{"id":114356,"date":"2026-10-09T03:49:33","date_gmt":"2026-10-08T19:49:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/114356.html"},"modified":"2026-10-09T03:49:33","modified_gmt":"2026-10-08T19:49:33","slug":"%e7%8e%a9%e8%bd%ac%e5%a4%a7%e6%a8%a1%e5%9e%8b-%e7%ac%ac%e5%85%ad%e7%af%87%ef%bc%9arag%e3%80%81%e5%be%ae%e8%b0%83%e3%80%81%e7%bb%ad%e8%ae%ad%e3%80%81%e6%99%ba%e8%83%bd%e4%bd%93","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/114356.html","title":{"rendered":"\u73a9\u8f6c\u5927\u6a21\u578b \u7b2c\u516d\u7bc7\uff1aRAG\u3001\u5fae\u8c03\u3001\u7eed\u8bad\u3001\u667a\u80fd\u4f53\u2014\u2014\u5269\u4e0b\u56db\u6761\u8def\u5230\u5e95\u600e\u4e48\u9009"},"content":{"rendered":"<p>&#x1f4a1; \u8fd9\u4e2a\u7cfb\u5217\u7684\u6700\u540e\u4e00\u7bc7&#xff0c;\u8bb2\u5b8c\u5269\u4e0b\u56db\u6761\u5de5\u7a0b\u843d\u5730\u8def\u5f84\u3002<\/p>\n<p>\u524d\u4e24\u7bc7\u91cc\u51fa\u73b0\u4e86\u4e00\u5806\u540d\u8bcd&#xff1a;RAG\u3001\u5fae\u8c03\u3001\u7eed\u8bad\u3001Agent\u3001Function Call\u3001MCP\u3002\u5b83\u4eec\u7ecf\u5e38\u88ab\u653e\u5728\u4e00\u8d77\u5ba3\u4f20&#xff0c;\u4f46\u771f\u5b9e\u60c5\u51b5\u662f\u2014\u2014RAG \u548c\u5fae\u8c03\u89e3\u51b3\u7684\u6839\u672c\u4e0d\u662f\u540c\u4e00\u4e2a\u95ee\u9898&#xff0c;Function Call \u548c MCP \u4e5f\u4e0d\u662f\u7ade\u4e89\u5173\u7cfb&#xff0c;\u800c&#034;\u667a\u80fd\u4f53&#034;\u8fd9\u4e09\u4e2a\u5b57\u5e95\u4e0b\u85cf\u7740\u7684\u4e1c\u897f\u6bd4\u5176\u4ed6\u56db\u6761\u52a0\u8d77\u6765\u90fd\u591a\u3002<\/p>\n<p>\u6700\u5e38\u89c1\u7684\u4e24\u4e2a\u8bef\u5224\u662f&#xff1a;\u7528\u5fae\u8c03\u53bb\u8865\u9886\u57df\u77e5\u8bc6&#xff08;\u5e94\u8be5\u5148\u7eed\u8bad&#xff09;&#xff0c;\u4ee5\u53ca\u628a SFT \u6570\u636e\u62ff\u53bb\u505a\u7eed\u8bad&#xff08;\u4f1a\u7834\u574f\u8bed\u8a00\u5efa\u6a21\u80fd\u529b&#xff09;\u3002\u8fd9\u4e24\u4e2a\u5751\u90fd\u662f\u767d\u82b1\u771f\u91d1\u767d\u94f6\u7684\u3002<\/p>\n<p>\u8fd9\u7bc7\u628a\u56db\u6761\u8def\u9010\u4e00\u8bf4\u6e05&#xff1a;\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u3001\u524d\u7f6e\u6761\u4ef6\u662f\u4ec0\u4e48\u3001\u4ee3\u4ef7\u591a\u5927\u3001\u5751\u5728\u54ea&#xff0c;\u6700\u540e\u7ed9\u4e00\u5f20\u51b3\u7b56\u8868\u3002<\/p>\n<hr \/>\n<h3>1. \u6a21\u5757 2&#xff1a;RAG\u2014\u2014\u7ed9\u6a21\u578b\u5916\u6302\u4e00\u4e2a\u77e5\u8bc6\u5e93<\/h3>\n<h4>1.1 \u4ec0\u4e48\u662f RAG<\/h4>\n<p>RAG&#xff08;Retrieval-Augmented Generation&#xff0c;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09; \u662f\u4e00\u79cd\u7ed3\u5408**\u4fe1\u606f\u68c0\u7d22&#xff08;Retrieval&#xff09;\u4e0e\u6587\u672c\u751f\u6210&#xff08;Generation&#xff09;**\u7684\u6280\u672f&#xff1a;<\/p>\n<p>AI \u5e94\u7528\u63a5\u6536\u5230\u7528\u6237\u8bf7\u6c42\u540e&#xff0c;\u5148\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u68c0\u7d22\u76f8\u5173\u8d44\u6599&#xff0c;\u628a\u8fd9\u4e9b\u8d44\u6599\u4e0e\u7528\u6237\u8bf7\u6c42\u4e00\u5e76\u63d0\u4f9b\u7ed9\u5927\u6a21\u578b&#xff0c;\u6a21\u578b\u5728\u6b64\u57fa\u7840\u4e0a\u751f\u6210\u66f4\u51c6\u786e\u3001\u66f4\u6709\u4f9d\u636e\u7684\u56de\u7b54\u3002<\/p>\n<p>\u5bf9\u5e94\u5230\u7b2c\u4e00\u7bc7\u8bb2\u8fc7\u7684\u6a21\u578b\u5206\u5de5&#xff0c;\u5c31\u7279\u522b\u6e05\u695a\u4e86&#xff1a;<\/p>\n<p>\u7528\u6237\u63d0\u95ee &#8211;&gt; \u5d4c\u5165\u6a21\u578b\u5411\u91cf\u5316 &#8211;&gt; \u5411\u91cf\u5e93\u68c0\u7d22\u5019\u9009 &#8211;&gt; \u91cd\u6392\u5e8f\u6a21\u578b\u7cbe\u6392<br \/>\n                                                            \u2193<br \/>\n             \u6700\u7ec8\u56de\u7b54 &lt;&#8211; \u751f\u6210\u5f0f\u5927\u6a21\u578b &lt;&#8211; \u628a\u68c0\u7d22\u7ed3\u679c\u62fc\u8fdb\u4e0a\u4e0b\u6587<\/p>\n<h4>1.2 \u5de5\u4f5c\u6d41\u7a0b<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261008194927-6ac7f3c73166d.png\" alt=\"RAG \u5de5\u4f5c\u6d41\u7a0b\uff08LangChain + ChatGLM\uff09\" \/><\/p>\n<h4>1.3 \u4f55\u65f6\u9700\u8981 RAG<\/h4>\n<p>\u5f53\u6a21\u578b\u7f3a\u4e4f\u5fc5\u8981\u7684\u53c2\u8003\u4fe1\u606f\u65f6&#xff0c;RAG \u7528\u6765\u8865\u5145\u5916\u90e8\u77e5\u8bc6\u4e0e\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u5178\u578b\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u9700\u8981\u83b7\u53d6\u6700\u65b0\u4fe1\u606f&#xff08;\u6bd4\u5982\u5f53\u6708\u65b0\u95fb&#xff09;\u2014\u2014\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u6709\u622a\u6b62\u65f6\u95f4&#xff0c;\u8fd9\u5757\u5b83\u5929\u751f\u770b\u4e0d\u5230<\/li>\n<li>\u9700\u8981\u67e5\u9605\u6216\u5f15\u7528\u516c\u53f8\u5185\u90e8\u8d44\u6599\u2014\u2014\u8fd9\u4e9b\u8d44\u6599\u538b\u6839\u4e0d\u5728\u516c\u5f00\u8bed\u6599\u91cc<\/li>\n<\/ul>\n<h4>1.4 \u4e09\u79cd\u5b9e\u73b0\u65b9\u5f0f<\/h4>\n<table>\n<tr>\u65b9\u5f0f\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\u5728\u7ebf\u5e73\u53f0<\/td>\n<td>\u5404\u5927\u6a21\u578b\u5b98\u7f51\u81ea\u5e26\u7684\u77e5\u8bc6\u5e93\/\u6587\u4ef6\u95ee\u7b54\u529f\u80fd&#xff0c;\u96f6\u4ee3\u7801<\/td>\n<\/tr>\n<tr>\n<td>\u79bb\u7ebf\u5ba2\u6237\u7aef<\/td>\n<td>\u5e26\u77e5\u8bc6\u5e93\u529f\u80fd\u7684\u672c\u5730\u5ba2\u6237\u7aef&#xff0c;\u6bd4\u5982\u4e0a\u4e00\u7bc7\u63d0\u5230\u7684 Cherry-Studio<\/td>\n<\/tr>\n<tr>\n<td>\u6846\u67b6 \/ \u4ee3\u7801<\/td>\n<td>\u501f\u52a9 LangChain \u7b49\u6846\u67b6&#xff0c;\u6216\u7eaf Python \u5b9e\u73b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3>2. \u6a21\u5757 3&#xff1a;\u5fae\u8c03\u2014\u2014\u628a\u77e5\u8bc6\u710a\u8fdb\u6743\u91cd\u91cc<\/h3>\n<h4>2.1 \u4ec0\u4e48\u662f\u5fae\u8c03<\/h4>\n<p>\u5728\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u4e0a&#xff0c;\u6309\u7167 SFT \u6216 RLHF\/RLAIF \u7684\u8303\u5f0f\u7ee7\u7eed\u8bad\u7ec3&#xff08;\u901a\u5e38\u91c7\u7528 SFT \u8303\u5f0f&#xff09;\u3002\u7b2c\u4e8c\u7bc7\u8bb2\u7684\u90a3\u4e09\u9636\u6bb5&#xff0c;\u5230\u8fd9\u91cc\u5c31\u662f\u590d\u7528\u540c\u4e00\u5957\u65b9\u6cd5\u3002<\/p>\n<table>\n<tr>\u9879\u76ee\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\u8bad\u7ec3\u76ee\u6807<\/td>\n<td>\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\u6216\u9886\u57df&#xff0c;\u63d0\u5347\u5728\u5177\u4f53\u573a\u666f\u4e0b\u7684\u6027\u80fd<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u7279\u70b9<\/td>\n<td>\u5c0f\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u3001\u4efb\u52a1\u76f8\u5173\u7684\u6807\u6ce8\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u6570\u66f4\u65b0<\/td>\n<td>\u8c03\u6574\u90e8\u5206\u6216\u5168\u90e8\u53c2\u6570&#xff08;0.1% \u2013 100%&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>2.2 \u4f55\u65f6\u9700\u8981\u5fae\u8c03<\/h4>\n<p>&#xff08;1&#xff09;\u6a21\u578b\u80fd\u529b\u4e0d\u8db3&#xff1a;\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u4e0d\u591f\u3001\u98ce\u683c\/\u8bdd\u672f\u4e0d\u6ee1\u8db3\u8981\u6c42&#xff0c;\u53cd\u590d\u8c03\u63d0\u793a\u8bcd\u6548\u679c\u6b20\u4f73\u3002<\/p>\n<p>&#xff08;2&#xff09;\u5e0c\u671b\u56fa\u5316\u77e5\u8bc6&#xff1a;\u5982\u679c\u63d0\u793a\u8bcd\u5f88\u957f&#xff0c;\u6bcf\u6b21\u8c03\u7528\u90fd\u6d88\u8017\u5927\u91cf token&#xff0c;\u957f\u671f\u670d\u52a1\u6210\u672c\u9ad8\u6602\u4e14\u4e0d\u597d\u7ef4\u62a4&#xff0c;\u751a\u81f3\u53ef\u80fd\u8d85\u51fa\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u6b64\u65f6\u53ef\u4ee5\u901a\u8fc7\u5fae\u8c03\u628a\u77e5\u8bc6\u56fa\u5316\u5728\u6a21\u578b\u6743\u91cd\u4e2d\u3002<\/p>\n<p>\u8fd9\u4e00\u6761\u7ecf\u5e38\u88ab\u5ffd\u7565&#xff1a;\u5fae\u8c03\u4e0d\u4e00\u5b9a\u4e3a\u4e86&#034;\u66f4\u5f3a&#034;&#xff0c;\u4e5f\u53ef\u4ee5\u4e3a\u4e86&#034;\u66f4\u4fbf\u5b9c&#034;\u3002 \u628a\u56fa\u5b9a\u7684\u957f\u63d0\u793a\u8bcd\u84b8\u8fdb\u6743\u91cd&#xff0c;\u662f\u628a\u8fd0\u8425\u6210\u672c\u6362\u6210\u4e00\u6b21\u6027\u6295\u5165\u3002<\/p>\n<h4>2.3 \u4f55\u65f6\u53ef\u4ee5\u5fae\u8c03&#xff08;\u524d\u7f6e\u6761\u4ef6&#xff09;<\/h4>\n<ul>\n<li>\u6570\u636e\u5145\u8db3&#xff1a;\u5fae\u8c03\u9700\u8981\u7684\u6570\u636e\u89c4\u6a21\u901a\u5e38\u6bd4\u63d0\u793a\u8bcd\u793a\u4f8b\u548c RAG \u77e5\u8bc6\u5e93\u66f4\u5927\u3002\u6536\u96c6\u4e0d\u5230\u8db3\u591f\u6570\u636e&#xff0c;\u5fae\u8c03\u5c31\u6ca1\u4ec0\u4e48\u6548\u679c&#xff0c;\u8fd8\u5bb9\u6613\u8fc7\u62df\u5408\u3002<\/li>\n<li>\u786c\u4ef6\u8d44\u6e90\u5145\u8db3&#xff1a;\u6574\u4f53\u6765\u8bf4\u5fae\u8c03\u6210\u672c\u8f83\u4f4e&#xff08;\u4ec5\u9700\u5c11\u91cf\u6807\u6ce8\u6570\u636e&#xff09;\u3002<\/li>\n<\/ul>\n<h4>2.4 \u6280\u672f\u65b9\u6cd5&#xff1a;\u4ece\u5168\u53c2\u5230 QLoRA<\/h4>\n<p>\u968f\u7740\u6a21\u578b\u89c4\u6a21\u8d8a\u6765\u8d8a\u5927&#xff0c;\u5982\u4f55\u4f4e\u6210\u672c\u5fae\u8c03\u6210\u4e3a\u6838\u5fc3\u95ee\u9898\u3002<\/p>\n<p>&#xff08;1&#xff09;\u5168\u53c2\u6570\u5fae\u8c03&#xff08;Full Fine-tuning&#xff09;<\/p>\n<p>\u66f4\u65b0\u6a21\u578b\u6240\u6709\u53c2\u6570&#xff0c;\u7406\u8bba\u4e0a\u9650\u6700\u9ad8\u4f46\u8d44\u6e90\u6d88\u8017\u5de8\u5927\u30027B \u6a21\u578b\u5168\u53c2\u5fae\u8c03\u9700\u8981\u7ea6 80GB&#043; \u663e\u5b58&#xff0c;\u9002\u5408\u8d44\u6e90\u5145\u8db3\u3001\u8ffd\u6c42\u6781\u81f4\u6027\u80fd\u7684\u573a\u666f\u3002<\/p>\n<p>&#xff08;2&#xff09;\u53c2\u6570\u9ad8\u6548\u5fae\u8c03&#xff08;PEFT, Parameter-Efficient Fine-Tuning&#xff09;<\/p>\n<table>\n<tr>\u65b9\u6cd5\u505a\u6cd5\u4ee3\u4ef7<\/tr>\n<tbody>\n<tr>\n<td>LoRA&#xff08;\u4f4e\u79e9\u9002\u914d&#xff09;<\/td>\n<td>\u51bb\u7ed3\u539f\u6a21\u578b\u6743\u91cd&#xff0c;\u5728 attention \u5c42\u63d2\u5165\u4f4e\u79e9\u77e9\u9635&#xff0c;\u53ea\u8bad\u7ec3\u65b0\u589e\u7684\u4f4e\u79e9\u53c2\u6570<\/td>\n<td>7B \u6a21\u578b\u4ec5\u9700\u8bad\u7ec3 0.1%\u20131% \u53c2\u6570&#xff08;\u7ea6 4\u201320MB&#xff09;&#xff0c;\u663e\u5b58\u5360\u7528\u51cf\u5c11 90% \u4ee5\u4e0a<\/td>\n<\/tr>\n<tr>\n<td>QLoRA<\/td>\n<td>\u5728 LoRA \u57fa\u7840\u4e0a\u5f15\u5165 4 \u4f4d\u91cf\u5316&#xff0c;\u8fdb\u4e00\u6b65\u538b\u663e\u5b58<\/td>\n<td>7B \u6a21\u578b\u53ef\u5728\u5355\u5361 24G \u663e\u5b58\u4e0a\u5fae\u8c03&#xff0c;\u6210\u672c\u964d\u81f3\u5168\u53c2\u5fae\u8c03\u7684 1\/10<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&#xff08;3&#xff09;\u5176\u4ed6\u9ad8\u6548\u65b9\u6cd5<\/p>\n<ul>\n<li>Adapter Tuning&#xff1a;\u5728\u6a21\u578b\u5c42\u95f4\u63d2\u5165\u5c0f\u578b\u9002\u914d\u5668\u6a21\u5757<\/li>\n<li>Prefix Tuning&#xff1a;\u5728\u8f93\u5165\u524d\u6dfb\u52a0\u53ef\u5b66\u4e60\u7684\u865a\u62df\u524d\u7f00<\/li>\n<li>P-Tuning v2&#xff1a;\u5728\u6a21\u578b\u6bcf\u4e00\u5c42\u6dfb\u52a0\u53ef\u8bad\u7ec3\u7684\u63d0\u793a\u5411\u91cf<\/li>\n<\/ul>\n<h4>2.5 \u4e3b\u8981\u98ce\u9669<\/h4>\n<p>\u707e\u96be\u6027\u9057\u5fd8&#xff08;\u5b66\u4e60\u65b0\u4efb\u52a1\u65f6\u5fd8\u8bb0\u65e7\u4efb\u52a1&#xff09;\u6216\u8fc7\u62df\u5408\u3002<\/p>\n<p>\u707e\u96be\u6027\u9057\u5fd8\u8fd9\u4e2a\u5751\u5f88\u5b9e\u5728&#xff1a;\u4f60\u4e3a\u4e86\u7edf\u4e00\u8bdd\u672f\u5fae\u8c03\u4e86\u4e00\u4e2a\u5ba2\u670d\u6a21\u578b&#xff0c;\u7ed3\u679c\u5b83\u5199\u4ee3\u7801\u3001\u505a\u6570\u5b66\u7684\u80fd\u529b\u660e\u663e\u9000\u5316\u4e86\u3002\u6240\u4ee5\u5fae\u8c03\u540e\u7684\u8bc4\u6d4b\u96c6\u5fc5\u987b\u5305\u542b\u539f\u59cb\u80fd\u529b\u9879&#xff0c;\u4e0d\u80fd\u53ea\u6d4b\u65b0\u529f\u80fd\u3002<\/p>\n<h4>2.6 RAG vs \u5fae\u8c03<\/h4>\n<p>\u8fd9\u4e24\u8005\u7684\u5dee\u5f02\u4e00\u76f4\u662f\u70ed\u95e8\u8bdd\u9898\u3002\u8bfe\u4ef6\u7ed9\u7684\u5224\u65ad\u6807\u51c6\u5f88\u5e72\u51c0&#xff1a;<\/p>\n<p>RAG \u7279\u522b\u9002\u5408\u878d\u5408\u65b0\u77e5\u8bc6&#xff1b;\u5fae\u8c03\u5219\u901a\u8fc7\u4f18\u5316\u6a21\u578b\u5185\u90e8\u77e5\u8bc6\u3001\u8f93\u51fa\u683c\u5f0f\u4ee5\u53ca\u63d0\u5347\u590d\u6742\u6307\u4ee4\u7684\u6267\u884c\u80fd\u529b&#xff0c;\u6765\u589e\u5f3a\u6a21\u578b\u7684\u6027\u80fd\u548c\u6548\u7387\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261008194928-6ac7f3c8060b5.png\" alt=\"RAG \u4e0e\u5176\u4ed6\u4f18\u5316\u65b9\u6cd5\u7684\u5bf9\u6bd4\" \/><\/p>\n<p>\u6211\u6309\u5b9e\u64cd\u7ef4\u5ea6\u518d\u62c6\u4e00\u5c42&#xff1a;<\/p>\n<table>\n<tr>\u7ef4\u5ea6RAG\u5fae\u8c03<\/tr>\n<tbody>\n<tr>\n<td>\u6539\u53d8\u6743\u91cd<\/td>\n<td>\u5426<\/td>\n<td>\u662f<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u5408\u89e3\u51b3<\/td>\n<td>\u77e5\u8bc6\u66f4\u65b0\u3001\u4e8b\u5b9e\u6eaf\u6e90\u3001\u79c1\u57df\u8d44\u6599\u95ee\u7b54<\/td>\n<td>\u8bf4\u8bdd\u65b9\u5f0f\u3001\u683c\u5f0f\u89c4\u8303\u3001\u6307\u4ee4\u9075\u5faa\u3001\u56fa\u5b9a\u6d41\u7a0b<\/td>\n<\/tr>\n<tr>\n<td>\u77e5\u8bc6\u65f6\u6548<\/td>\n<td>\u5b9e\u65f6&#xff08;\u66f4\u65b0\u77e5\u8bc6\u5e93\u5373\u53ef&#xff09;<\/td>\n<td>\u51bb\u7ed3\u5728\u8bad\u7ec3\u90a3\u4e00\u523b<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u6eaf\u6e90<\/td>\n<td>\u5f3a&#xff08;\u80fd\u7ed9\u51fa\u5f15\u7528\u51fa\u5904&#xff09;<\/td>\n<td>\u5f31&#xff08;\u8bf4\u4e0d\u6e05\u4ece\u54ea\u5b66\u7684&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u8fed\u4ee3\u6210\u672c<\/td>\n<td>\u4f4e&#xff0c;\u6539\u6587\u6863\u5c31\u884c<\/td>\n<td>\u9ad8&#xff0c;\u6bcf\u6b21\u90fd\u8981\u91cd\u8bad &#043; \u91cd\u8bc4\u6d4b<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u786c\u4ef6<\/td>\n<td>\u5411\u91cf\u5e93 &#043; \u68c0\u7d22\u670d\u52a1<\/td>\n<td>\u8bad\u7ec3\u5361&#xff08;LoRA \u53ef\u5355\u5361&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u53e5\u8bdd&#xff1a;\u77e5\u8bc6\u4f1a\u53d8\u3001\u8981\u6eaf\u6e90&#xff0c;\u9009 RAG&#xff1b;\u8981\u6539\u7684\u662f&#034;\u8868\u8fbe\u65b9\u5f0f\u548c\u884c\u4e3a\u4e60\u60ef&#034;&#xff0c;\u9009\u5fae\u8c03\u3002<\/p>\n<hr \/>\n<h3>3. \u6a21\u5757 4&#xff1a;\u7eed\u8bad\u2014\u2014\u5fae\u8c03\u4e4b\u4e0a\u8fd8\u6709\u4e00\u5c42<\/h3>\n<h4>3.1 \u4ec0\u4e48\u662f\u7eed\u8bad<\/h4>\n<p>\u5728\u6a21\u578b\u5df2\u7ecf\u5b8c\u6210\u9884\u8bad\u7ec3&#xff08;\u4ee5\u53ca\u53ef\u80fd\u7684\u5fae\u8c03&#xff09;\u4e4b\u540e&#xff0c;\u5728\u5927\u91cf\u8bed\u6599\u4e0a\u91c7\u7528\u548c\u9884\u8bad\u7ec3\u76f8\u540c\u7684\u8303\u5f0f\u7ee7\u7eed\u8bad\u7ec3&#xff0c;\u63d0\u5347\u6a21\u578b\u57fa\u7840\u80fd\u529b\u3002<\/p>\n<p>\u672c\u8d28\u4e0a&#xff0c;\u7eed\u8bad\u4ecd\u7136\u5c5e\u4e8e Pre-Training \u9636\u6bb5\u7684\u5ef6\u7eed\u3002<\/p>\n<h4>3.2 \u4f55\u65f6\u9700\u8981\u7eed\u8bad<\/h4>\n<p>\u5982\u679c\u5fae\u8c03\u6548\u679c\u4e0d\u7406\u60f3&#xff0c;\u4e14\u95ee\u9898\u6765\u81ea\u6a21\u578b\u5bf9\u9886\u57df\u8bed\u8a00\/\u77e5\u8bc6\u5206\u5e03\u7684\u7cfb\u7edf\u6027\u7f3a\u5931&#xff0c;\u53ef\u4ee5\u8003\u8651\u7eed\u8bad\u3002<\/p>\n<p>\u5173\u952e\u5728&#034;\u7cfb\u7edf\u6027\u7f3a\u5931&#034;\u8fd9\u56db\u4e2a\u5b57\u3002\u6a21\u578b\u4e0d\u662f\u4e0d\u77e5\u9053\u51e0\u4e2a\u4e8b\u5b9e&#xff0c;\u800c\u662f\u6574\u4e2a\u9886\u57df\u7684\u8bed\u8a00\u6a21\u5f0f\u548c\u77e5\u8bc6\u5206\u5e03\u5b83\u5c31\u6ca1\u89c1\u8fc7\u2014\u2014\u8fd9\u79cd\u95ee\u9898\u5fae\u8c03\u8865\u4e0d\u4e0a&#xff0c;\u56e0\u4e3a\u5fae\u8c03\u6539\u4e0d\u4e86\u6a21\u578b\u5bf9\u9886\u57df\u8bed\u8a00\u7684\u5e95\u5c42\u8868\u5f81\u3002<\/p>\n<h4>3.3 \u524d\u7f6e\u6761\u4ef6<\/h4>\n<ul>\n<li>\u6570\u636e\u5145\u8db3&#xff1a;\u9700\u8981\u5927\u91cf\u539f\u59cb\u6587\u672c&#xff08;\u65e0\u6807\u6ce8&#xff09;&#xff0c;\u6570\u636e\u89c4\u6a21\u5728 GB \u2013 TB \u7ea7\u3002\u6bd4\u5982\u6cd5\u5f8b\u6587\u6863\u3001\u533b\u7597\u8bba\u6587\u3001\u4f01\u4e1a\u65e5\u5fd7\u3001\u4ee3\u7801\u4ed3\u5e93\u3002<\/li>\n<li>\u786c\u4ef6\u8d44\u6e90\u5145\u8db3&#xff1a;\u7eed\u8bad\u8981\u6c42\u7684\u6570\u636e\u91cf\u548c\u786c\u4ef6\u8d44\u6e90\u8fdc\u9ad8\u4e8e\u5fae\u8c03&#xff0c;\u6210\u672c\u76f8\u5e94\u66f4\u9ad8\u3002<\/li>\n<\/ul>\n<h4>3.4 \u4e09\u4e2a\u9ad8\u9891\u8bef\u533a&#xff08;\u8fd9\u90e8\u5206\u6700\u503c\u94b1&#xff09;<\/h4>\n<table>\n<tr>\u8bef\u533a\u9519\u5728\u54ea\u6b63\u786e\u505a\u6cd5<\/tr>\n<tbody>\n<tr>\n<td>\u2460 \u7528 SFT \u6570\u636e\u53bb\u505a&#034;\u7eed\u8bad&#034;<\/td>\n<td>\u7eed\u8bad\u7684\u8303\u5f0f\u662f\u81ea\u76d1\u7763\u8bed\u8a00\u5efa\u6a21&#xff0c;\u5582\u6307\u4ee4-\u7b54\u6848\u5bf9\u4f1a\u7834\u574f\u8bed\u8a00\u5efa\u6a21\u80fd\u529b<\/td>\n<td>\u7eed\u8bad\u7528\u65e0\u6807\u6ce8\u539f\u59cb\u8bed\u6599&#xff0c;SFT \u6570\u636e\u7559\u7ed9\u5fae\u8c03\u9636\u6bb5<\/td>\n<\/tr>\n<tr>\n<td>\u2461 \u60f3\u9760\u5fae\u8c03\u89e3\u51b3&#034;\u9886\u57df\u77e5\u8bc6\u7f3a\u5931&#034;<\/td>\n<td>\u5fae\u8c03\u6539\u4e0d\u52a8\u5e95\u5c42\u9886\u57df\u8868\u5f81&#xff0c;\u6548\u679c\u5fc5\u7136\u4e0d\u7406\u60f3<\/td>\n<td>\u5148\u7eed\u8bad&#xff0c;\u518d\u5fae\u8c03<\/td>\n<\/tr>\n<tr>\n<td>\u2462 \u4f01\u4e1a\u573a\u666f\u76f2\u76ee\u7eed\u8bad<\/td>\n<td>\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u573a\u666f\u6839\u672c\u7528\u4e0d\u4e0a<\/td>\n<td>\u591a\u6570\u573a\u666f RAG &#043; \u5fae\u8c03\u5df2\u8db3\u591f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5>Q&#xff1a;\u4e3a\u4ec0\u4e48&#034;\u5148\u7eed\u8bad\u518d\u5fae\u8c03&#034;\u8fd9\u4e2a\u987a\u5e8f\u4e0d\u80fd\u53cd&#xff1f;<\/h5>\n<p>\u56e0\u4e3a\u4e24\u8005\u6539\u7684\u4e1c\u897f\u4e0d\u540c\u3002\u7eed\u8bad\u6539\u7684\u662f\u6a21\u578b\u5bf9\u9886\u57df\u8bed\u8a00\u548c\u77e5\u8bc6\u5206\u5e03\u7684\u57fa\u7840\u7406\u89e3&#xff08;\u65e0\u6807\u6ce8\u8bed\u6599\u3001\u81ea\u76d1\u7763\u76ee\u6807&#xff09;&#xff0c;\u5fae\u8c03\u6539\u7684\u662f\u4efb\u52a1\u884c\u4e3a\u548c\u8f93\u51fa\u683c\u5f0f&#xff08;\u6807\u6ce8\u6570\u636e\u3001\u6709\u76d1\u7763\u76ee\u6807&#xff09;\u3002\u987a\u5e8f\u53cd\u4e86&#xff0c;\u7b49\u4e8e\u5728\u4e00\u4e2a\u8fd8\u6ca1&#034;\u61c2\u884c&#034;\u7684\u6a21\u578b\u4e0a\u6559\u5b83\u505a\u4e8b\u2014\u2014\u5b83\u8fde\u672f\u8bed\u90fd\u6ca1\u5efa\u7acb\u8d77\u6765&#xff0c;\u6307\u4ee4\u9075\u5faa\u8bad\u5f97\u518d\u597d\u4e5f\u662f\u7a7a\u4e2d\u697c\u9601\u3002<\/p>\n<hr \/>\n<h3>4. \u6a21\u5757 