT4 \u91cf\u5316\u540e\u6a21\u578b\u4ec5 1.2GB&#xff0c;\u52a0\u4e0a\u63a8\u7406\u65f6\u7684 KV Cache \u5f00\u9500&#xff0c;4GB \u5185\u5b58\u53ef\u4ee5\u8dd1&#xff0c;\u4f46\u4e0a\u4e0b\u6587\u7a97\u53e3\u9700\u8981\u9650\u5236\u5728 4K-8K\u3002\u5efa\u8bae 8GB \u5185\u5b58\u4ee5\u83b7\u5f97\u66f4\u597d\u4f53\u9a8c\u3002<\/p>\n<p>Q3&#xff1a;\u548c\u4e91\u7aef API&#xff08;GPT-4 \u7b49&#xff09;\u76f8\u6bd4\u5dee\u591a\u5c11&#xff1f;<\/p>\n<p>\u901a\u7528\u77e5\u8bc6\u95ee\u7b54\u5dee\u8ddd\u4e0d\u5927&#xff0c;\u590d\u6742\u63a8\u7406\u548c\u591a\u6b65\u9aa4 Agent \u4efb\u52a1\u4ecd\u6709\u660e\u663e\u5dee\u8ddd\u3002\u4f46\u7aef\u4fa7\u7684\u6838\u5fc3\u4ef7\u503c\u662f\u9690\u79c1\u5b89\u5168\u3001\u79bb\u7ebf\u53ef\u7528\u548c\u96f6\u6210\u672c\u957f\u671f\u4f7f\u7528\u3002\u5904\u7406\u654f\u611f\u6570\u636e\u65f6&#xff0c;\u6570\u636e\u4e0d\u79bb\u5f00\u8bbe\u5907\u662f\u5408\u89c4\u4f18\u52bf\u3002<\/p>\n<p>Q4&#xff1a;\u652f\u6301\u4e2d\u6587\u5417&#xff1f;<\/p>\n<p>\u652f\u6301\u3002MiniCPM \u7cfb\u5217\u4ece\u4e00\u5f00\u59cb\u5c31\u662f\u4e2d\u82f1\u53cc\u8bed\u6a21\u578b&#xff0c;\u4e2d\u6587\u80fd\u529b\u5728\u540c\u7ea7\u6a21\u578b\u4e2d\u5c5e\u4e8e\u7b2c\u4e00\u68af\u961f\u3002<\/p>\n<p>Q5&#xff1a;\u80fd\u63a5\u5165 MCP \u534f\u8bae\u5417&#xff1f;<\/p>\n<p>\u53ef\u4ee5\u3002MiniCPM5-2B \u652f\u6301 Function Calling&#xff0c;MCP Server \u66b4\u9732\u7684 Tool \u63a5\u53e3\u53ef\u4ee5\u76f4\u63a5\u4f5c\u4e3a function \u4f20\u7ed9\u6a21\u578b\u3002\u914d\u5408 SGLang \u7684\u7ea6\u675f\u89e3\u7801\u529f\u80fd&#xff0c;\u7ed3\u6784\u5316\u8f93\u51fa\u66f4\u7a33\u5b9a\u3002<\/p>\n<p>Q6&#xff1a;Ollama \u8fd8\u6ca1\u6536\u5f55\u600e\u4e48\u529e&#xff1f;<\/p>\n<p>\u6a21\u578b\u521a\u5f00\u6e90&#xff0c;\u793e\u533a\u9002\u914d\u9700\u8981\u65f6\u95f4\u3002\u53ef\u4ee5\u624b\u52a8\u4e0b\u8f7d GGUF \u6587\u4ef6\u540e\u7528 Modelfile \u5bfc\u5165 Ollama&#xff0c;\u6216\u76f4\u63a5\u7528 llama.cpp\u3002<\/p>\n<h3>\u5341\u516d\u3001\u603b\u7ed3&#xff1a;\u7aef\u4fa7 Agent \u65f6\u4ee3\u7684\u5f00\u7aef<\/h3>\n<p>MiniCPM5-2B \u7684\u5f00\u6e90\u610f\u4e49\u4e0d\u5728\u4e8e\u8dd1\u5206\u6709\u591a\u9ad8&#xff0c;\u800c\u5728\u4e8e\u5b83\u9996\u6b21\u5728 2B \u53c2\u6570\u89c4\u6a21\u4e0a\u9a8c\u8bc1\u4e86\u7aef\u4fa7\u901a\u7528 Agent \u7684\u53ef\u884c\u6027&#xff1a;<\/p>\n<ul>\n<li>20 \u5206\u7684 Agentic Index \u8ba9\u540c\u7ea7\u6a21\u578b&#xff08;\u666e\u904d 2 \u5206&#xff09;\u671b\u5c18\u83ab\u53ca<\/li>\n<li>891 \u5206\u7684 GDPval \u63a5\u8fd1\u4eba\u7c7b\u57fa\u7ebf 1000 \u5206<\/li>\n<li>INT4 \u91cf\u5316\u4ec5 1.2GB&#xff0c;4GB \u5185\u5b58\u53ef\u8dd1<\/li>\n<li>\u8fde\u8bad\u7ec3\u6570\u636e\u3001RL \u6846\u67b6\u3001\u8bad\u7ec3\u914d\u65b9\u5168\u5f00\u6e90<\/li>\n<li>9 \u6b3e\u56fd\u4ea7\u82af\u7247\u9002\u914d&#xff0c;\u4ece\u534e\u4e3a\u6607\u817e\u5230\u745e\u82af\u5fae\u5168\u8986\u76d6<\/li>\n<\/ul>\n<p>\u5f53 Agent \u4ece\u4e91\u7aef\u8d70\u5411\u7ec8\u7aef&#xff0c;\u4ece\u300c\u6309 Token \u4ed8\u8d39\u300d\u53d8\u6210\u300c\u4e00\u6b21\u90e8\u7f72\u96f6\u6210\u672c\u300d&#xff0c;AI \u7684\u89e6\u8fbe\u65b9\u5f0f\u5c06\u88ab\u91cd\u65b0\u4e66\u5199\u3002\u4f60\u7684\u65e7\u7535\u8111&#xff0c;\u4eca\u5929\u5c31\u53ef\u4ee5\u6210\u4e3a\u7b2c\u4e00\u4e2a\u7aef\u4fa7 Agent \u9a7b\u5730\u3002<\/p>\n<h3>\u8d44\u6e90\u83b7\u53d6<\/h3>\n<p>\u672c\u6587\u6d89\u53ca\u7684\u6a21\u578b\u6587\u4ef6\u3001\u90e8\u7f72\u811a\u672c\u3001Agent 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2026\u5e749\u67088\u65e5&#xff0c;\u9762\u58c1\u667a\u80fd\u8054\u5408 OpenBMB \u5f00\u6e90\u793e\u533a\u6b63\u5f0f\u5f00\u6e90 MiniCPM5-2B\u300220\u4ebf\u53c2\u6570&#xff0c;INT4 \u91cf\u5316\u540e\u4ec5 1.2GB&#xff0c;AA \u699c\u5355 23 \u5206\u767b\u9876\u5168\u7403 4B \u4ee5\u4e0b\u5f00\u6e90\u6a21\u578b\u7b2c\u4e00&#xff0c;Agent \u80fd\u529b\u699c 20 \u5206\u65ad\u5c42\u9886\u5148\u3002\u672c\u6587\u624b\u628a\u624b\u6559\u4f60\u4ece\u96f6\u90e8\u7f72\u5230\u5b9e\u6d4b\u9a8c\u8bc1\u3002 \u4e00\u3001MiniCPM5-2B \u662f\u4ec0\u4e48&#xff1a;2<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[52,50,323,227],"topic":[],"class_list":["post-102386","post","type-post","status-publish","format-standard","hentry","category-server","tag-aigc","tag-50","tag-323","tag-227"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - 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