5&#xff1a;\u667a\u80fd\u4f53\u2014\u2014\u590d\u6742\u5ea6\u6700\u9ad8\u7684\u90a3\u6761\u8def<\/h3>\n<h4>4.1 \u4ec0\u4e48\u662f\u667a\u80fd\u4f53<\/h4>\n<p>\u7ecf\u5178\u667a\u80fd\u4f53\u6846\u67b6\u4e2d&#xff1a;\u667a\u80fd\u4f53&#xff08;Agent&#xff09;\u4e00\u822c\u6307\u80fd\u591f\u5728\u73af\u5883\u4e2d\u611f\u77e5\u4fe1\u606f\u3001\u57fa\u4e8e\u7b56\u7565\u505a\u51fa\u51b3\u7b56\u5e76\u91c7\u53d6\u884c\u52a8&#xff0c;\u4ee5\u6700\u5927\u5316\u56de\u62a5\u6216\u6ee1\u8db3\u76ee\u6807\u7ea6\u675f\u7684\u7cfb\u7edf\u3002<\/p>\n<p>\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u4e2d&#xff1a;\u667a\u80fd\u4f53\u901a\u5e38\u6307\u4e00\u79cd\u4ee5\u5927\u8bed\u8a00\u6a21\u578b\u4e3a\u63a8\u7406\u4e0e\u51b3\u7b56\u6838\u5fc3&#xff0c;\u7ed3\u5408\u8bb0\u5fc6\u3001\u5de5\u5177\u8c03\u7528\u4e0e\u73af\u5883\u4ea4\u4e92\u80fd\u529b&#xff0c;\u80fd\u591f\u8fdb\u884c\u89c4\u5212\u51b3\u7b56\u5e76\u6267\u884c\u52a8\u4f5c\u4ee5\u8fbe\u6210\u76ee\u6807\u7684\u8f6f\u4ef6\u7cfb\u7edf\u3002<\/p>\n<p>OpenAI \u524d\u5b89\u5168\u7cfb\u7edf\u56e2\u961f\u8d1f\u8d23\u4eba\u5728 2023 \u5e74 6 \u6708\u4e8e\u4e2a\u4eba\u535a\u5ba2\u7cfb\u7edf\u5316\u603b\u7ed3\u4e86\u5f53\u65f6\u6d41\u884c\u7684 LLM Agent \u5178\u578b\u67b6\u6784&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261008194928-6ac7f3c857eb7.jpg\" alt=\"LLM Agent \u5178\u578b\u67b6\u6784\" \/><\/p>\n<h4>4.2 \u4f55\u65f6\u9700\u8981\u667a\u80fd\u4f53<\/h4>\n<p>\u5f53\u63d0\u793a\u8bcd\u4f18\u5316\u3001RAG \u96be\u4ee5\u6ee1\u8db3\u8981\u6c42\u65f6&#xff0c;\u53ef\u4ee5\u8003\u8651\u5f15\u5165\u667a\u80fd\u4f53&#xff0c;\u5c24\u5176\u9002\u7528\u4e8e\u591a\u6b65\u9aa4\u3001\u4f9d\u8d56\u5916\u90e8\u5de5\u5177\u6216\u9700\u8981\u6301\u7eed\u72b6\u6001\u7ba1\u7406\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u5fae\u8c03\u6216\u7eed\u8bad\u6548\u679c\u4e0d\u7406\u60f3\u65f6&#xff0c;\u4e5f\u53ef\u4ee5\u7ed3\u5408 Agent&#xff08;\u5982\u5f15\u5165\u89c4\u5219\u6821\u9a8c\u3001\u7ed3\u6784\u5316\u7ea6\u675f\u3001\u4e8b\u5b9e\u6838\u5bf9\u7b49\u673a\u5236&#xff09;\u63d0\u5347\u751f\u6210\u8d28\u91cf\u3002<\/p>\n<p>\u667a\u80fd\u4f53\u901a\u5e38\u662f\u5927\u6a21\u578b\u5de5\u7a0b\u5b9e\u73b0\u4e2d\u590d\u6742\u5ea6\u6700\u9ad8\u7684\u65b9\u6848\u2014\u2014\u6d89\u53ca\u5de5\u5177\u8c03\u7528\u3001\u8bb0\u5fc6\u3001\u89c4\u5212\u3001\u53cd\u601d\u4e0e\u591a\u7ec4\u4ef6\u534f\u4f5c\u3002<\/p>\n<p>\u8fd9\u4e5f\u547c\u5e94\u4e86\u7b2c\u56db\u7bc7\u7684\u5224\u65ad&#xff1a;\u667a\u80fd\u4f53\u548c\u524d\u56db\u4e2a\u6a21\u5757\u662f\u6b63\u4ea4\u7684&#xff0c;\u53ef\u4ee5\u548c\u4efb\u610f\u4e00\u5c42\u53e0\u52a0&#xff0c;\u800c\u4e0d\u662f\u66ff\u4ee3\u5173\u7cfb\u3002<\/p>\n<h4>4.3 \u5de5\u5177\u8c03\u7528\u7684\u5b9e\u73b0\u65b9\u5f0f\u4e4b\u4e00&#xff1a;Function Call<\/h4>\n<p>\u5b9a\u4e49&#xff1a;Function Call&#xff08;\u51fd\u6570\u8c03\u7528 \/ Tools call \/ \u5de5\u5177\u8c03\u7528&#xff09;\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u79cd\u5f3a\u5927\u800c\u7075\u6d3b\u7684\u65b9\u5f0f&#xff0c;\u4f7f\u5176\u80fd\u591f\u4e0e\u5916\u90e8\u7cfb\u7edf\u4ea4\u4e92\u5e76\u8bbf\u95ee\u5176\u8bad\u7ec3\u6570\u636e\u4e4b\u5916\u7684\u6570\u636e&#xff0c;\u62d3\u5c55\u4e86\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u3002<\/p>\n<p>\u6d41\u7a0b&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261008194929-6ac7f3c938343.jpg\" alt=\"Function Call \u6d41\u7a0b\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261008194930-6ac7f3ca3355d.jpg\" alt=\"Function Call \u7ec6\u8282\" \/><\/p>\n<p>\u6a21\u578b\u4e3a\u4e86\u652f\u6301 Function Call&#xff0c;\u5728\u7279\u5b9a\u6570\u636e\u96c6\u4e0a\u505a\u4e86\u540e\u8bad\u7ec3&#xff0c;\u4ee5\u652f\u6301 API \u8c03\u7528\u4e2d\u5de5\u5177\u76f8\u5173\u5b57\u6bb5\u3002\u76ee\u524d\u9876\u5c16\u5927\u6a21\u578b\u57fa\u672c\u90fd\u652f\u6301\u3002<\/p>\n<p>\u7528 DeepSeek \u5b98\u65b9 API \u8d70\u4e00\u904d\u5b8c\u6574\u56db\u6b65&#xff0c;\u903b\u8f91\u975e\u5e38\u6e05\u695a&#xff1a;<\/p>\n<p>\u6b65\u9aa4\u4e00&#xff1a;\u5b9a\u4e49\u5de5\u5177 &#043; \u53d1\u95ee<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;model&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;deepseek-chat&#034;<\/span><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;system&#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;\u4f60\u662f\u4e2a\u667a\u80fd\u5929\u6c14\u67e5\u8be2\u52a9\u624b&#xff0c;\u6839\u636e\u7528\u6237\u7684\u63d0\u95ee\u81ea\u4e3b\u8c03\u7528\u5de5\u5177&#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;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;\u5317\u4eac\u5e02\u5929\u6c14\u5982\u4f55&#xff1f;&#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-property property\">&#034;tools&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;function&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <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><br \/>\n      <span class=\"token string-property property\">&#034;description&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u6839\u636e\u7528\u6237\u8f93\u5165\u7684\u57ce\u5e02\u4fe1\u606f&#xff0c;\u83b7\u53d6\u8be5\u57ce\u5e02\u7684\u5929\u6c14&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;parameters&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-property property\">&#034;properties&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n          <span class=\"token string-property property\">&#034;city&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;description&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u57ce\u5e02\u540d\u79f0&#xff0c;\u53ea\u4fdd\u7559\u6700\u7ec6\u7c92\u5ea6\u7684\u5730\u533a\u540d\u79f0&#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-property property\">&#034;required&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;city&#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><\/p>\n<p>\u6b65\u9aa4\u4e8c&#xff1a;\u6a21\u578b\u4e0d\u76f4\u63a5\u56de\u7b54&#xff0c;\u800c\u662f\u8fd4\u56de&#034;\u6211\u8981\u8c03\u54ea\u4e2a\u51fd\u6570\u3001\u53c2\u6570\u662f\u4ec0\u4e48&#034;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;message&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <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><br \/>\n    <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u6211\u6765\u5e2e\u60a8\u67e5\u8be2\u5317\u4eac\u5e02\u7684\u5929\u6c14\u60c5\u51b5\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <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><br \/>\n      <span class=\"token string-property property\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;call_00_Kpq3g6mPl9BYlZIe1NSNm3Cs&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <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><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;finish_reason&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;tool_calls&#034;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>finish_reason: &#034;tool_calls&#034; \u662f\u5224\u65ad&#034;\u6a21\u578b\u60f3\u8c03\u5de5\u5177&#034;\u7684\u53ef\u9760\u4fe1\u53f7&#xff0c;\u6bd4\u89e3\u6790 content \u7a33\u5f97\u591a\u3002<\/p>\n<p>\u6b65\u9aa4\u4e09&#xff1a;\u4f60\u7684\u4ee3\u7801\u771f\u6b63\u53bb\u6267\u884c\u8fd9\u4e2a\u51fd\u6570<\/p>\n<p>\u8fd9\u4e00\u6b65\u5728\u4e1a\u52a1\u4ee3\u7801\u91cc\u5b8c\u6210&#xff08;curl \u65e0\u6cd5\u6a21\u62df&#xff09;\u3002\u5047\u8bbe\u8fd4\u56de&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;temp&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;2\u2103&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;text&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u6674&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;wind&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u897f\u5317\u98ce3\u7ea7&#034;<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>\u6b65\u9aa4\u56db&#xff1a;\u628a\u7ed3\u679c\u8fde\u540c\u5386\u53f2\u6d88\u606f\u56de\u4f20\u7ed9\u6a21\u578b&#xff0c;\u7531\u5b83\u751f\u6210\u6700\u7ec8\u56de\u7b54<\/p>\n<p><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;system&#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;\u4f60\u662f\u4e2a\u667a\u80fd\u5929\u6c14\u67e5\u8be2\u52a9\u624b\u2026&#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;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;\u5317\u4eac\u5e02\u5929\u6c14\u5982\u4f55&#xff1f;&#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;\u6211\u6765\u5e2e\u60a8\u67e5\u8be2\u5317\u4eac\u5e02\u7684\u5929\u6c14\u60c5\u51b5\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n   <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;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;call_00_\u2026&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                   <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;tool_call_id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;call_00_\u2026&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n   <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;{\\\\&#034;temp\\\\&#034;:\\\\&#034;2\u2103\\\\&#034;,\\\\&#034;text\\\\&#034;:\\\\&#034;\u6674\\\\&#034;,\\\\&#034;wind\\\\&#034;:\\\\&#034;\u897f\u5317\u98ce3\u7ea7\\\\&#034;}&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p>\u6a21\u578b\u6700\u7ec8\u8f93\u51fa&#xff1a;<\/p>\n<p>\u6839\u636e\u67e5\u8be2\u7ed3\u679c&#xff0c;\u5317\u4eac\u5e02\u5f53\u524d\u7684\u5929\u6c14\u60c5\u51b5\u5982\u4e0b&#xff1a;<br \/>\n&#8211; \u6e29\u5ea6&#xff1a;2\u2103  &#8211; \u5929\u6c14\u72b6\u51b5&#xff1a;\u6674  &#8211; \u98ce\u529b&#xff1a;\u897f\u5317\u98ce3\u7ea7<br \/>\n\u4eca\u5929\u5317\u4eac\u5929\u6c14\u6674\u6717&#xff0c;\u6e29\u5ea6\u5728 2\u2103 \u5de6\u53f3&#xff0c;\u98ce\u529b\u4e0d\u5927\u2026\u2026\u5efa\u8bae\u60a8\u5916\u51fa\u65f6\u9002\u5f53\u4fdd\u6696\u3002<\/p>\n<p>\u6ce8\u610f token \u6570&#xff1a;\u8fd9\u4e00\u6b65 prompt_tokens \u5df2\u7ecf\u6da8\u5230 422&#xff08;\u5176\u4e2d 384 \u547d\u4e2d\u7f13\u5b58&#xff09;\u3002\u4e00\u6b21\u7b80\u5355\u7684\u5de5\u5177\u8c03\u7528&#xff0c;\u5c31\u662f\u4e24\u6b21\u5b8c\u6574\u7684\u5927\u6a21\u578b\u8bf7\u6c42 &#043; \u5168\u91cf\u5386\u53f2\u4e0a\u4e0b\u6587\u3002\u8fd9\u5c31\u662f\u7b2c\u56db\u7bc7\u8bf4\u667a\u80fd\u4f53&#034;token \u5f00\u9500\u8f83\u5927&#034;\u7684\u5177\u4f53\u542b\u4e49\u3002<\/p>\n<h4>4.4 Function Call \u7684\u4e09\u4e2a\u4e0d\u8db3<\/h4>\n<table>\n<tr>\u4e0d\u8db3\u5177\u4f53\u8868\u73b0<\/tr>\n<tbody>\n<tr>\n<td>\u2460 \u5de5\u5177\u5b9e\u73b0\u4e0e\u590d\u7528\u6210\u672c\u9ad8&#xff0c;\u534f\u4f5c\u56f0\u96be<\/td>\n<td>\u5f00\u53d1\u8005\u9700\u8981\u81ea\u5df1\u5b9e\u73b0\u5de5\u5177\u5e76\u7f16\u5199\u53ef\u88ab\u8c03\u7528\u7684\u63cf\u8ff0\u4fe1\u606f&#xff0c;\u901a\u5e38\u4e0e\u4e1a\u52a1\u3001\u73af\u5883\u7ed1\u5b9a&#xff0c;\u590d\u7528\u96be\u3001\u5171\u4eab\u96be\u3001\u751f\u6001\u6269\u5c55\u6162<\/td>\n<\/tr>\n<tr>\n<td>\u2461 \u89c4\u8303\u788e\u7247\u5316&#xff0c;\u8de8\u6a21\u578b\u9002\u914d\u8d1f\u62c5\u91cd<\/td>\n<td>\u4e0d\u540c\u5382\u5546\u5b9a\u4e49\u7684 Function Call\u89c4\u8303\u4e0d\u540c&#xff0c;\u540c\u4e00\u4e2a\u5de5\u5177\u8981\u5199\u591a\u4efd\u63cf\u8ff0\u4fe1\u606f&#xff0c;\u7ef4\u62a4\u6210\u672c\u548c\u4e00\u81f4\u6027\u98ce\u9669\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u2462 \u53ef\u9760\u6027\u4e0d\u8db3<\/td>\n<td>\u5de5\u5177\u53ef\u80fd\u6ca1\u7ecf\u8fc7\u8db3\u591f\u8c03\u8bd5&#xff0c;\u63cf\u8ff0\u4fe1\u606f\u4e0d\u5b8c\u5584\u65f6&#xff0c;\u6a21\u578b\u5728\u67d0\u4e9b\u573a\u666f\u4e0b\u4e0d\u80fd\u6b63\u786e\u8c03\u7528\u5de5\u5177<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4.5 \u5de5\u5177\u8c03\u7528\u7684\u5b9e\u73b0\u65b9\u5f0f\u4e4b\u4e8c&#xff1a;MCP<\/h4>\n<p>\u5b9a\u4e49&#xff1a;MCP&#xff08;Model Context Protocol&#xff0c;\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae&#xff09; \u662f\u4e00\u5957\u6807\u51c6\u5316\u7684\u901a\u8baf\u534f\u8bae&#xff0c;\u65e8\u5728\u89c4\u8303 AI \u6a21\u578b\u548c\u5916\u90e8\u5de5\u5177\u3001\u6570\u636e\u6e90\u7684\u8fde\u63a5\u65b9\u5f0f&#xff0c;\u7531 Anthropic&#xff08;Claude \u6bcd\u516c\u53f8&#xff09;\u4e8e 2024 \u5e74 11 \u6708\u63d0\u51fa\u3002<\/p>\n<p>MCP \u5c31\u50cf AI \u65f6\u4ee3\u7684 USB-C \u901a\u7528\u63a5\u53e3&#xff1a;\u5f00\u53d1\u8005\u53ea\u9700\u6309\u6807\u51c6\u5f00\u53d1\u4e00\u6b21 MCP Server&#xff0c;\u4efb\u4f55\u652f\u6301\u8be5\u534f\u8bae\u7684 AI \u5e94\u7528\u90fd\u80fd\u5373\u63d2\u5373\u7528\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261008194930-6ac7f3ca93f90.jpg\" alt=\"MCP \u7684\u5b9a\u4f4d\" \/><\/p>\n<p>\u901a\u8fc7 MCP \u534f\u8bae&#xff0c;AI \u5e94\u7528\u548c MCP Server \u53ef\u4ee5\u5efa\u7acb\u591a\u5bf9\u591a\u7684\u53cc\u5411\u6570\u636e\u6d41\u3002<\/p>\n<p>\u6d41\u7a0b&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261008194930-6ac7f3cac5a4b.jpg\" alt=\"MCP \u5de5\u4f5c\u6d41\u7a0b\" \/><\/p>\n<p>MCP \u53ef\u4ee5\u7406\u89e3\u4e3a\u5bf9 Function Call \u7684\u8fdb\u4e00\u6b65\u5c01\u88c5\u548c\u62d3\u5c55&#xff0c;\u6700\u6838\u5fc3\u7684\u53d8\u5316\u662f&#xff1a;\u5de5\u5177\u7684\u5b9a\u4e49\u548c\u8c03\u7528\u8005\u7531 AI \u5e94\u7528\u53d8\u4e3a MCP \u670d\u52a1\u5668\u3002<\/p>\n<p>\u9664\u4e86\u5de5\u5177\u8c03\u7528&#xff0c;MCP \u8fd8\u652f\u6301\u7ba1\u7406\u8d44\u6e90&#xff08;Resources&#xff09;\u548c\u63d0\u793a\u8bcd&#xff08;Prompts&#xff09;&#xff0c;\u4f46\u6700\u5e38\u7528\u7684\u662f**\u5de5\u5177&#xff08;Tools&#xff09;**\u6a21\u5757\u3002<\/p>\n<p>\u76f8\u8f83 Function Call \u7684\u4f18\u52bf&#xff08;\u6b63\u597d\u8865\u4e0a\u90a3\u4e09\u4e2a\u4e0d\u8db3&#xff09;&#xff1a;<\/p>\n<table>\n<tr>Function Call \u7684\u95ee\u9898MCP \u600e\u4e48\u89e3<\/tr>\n<tbody>\n<tr>\n<td>\u534f\u4f5c\u56f0\u96be<\/td>\n<td>\u5141\u8bb8\u5f00\u53d1\u8005\u628a\u5de5\u5177\u66b4\u9732\u4e3a MCP Server&#xff0c;\u53ef\u88ab\u591a\u4e2a AI \u5e94\u7528\u590d\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u914d\u8d1f\u62c5\u91cd<\/td>\n<td>AI \u5e94\u7528\u53ea\u8981\u628a\u6a21\u578b\u7684 Function Call \u683c\u5f0f\u6620\u5c04\u4e3a MCP \u7684\u5de5\u5177\u8c03\u7528\u683c\u5f0f\u5373\u53ef\u8c03\u7528 MCP Server \u7684\u5de5\u5177\u3002\u5207\u6362\u6a21\u578b\u65f6\u53ea\u9700\u5207\u6362\u6620\u5c04\u89c4\u5219&#xff0c;\u4e0d\u5fc5\u4e3a\u6bcf\u4e2a\u6a21\u578b\u7ef4\u62a4\u4e00\u4efd\u63cf\u8ff0\u4fe1\u606f&#xff0c;\u4e00\u81f4\u6027\u548c\u7ef4\u62a4\u6210\u672c\u5927\u5927\u964d\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u9760\u6027\u4e0d\u8db3<\/td>\n<td>\u516c\u5f00\u7684 MCP Server \u7ecf\u8fc7\u793e\u533a\u548c\u5f88\u591a\u5f00\u53d1\u8005\u5171\u540c\u68c0\u9a8c&#xff0c;\u5de5\u5177\u5b9a\u4e49\u548c\u5143\u6570\u636e\u4fe1\u606f\u66f4\u89c4\u8303&#xff0c;\u901a\u5e38\u53ef\u9760\u6027\u66f4\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5e38\u7528 MCP \u8d44\u6e90\u7ad9&#xff1a;<\/p>\n<table>\n<tr>\u7ad9\u70b9\u5730\u5740\u7279\u70b9<\/tr>\n<tbody>\n<tr>\n<td>MCP.so&#xff08;\u70ed\u5ea6\u6700\u9ad8&#xff09;<\/td>\n<td>https:\/\/mcp.so\/<\/td>\n<td>\u56fd\u5185\u5f00\u53d1\u8005\u6253\u9020\u7684\u8d44\u6e90\u822a\u6bcd\u5e73\u53f0&#xff0c;\u5df2\u6536\u5f55 8,000&#043; \u4e2a MCP \u670d\u52a1\u5668&#xff0c;\u652f\u6301 STDIO&#xff08;\u672c\u5730\u901a\u4fe1&#xff09;\u4e0e SSE&#xff08;\u4e91\u7aef\u6258\u7ba1&#xff09;\u4e24\u79cd\u6a21\u5f0f&#xff0c;\u63d0\u4f9b API Key \u4e0e\u547d\u4ee4\u884c\u53c2\u6570\u914d\u7f6e\u65b9\u5f0f&#xff1b;\u7279\u8272\u529f\u80fd\u5305\u62ec\u5b9e\u65f6\u63a5\u53e3\u8c03\u8bd5\u3001\u4f01\u4e1a\u7ea7\u6570\u636e\u5b89\u5168\u63a5\u5165&#xff0c;\u4ee5\u53ca Firecrawl \u722c\u866b\u670d\u52a1\u7684\u65e0\u7f1d\u96c6\u6210<\/td>\n<\/tr>\n<tr>\n<td>Smithery&#xff08;\u65b0\u624b\u53cb\u597d&#xff09;<\/td>\n<td>https:\/\/smithery.ai\/servers<\/td>\n<td>\u5de5\u5177\u5e93&#xff0c;\u5df2\u6536\u5f55 4,500&#043; \u4f18\u8d28\u8d44\u6e90&#xff0c;\u652f\u6301\u4e00\u952e\u751f\u6210\u5e76\u590d\u5236 Cursor \u914d\u7f6e\u547d\u4ee4&#xff1b;\u96c6\u6210 GitHub \u5feb\u6377\u8df3\u8f6c&#xff0c;\u4fbf\u4e8e\u5feb\u901f\u83b7\u53d6\u4ee3\u7801\u793a\u4f8b&#xff1b;\u652f\u6301\u6309 Star \u6570\u91cf\u548c\u66f4\u65b0\u9891\u7387\u7b5b\u9009\u9ad8\u8d28\u91cf\u670d\u52a1<\/td>\n<\/tr>\n<tr>\n<td>\u963f\u91cc\u4e91\u767e\u70bc MCP \u5e02\u573a<\/td>\n<td>https:\/\/bailian.console.aliyun.com\/?tab&#061;mcp#\/mcp-market<\/td>\n<td>\u8fde\u63a5\u667a\u80fd&#xff0c;\u5373\u70b9\u5373\u7528&#xff0c;\u963f\u91cc\u4e91\u767e\u70bc\u5168\u5468\u671f MCP \u670d\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4.6 \u667a\u80fd\u4f53\u7684\u4e24\u79cd\u5f00\u53d1\u65b9\u5f0f<\/h4>\n<table>\n<tr>\u65b9\u5f0f\u4ee3\u8868<\/tr>\n<tbody>\n<tr>\n<td>\u5728\u7ebf\u5e73\u53f0\u5f00\u53d1\u667a\u80fd\u4f53<\/td>\n<td>Dify\u3001Coze<\/td>\n<\/tr>\n<tr>\n<td>\u57fa\u4e8e\u6846\u67b6\u5f00\u53d1\u667a\u80fd\u4f53<\/td>\n<td>LangChain \/ LangGraph \u7b49<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4.7 \u5de5\u4f5c\u6d41 Workflow&#xff1a;\u786e\u5b9a\u6027\u4e0e\u81ea\u4e3b\u6027\u7684\u53d6\u820d<\/h4>\n<p>\u5b9a\u4e49&#xff1a;\u5de5\u4f5c\u6d41&#xff08;Workflow&#xff09;\u53ef\u4ee5\u770b\u4f5c\u662f\u4e00\u79cd\u667a\u80fd\u4f53\u7684\u8bbe\u8ba1\u6a21\u5f0f&#xff0c;\u7528\u4e8e\u5c06\u590d\u6742\u4efb\u52a1\u62c6\u89e3\u4e3a\u4e00\u7cfb\u5217\u6709\u5e8f\u3001\u53ef\u63a7\u7684\u6b65\u9aa4&#xff0c;\u5e76\u6309\u7167\u9884\u5148\u5b9a\u4e49\u7684\u6d41\u7a0b\u9010\u6b65\u6267\u884c\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261008194931-6ac7f3cba16da.jpg\" alt=\"\u5de5\u4f5c\u6d41\" \/><\/p>\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d&#xff0c;\u4e0d\u540c\u4efb\u52a1\u5bf9\u786e\u5b9a\u6027\u7684\u8981\u6c42\u4e0d\u540c&#xff1a;\u5f53\u4efb\u52a1\u6d41\u7a0b\u76f8\u5bf9\u56fa\u5b9a\u3001\u89c4\u5219\u660e\u786e\u65f6&#xff0c;\u53ef\u4ee5\u628a\u6d41\u7a0b\u6e05\u6670\u5efa\u6a21\u4e3a\u5de5\u4f5c\u6d41&#xff0c;\u7531\u7cfb\u7edf\u6216\u6a21\u578b\u6309\u65e2\u5b9a\u6b65\u9aa4\u6267\u884c\u3002\u8fd9\u79cd\u65b9\u5f0f\u53ef\u63d0\u5347\u7a33\u5b9a\u6027\u3001\u53ef\u590d\u7528\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n<p>\u6bd4\u5982\u8baf\u98de\u661f\u8fb0 Agent \u5e73\u53f0 https:\/\/agent.xfyun.cn\/home &#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261008194931-6ac7f3cbe1f19.png\" alt=\"\u8baf\u98de\u661f\u8fb0 Agent \u5e73\u53f0\u7684\u5de5\u4f5c\u6d41\u7f16\u6392\" \/><\/p>\n<p>\u76f8\u8f83\u4e8e Agent&#xff0c;\u5de5\u4f5c\u6d41\u7684\u6267\u884c\u6d41\u7a0b\u56fa\u5b9a\u3001\u7ed3\u679c\u53ef\u63a7&#xff0c;\u6240\u4ee5\u5f88\u591a\u5f00\u53d1\u5e73\u53f0\u628a\u5de5\u4f5c\u6d41\u4f5c\u4e3a\u72ec\u7acb\u4e8e Agent \u7684\u53e6\u4e00\u79cd\u5e94\u7528\u3002<\/p>\n<p>\u5de5\u4f5c\u6d41\u7684\u4e24\u79cd\u5f00\u53d1\u65b9\u5f0f&#xff1a;Dify\u3001Coze \u7b49\u5728\u7ebf\u5e73\u53f0&#xff1b;\u6216\u57fa\u4e8e LangChain \u7b49\u6846\u67b6\u3002<\/p>\n<h5>Q&#xff1a;Agent \u548c\u5de5\u4f5c\u6d41\u5230\u5e95\u9009\u54ea\u4e2a&#xff1f;<\/h5>\n<table>\n<tr>\u5224\u65ad\u4f9d\u636e\u9009\u5de5\u4f5c\u6d41\u9009 Agent<\/tr>\n<tbody>\n<tr>\n<td>\u6d41\u7a0b\u662f\u5426\u56fa\u5b9a\u53ef\u679a\u4e3e<\/td>\n<td align=\"center\">\u2705<\/td>\n<td align=\"center\"><\/td>\n<\/tr>\n<tr>\n<td>\u662f\u5426\u9700\u8981\u6a21\u578b\u81ea\u5df1\u51b3\u5b9a\u4e0b\u4e00\u6b65<\/td>\n<td align=\"center\"><\/td>\n<td align=\"center\">\u2705<\/td>\n<\/tr>\n<tr>\n<td>\u51fa\u9519\u80fd\u5426\u63a5\u53d7<\/td>\n<td align=\"center\">\u4e0d\u80fd&#xff08;\u8981\u786e\u5b9a\u6027&#xff09;<\/td>\n<td align=\"center\">\u53ef\u4ee5\u5bb9\u5fcd<\/td>\n<\/tr>\n<tr>\n<td>\u662f\u5426\u9700\u8981\u5ba1\u8ba1\u3001\u56de\u653e<\/td>\n<td align=\"center\">\u2705<\/td>\n<td align=\"center\">\u8f83\u96be<\/td>\n<\/tr>\n<tr>\n<td>\u6b65\u9aa4\u6570\u91cf<\/td>\n<td align=\"center\">\u6709\u9650<\/td>\n<td align=\"center\">\u5f00\u653e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6211\u7684\u505a\u6cd5\u662f&#xff1a;\u80fd\u753b\u6210\u6d41\u7a0b\u56fe\u7684&#xff0c;\u4e00\u5f8b\u5148\u753b\u6210\u5de5\u4f5c\u6d41&#xff1b;\u53ea\u6709\u5f53\u67d0\u4e2a\u8282\u70b9\u786e\u5b9e\u9700\u8981\u6a21\u578b\u81ea\u4e3b\u5224\u65ad\u65f6&#xff0c;\u624d\u5728\u90a3\u4e2a\u5c40\u90e8\u5f15\u5165 Agent\u3002\u5168\u81ea\u4e3b\u7684 Agent \u5728\u4e1a\u52a1\u7cfb\u7edf\u91cc\u5f88\u96be\u4ea4\u4ed8\u2014\u2014\u4f60\u6ca1\u6cd5\u5411\u4ea7\u54c1\u89e3\u91ca&#034;\u5b83\u8fd9\u6b21\u4e3a\u4ec0\u4e48\u8d70\u4e86\u4e09\u6b65\u4e0a\u6b21\u8d70\u4e86\u516b\u6b65&#034;\u3002<\/p>\n<hr \/>\n<h3>5. \u4e94\u6761\u8def\u7684\u6700\u7ec8\u51b3\u7b56\u8868<\/h3>\n<p>\u628a\u56db\u3001\u4e94\u3001\u516d\u7bc7\u4e09\u7bc7\u7684\u5185\u5bb9\u6536\u6210\u4e00\u5f20\u8868&#xff1a;<\/p>\n<table>\n<tr>\u4f60\u7684\u95ee\u9898\u75c7\u72b6\u8be5\u8d70\u54ea\u6761\u524d\u7f6e\u6761\u4ef6\u6210\u672c\u5f62\u6001<\/tr>\n<tbody>\n<tr>\n<td>\u9700\u6c42\u6ca1\u8bf4\u6e05\u3001\u683c\u5f0f\u4e71\u3001\u98ce\u683c\u98d8<\/td>\n<td>\u63d0\u793a\u8bcd\u5de5\u7a0b<\/td>\n<td>\u65e0<\/td>\n<td>\u51e0\u4e4e\u4e3a\u96f6<\/td>\n<\/tr>\n<tr>\n<td>\u7f3a\u6700\u65b0\u4fe1\u606f \/ \u7f3a\u79c1\u57df\u8d44\u6599 \/ \u8981\u6eaf\u6e90<\/td>\n<td>RAG<\/td>\n<td>\u77e5\u8bc6\u5e93 &#043; \u68c0\u7d22\u94fe\u8def<\/td>\n<td>\u6bcf\u6b21\u8c03\u7528\u7684 token<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u4e0d\u542c\u6307\u4ee4\u3001\u8bdd\u672f\u4e0d\u7edf\u4e00<\/td>\n<td>\u5fae\u8c03<\/td>\n<td>\u6807\u6ce8\u6570\u636e &#043; \u8bad\u7ec3\u5361<\/td>\n<td>\u4e00\u6b21\u6027\u6295\u5165<\/td>\n<\/tr>\n<tr>\n<td>\u957f\u63d0\u793a\u8bcd\u592a\u8d35&#xff0c;\u60f3\u56fa\u5316\u4e0b\u6765<\/td>\n<td>\u5fae\u8c03<\/td>\n<td>\u540c\u4e0a<\/td>\n<td>\u4e00\u6b21\u6027\u6295\u5165&#xff0c;\u7701\u957f\u671f token<\/td>\n<\/tr>\n<tr>\n<td>\u5bf9\u6574\u4e2a\u9886\u57df\u8bed\u8a00\/\u77e5\u8bc6\u7cfb\u7edf\u6027\u4e0d\u61c2<\/td>\n<td>\u5148\u7eed\u8bad\u518d\u5fae\u8c03<\/td>\n<td>GB\u2013TB \u65e0\u6807\u6ce8\u8bed\u6599 &#043; \u5927\u91cf\u5361<\/td>\n<td>\u5f88\u9ad8\u7684\u8d44\u672c\u5f00\u652f<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u6b65\u9aa4 \/ \u8981\u8c03\u5916\u90e8\u5de5\u5177 \/ \u8981\u7ba1\u72b6\u6001<\/td>\n<td>\u667a\u80fd\u4f53 \u6216 \u5de5\u4f5c\u6d41<\/td>\n<td>\u5de5\u5177\u751f\u6001 &#043; \u7f16\u6392<\/td>\n<td>\u6bcf\u6b21\u8c03\u7528\u591a\u6b21\u6a21\u578b\u8bf7\u6c42&#xff0c;\u957f\u671f\u6210\u672c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u6700\u540e\u603b\u7ed3<\/h3>\n<ul>\n<li>\u56db\u6761\u8def\u6539\u7684\u4e1c\u897f\u4e0d\u4e00\u6837&#xff1a;RAG \u548c\u667a\u80fd\u4f53\u5b8c\u5168\u4e0d\u52a8\u6743\u91cd&#xff08;\u53ea\u6539\u4e0a\u4e0b\u6587\u548c\u8c03\u7528\u65b9\u5f0f&#xff09;&#xff1b;\u5fae\u8c03\u52a8\u4e00\u90e8\u5206\u6743\u91cd&#xff08;0.1%\u2013100%&#xff09;&#xff1b;\u7eed\u8bad\u52a8\u5f97\u6700\u6df1&#xff08;\u7ee7\u7eed\u9884\u8bad\u7ec3&#xff09;\u3002<\/li>\n<li>RAG \u7ba1\u77e5\u8bc6&#xff0c;\u5fae\u8c03\u7ba1\u884c\u4e3a\u2014\u2014\u8fd9\u53e5\u80fd\u89e3\u51b3\u516b\u6210\u7684\u9009\u578b\u4e89\u8bba\u3002<\/li>\n<li>\u5fae\u8c03 \u2260 \u4e00\u5b9a\u66f4\u51c6&#xff1a;\u5b83\u540c\u6837\u53ef\u4ee5\u662f&#034;\u4e3a\u4e86\u7701 token \u628a\u957f\u63d0\u793a\u8bcd\u56fa\u5316\u8fdb\u6743\u91cd&#034;&#xff0c;\u662f\u4e00\u4e2a\u6210\u672c\u624b\u6bb5\u800c\u4e0d\u662f\u8d28\u91cf\u624b\u6bb5\u3002<\/li>\n<li>\u4e24\u4e2a\u6602\u8d35\u7684\u8bef\u533a&#xff1a;\u7528 SFT \u6570\u636e\u505a\u7eed\u8bad&#xff08;\u7834\u574f\u8bed\u8a00\u5efa\u6a21\u80fd\u529b&#xff09;\u3001\u60f3\u9760\u5fae\u8c03\u8865\u9886\u57df\u77e5\u8bc6&#xff08;\u5e94\u8be5\u5148\u7eed\u8bad\u518d\u5fae\u8c03&#xff09;\u3002\u800c\u591a\u6570\u4f01\u4e1a\u573a\u666f&#xff0c;RAG &#043; \u5fae\u8c03\u5df2\u7ecf\u591f\u4e86\u3002<\/li>\n<li>MCP \u4e0d\u662f Function Call \u7684\u66ff\u4ee3\u54c1&#xff0c;\u662f\u5b83\u7684\u6807\u51c6\u5316\u5c01\u88c5&#xff1a;\u5de5\u5177\u7684\u5b9a\u4e49\u548c\u8c03\u7528\u8005\u4ece AI \u5e94\u7528\u53d8\u6210 MCP Server&#xff0c;\u4e00\u6b21\u5f00\u53d1\u591a\u5904\u590d\u7528\u3002<\/li>\n<li>\u5de5\u4f5c\u6d41\u662f\u667a\u80fd\u4f53\u7684\u4e00\u79cd\u8bbe\u8ba1\u6a21\u5f0f&#xff0c;\u727a\u7272\u81ea\u4e3b\u6027\u6362\u786e\u5b9a\u6027\u3001\u53ef\u590d\u7528\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002\u4e1a\u52a1\u7cfb\u7edf\u91cc\u6211\u66f4\u503e\u5411\u4e8e\u5148\u7a77\u5c3d\u5de5\u4f5c\u6d41\u3002<\/li>\n<li>\u7b14\u8005&#xff08;\u540e\u7aef &amp; \u67b6\u6784&#xff09;\u7684\u843d\u5730\u7b56\u7565&#xff1a;\u63d0\u793a\u8bcd\u6253\u5e95 \u2192 RAG \u8865\u77e5\u8bc6 \u2192 \u5de5\u4f5c\u6d41\u8dd1\u56fa\u5b9a\u6d41\u7a0b \u2192 \u5c40\u90e8\u8282\u70b9\u5f15\u5165 Agent \u2192 \u53ea\u6709\u51fa\u73b0\u660e\u786e\u7684\u884c\u4e3a\/\u6210\u672c\u95ee\u9898\u65f6\u624d\u8003\u8651\u5fae\u8c03 \u2192 \u7eed\u8bad\u57fa\u672c\u4e0d\u53c2\u4e0e\u3002\u771f\u9700\u8981\u7eed\u8bad\u65f6&#xff0c;\u8bf4\u660e\u8fd9\u5df2\u7ecf\u662f\u4e2a\u6a21\u578b\u8bad\u7ec3\u9879\u76ee&#xff0c;\u4e0d\u662f\u5e94\u7528\u9879\u76ee\u4e86\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u7cfb\u5217\u56de\u987e<\/h3>\n<table>\n<tr>\u7bc7\u4e3b\u9898\u4e00\u53e5\u8bdd<\/tr>\n<tbody>\n<tr>\n<td>\u7b2c\u4e00\u7bc7<\/td>\n<td>\u8ba4\u8bc6\u5927\u6a21\u578b<\/td>\n<td>\u6570\u636e &#043; \u7b97\u529b &#043; Transformer \u53ef\u6269\u5c55\u6027&#xff0c;\u624d\u6362\u6765&#034;\u89c4\u6a21\u51fa\u80fd\u529b&#034;<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c\u4e8c\u7bc7<\/td>\n<td>\u8bad\u7ec3\u8303\u5f0f<\/td>\n<td>\u9884\u8bad\u7ec3\u8ba9\u5b83\u4f1a\u8bf4\u8bdd&#xff0c;SFT \u8ba9\u5b83\u542c\u6307\u6325&#xff0c;RLHF \u8ba9\u5b83\u61c2\u5206\u5bf8<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c\u4e09\u7bc7<\/td>\n<td>\u7b97\u529b\u4e0e\u786c\u4ef6<\/td>\n<td>\u8bad\u7ec3\u5361\u5728\u663e\u5b58\u548c\u901a\u4fe1&#xff0c;\u63a8\u7406\u5361\u5728\u5e26\u5bbd&#xff0c;FLOPS \u6700\u4e0d\u91cd\u8981<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c\u56db\u7bc7<\/td>\n<td>\u8bbf\u95ee\u65b9\u5f0f\u4e0e\u5e7b\u89c9<\/td>\n<td>\u5e7b\u89c9\u662f\u7cfb\u7edf\u6027\u95ee\u9898&#xff0c;\u53ea\u80fd\u63a7\u5236\u3001\u7f13\u89e3\u3001\u68c0\u6d4b<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c\u4e94\u7bc7<\/td>\n<td>\u63d0\u793a\u8bcd\u5de5\u7a0b<\/td>\n<td>\u91cd\u5fc3\u5df2\u4ece&#034;\u8bbe\u8ba1\u6280\u5de7&#034;\u8f6c\u5411&#034;\u9700\u6c42\u8868\u8fbe&#034;<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c\u516d\u7bc7<\/td>\n<td>RAG \/ \u5fae\u8c03 \/ \u7eed\u8bad \/ \u667a\u80fd\u4f53<\/td>\n<td>RAG \u7ba1\u77e5\u8bc6&#xff0c;\u5fae\u8c03\u7ba1\u884c\u4e3a&#xff0c;MCP \u662f\u5de5\u5177\u8c03\u7528\u7684\u6807\u51c6\u5316\u5c01\u88c5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u53c2\u8003\u8d44\u6599 &amp; \u81f4\u8c22<\/h3>\n<p>[1] \u5927\u6a21\u578b\u6280\u672f\u4e4b\u5927\u6a21\u578b\u6982\u8ff0 [2] LoRA \u8bba\u6587-arXiv [3] QLoRA \u8bba\u6587-arXiv [4] DeepSeek API \u5f00\u653e\u5e73\u53f0-\u5b98\u65b9\u6587\u6863 [5] Model Context Protocol \u89c4\u8303-\u5b98\u7f51 [6] MCP.so \u670d\u52a1\u5668\u76ee\u5f55-\u5b98\u7f51 [7] Smithery MCP \u670d\u52a1-\u5b98\u7f51 [8] \u963f\u91cc\u4e91\u767e\u70bc MCP \u5e02\u573a-\u5b98\u7f51 [9] LangChain \/ LangGraph \u5b98\u7f51 [10] Dify <\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#x1f4a1; \u8fd9\u4e2a\u7cfb\u5217\u7684\u6700\u540e\u4e00\u7bc7&#xff0c;\u8bb2\u5b8c\u5269\u4e0b\u56db\u6761\u5de5\u7a0b\u843d\u5730\u8def\u5f84\u3002<br \/>\n\u524d\u4e24\u7bc7\u91cc\u51fa\u73b0\u4e86\u4e00\u5806\u540d\u8bcd&#xff1a;RAG\u3001\u5fae\u8c03\u3001\u7eed\u8bad\u3001Agent\u3001Function Call\u3001MCP\u3002\u5b83\u4eec\u7ecf\u5e38\u88ab\u653e\u5728\u4e00\u8d77\u5ba3\u4f20&#xff0c;\u4f46\u771f\u5b9e\u60c5\u51b5\u662f\u2014\u2014RAG \u548c\u5fae\u8c03\u89e3\u51b3\u7684\u6839\u672c\u4e0d\u662f\u540c\u4e00\u4e2a\u95ee\u9898&#xff0c;Function Call \u548c MCP \u4e5f\u4e0d\u662f\u7ade\u4e89\u5173\u7cfb&#xff0c;\u800c\\&#8221;\u667a\u80fd\u4f53\\&#8221;\u8fd9\u4e09\u4e2a\u5b57\u5e95\u4e0b\u85cf\u7740\u7684\u4e1c\u897f\u6bd4\u5176\u4ed6\u56db\u6761\u52a0\u8d77\u6765\u90fd\u591a\u3002<br \/>\n\u6700\u5e38\u89c1\u7684\u4e24\u4e2a\u8bef\u5224\u662f&#xff1a;\u7528\u5fae\u8c03\u53bb\u8865\u9886\u57df\u77e5\u8bc6<\/p>\n","protected":false},"author":2,"featured_media":114347,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[4119,132,5721,2983],"topic":[],"class_list":["post-114356","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-rag","tag-132","tag-5721","tag-2983"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u73a9\u8f6c\u5927\u6a21\u578b \u7b2c\u516d\u7bc7\uff1aRAG\u3001\u5fae\u8c03\u3001\u7eed\u8bad\u3001\u667a\u80fd\u4f53\u2014\u2014\u5269\u4e0b\u56db\u6761\u8def\u5230\u5e95\u600e\u4e48\u9009 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\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.wsisp.com\/helps\/114356.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u73a9\u8f6c\u5927\u6a21\u578b \u7b2c\u516d\u7bc7\uff1aRAG\u3001\u5fae\u8c03\u3001\u7eed\u8bad\u3001\u667a\u80fd\u4f53\u2014\u2014\u5269\u4e0b\u56db\u6761\u8def\u5230\u5e95\u600e\u4e48\u9009 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"&#x1f4a1; \u8fd9\u4e2a\u7cfb\u5217\u7684\u6700\u540e\u4e00\u7bc7&#xff0c;\u8bb2\u5b8c\u5269\u4e0b\u56db\u6761\u5de5\u7a0b\u843d\u5730\u8def\u5f84\u3002 \u524d\u4e24\u7bc7\u91cc\u51fa\u73b0\u4e86\u4e00\u5806\u540d\u8bcd&#xff1a;RAG\u3001\u5fae\u8c03\u3001\u7eed\u8bad\u3001Agent\u3001Function 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