{"id":109952,"date":"2026-09-25T09:33:31","date_gmt":"2026-09-25T01:33:31","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/109952.html"},"modified":"2026-09-25T09:33:31","modified_gmt":"2026-09-25T01:33:31","slug":"%e3%80%90%e4%b8%89%e5%b9%b4%e9%9d%a2%e8%af%95%e4%ba%94%e5%b9%b4%e6%a8%a1%e6%8b%9f%e3%80%912026-09-23-%e6%81%92%e7%94%9f%e7%94%b5%e5%ad%90ai%e5%ba%94%e7%94%a8%e5%bc%80%e5%8f%91%e5%b2%97%e9%9d%a2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/109952.html","title":{"rendered":"\u3010\u4e09\u5e74\u9762\u8bd5\u4e94\u5e74\u6a21\u62df\u30112026-09-23 \u6052\u751f\u7535\u5b50AI\u5e94\u7528\u5f00\u53d1\u5c97\u9762\u8bd5\u5168\u89e3\u6790"},"content":{"rendered":"<h2>\u5199\u5728\u524d\u9762<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925013329-6ab5cf6978f34.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u6b22\u8fce\u5927\u5bb6\u5173\u6ce8Rocky\u7684\u516c\u4f17\u53f7&#xff1a;WeThinkIn \u6b22\u8fce\u5927\u5bb6\u5173\u6ce8Rocky\u7684\u77e5\u4e4e&#xff1a;Rocky Ding \u300a\u4e09\u5e74\u9762\u8bd5\u4e94\u5e74\u6a21\u62df\u300bAIGC\/LLM\/AI Agent\u7b97\u6cd5\u5de5\u7a0b\u5e08\/\u5f00\u53d1\u5de5\u7a0b\u5e08\u6c42\u804c\u9762\u8bd5\u79d8\u7c4d\u72ec\u5bb6\u8d44\u6e90&#xff1a;\u3010\u4e09\u5e74\u9762\u8bd5\u4e94\u5e74\u6a21\u62df\u3011WeThinkIn\/AIGC-Interview-Book&#xff0c;\u6b22\u8fce\u5927\u5bb6Star&#xff5e;<\/p>\n<p>Rocky\u6700\u65b0\u64b0\u5199\u768410\u4e07\u5b57AI Agent&#xff08;AI\u667a\u80fd\u4f53&#xff09;\u6df1\u5165\u6d45\u51fa\u5168\u7ef4\u5ea6\u89e3\u6790\u6587\u7ae0&#xff1a; \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790AI Agent&#xff08;AI\u667a\u80fd\u4f53&#xff09;\u7684\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<p>AIGC\/LLM\/AI Agent\u7b97\u6cd5\u5c97\/\u5f00\u53d1\u5c97\u6c42\u804c\u9762\u8bd5\u5185\u63a8\u5b66\u4e60\u793e\u7fa4&#xff08;\u6db5\u76d6AIGC\u3001LLM\u5927\u6a21\u578b\u3001AI Agent\u3001\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u5b66\u4e60\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u5f3a\u5316\u5b66\u4e60\u3001\u5927\u6570\u636e\u6316\u6398\u3001\u5177\u8eab\u667a\u80fd\u3001\u5143\u5b87\u5b99\u3001AGI\u7b49AI\u884c\u4e1a\u6700\u65b0\u9762\u8bd5\u5e72\u8d27\u7ecf\u9a8c\u4e0e\u6838\u5fc3\u77e5\u8bc6&#xff09;\u6b22\u8fce\u5927\u5bb6\u52a0\u5165&#xff1a;https:\/\/t.zsxq.com\/33pJ0<\/p>\n<hr \/>\n<p>\u5927\u5bb6\u597d&#xff0c;\u6211\u662fRocky\u3002<\/p>\n<p>AI \u5e94\u7528\u5f00\u53d1\u7684\u5de5\u7a0b\u80fd\u529b&#xff0c;\u4f53\u73b0\u5728\u80fd\u5426\u628a\u6a21\u578b\u3001\u68c0\u7d22\u3001\u5de5\u5177\u548c\u4e1a\u52a1\u89c4\u5219\u7ec4\u7ec7\u6210\u53ef\u9760\u7cfb\u7edf\u3002Rocky\u8ba4\u4e3a&#xff0c;\u9762\u8bd5\u56de\u7b54\u65e2\u8981\u8bb2\u6e05\u673a\u5236&#xff0c;\u4e5f\u8981\u4ea4\u4ee3\u7ea6\u675f\u3001\u5931\u8d25\u5904\u7406\u548c\u9a8c\u8bc1\u8bc1\u636e&#xff1b;\u9879\u76ee\u7ecf\u9a8c\u5219\u5e94\u4ee5\u771f\u5b9e\u804c\u8d23\u4e0e\u5b9e\u9645\u6d4b\u91cf\u4e3a\u8fb9\u754c\u3002<\/p>\n<p>\u590d\u4e60\u65f6\u53ef\u6cbf\u4e09\u6761\u4e3b\u7ebf\u5c55\u5f00&#xff1a;\u5148\u7528 Python \u4e0e\u6570\u636e\u5e93\u77e5\u8bc6\u8bc1\u660e\u5de5\u7a0b\u57fa\u7840&#xff0c;\u518d\u7528 RAG \u548c\u7ed3\u6784\u5316\u8f93\u51fa\u8bf4\u660e\u6a21\u578b\u8fb9\u754c&#xff0c;\u6700\u540e\u7528\u8bc4\u6d4b\u3001\u5ef6\u8fdf\u4e0e\u6062\u590d\u673a\u5236\u89e3\u91ca\u7cfb\u7edf\u5982\u4f55\u53ef\u9760\u4ea4\u4ed8\u3002\u6d89\u53ca\u4e2a\u4eba\u7ecf\u5386\u7684\u56de\u7b54\u4fdd\u7559\u53ef\u66ff\u6362\u6846\u67b6&#xff0c;\u5b9e\u9a8c\u793a\u4f8b\u4e0d\u5145\u5f53\u771f\u5b9e\u9879\u76ee\u6210\u7ee9\u3002<\/p>\n<h3>\u76ee\u5f55<\/h3>\n<ul>\n<li>1. \u5c97\u4f4d\u7406\u89e3\u4e0e\u81ea\u6211\u4ecb\u7ecd<\/li>\n<li>2. AI \u7f16\u7801\u5de5\u5177\u7684\u4f7f\u7528\u8fb9\u754c<\/li>\n<li>3. \u88c5\u9970\u5668\u7684\u6838\u5fc3\u673a\u5236<\/li>\n<li>4. \u8017\u65f6\u88c5\u9970\u5668&#xff1a;\u540c\u6b65\u3001\u5f02\u6b65\u4e0e\u5f02\u5e38<\/li>\n<li>5. functools.wraps \u4e0e\u5143\u6570\u636e<\/li>\n<li>6. \u8054\u5408\u7d22\u5f15\u7684\u5217\u987a\u5e8f\u4e0e SQL<\/li>\n<li>7. \u7f3a\u5c11\u9996\u5217\u65f6\u80fd\u5426\u4f7f\u7528\u7d22\u5f15<\/li>\n<li>8. B&#043;Tree \u7684\u5b57\u5178\u5e8f\u7ec4\u7ec7<\/li>\n<li>9. \u7ed3\u6784\u5316\u8f93\u51fa\u7684\u56db\u5c42\u6821\u9a8c<\/li>\n<li>10. \u591a\u4f59\u6587\u672c\u4e0e\u4e25\u683c JSON \u89e3\u6790<\/li>\n<li>11. \u8bed\u6cd5\u9519\u8bef\u4e0e\u6709\u754c\u4fee\u590d<\/li>\n<li>12. RAG\u3001\u68c0\u7d22\u4e0e\u5fae\u8c03\u7684\u9009\u62e9<\/li>\n<li>13. \u8bcd\u6c47\u9e3f\u6c9f\u4e0e\u89c4\u5219\u53e3\u5f84\u51b2\u7a81<\/li>\n<li>14. \u5fae\u8c03\u7684\u80fd\u529b\u8fb9\u754c<\/li>\n<li>15. Agent \u5e38\u7528\u8bbe\u8ba1\u6a21\u5f0f<\/li>\n<li>16. \u6eda\u52a8\u89c4\u5212\u4e0e\u5c40\u90e8 ReAct<\/li>\n<li>17. \u91cd\u89c4\u5212\u89e6\u53d1\u5668\u4e0e\u6210\u672c<\/li>\n<li>18. \u771f\u5b9e\u9879\u76ee\u7684\u8868\u8fbe\u6846\u67b6<\/li>\n<li>19. 50 \u6761\u6570\u636e\u7684\u8bc4\u6d4b\u8fb9\u754c<\/li>\n<li>20. \u6f0f\u53ec\u6392\u67e5\u4e0e\u6307\u6807\u5b9a\u4e49<\/li>\n<li>21. \u5207\u5206\u5b9e\u9a8c\u4e0e\u5931\u8d25\u5047\u8bbe<\/li>\n<li>22. \u7aef\u5230\u7aef\u8d28\u91cf\u4e0e\u914d\u5bf9\u8bc4\u6d4b<\/li>\n<li>23. TTFT\u3001\u6a21\u578b\u4e0e\u7f13\u5b58\u53d6\u820d<\/li>\n<li>24. LangGraph \u7684\u8bbe\u8ba1\u4ef7\u503c<\/li>\n<li>25. \u8282\u70b9\u5951\u7ea6\u4e0e reducer<\/li>\n<li>26. \u5171\u4eab\u72b6\u6001\u7684\u5de5\u7a0b\u4ee3\u4ef7<\/li>\n<li>27. \u4e2d\u65ad\u6062\u590d\u4e0e\u4e1a\u52a1\u5e42\u7b49<\/li>\n<\/ul>\n<h3>AI\u9762\u8bd5<\/h3>\n<\/p>\n<h4>1. 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Python \u540e\u7aef\u3001\u6570\u636e\u5e93\u548c\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u80fd\u529b&#xff0c;\u5728&#xff3b;\u771f\u5b9e\u9879\u76ee&#xff3d;\u4e2d\u8d1f\u8d23&#xff3b;\u660e\u786e\u6a21\u5757&#xff3d;&#xff0c;\u91cd\u70b9\u89e3\u51b3\u8fc7&#xff3b;\u95ee\u9898\u53ca\u9a8c\u8bc1\u7ed3\u679c&#xff3d;\u3002\u6211\u7406\u89e3 AI 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\u542c\u4f60\u63d0\u5230ai\u5de5\u5177\u80fd\u5927\u5e45\u63d0\u5347\u5f00\u53d1\u8fed\u4ee3\u6548\u7387\u3002\u4f60\u5e73\u65f6\u6700\u5e38\u7528\u7684ai\u7f16\u7801\u5de5\u5177\u662f\u4ec0\u4e48&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u5982\u5b9e\u8bf4\u51fa\u81ea\u5df1\u6700\u5e38\u7528\u7684\u5de5\u5177&#xff0c;\u5e76\u8bf4\u660e\u5b83\u5728\u5f00\u53d1\u6d41\u7a0b\u4e2d\u7684\u4f4d\u7f6e\u3002\u53ef\u4ee5\u662f\u7f16\u8f91\u5668\u4e2d\u7684\u8865\u5168\u4e0e\u5bf9\u8bdd\u52a9\u624b&#xff0c;\u4e5f\u53ef\u4ee5\u662f\u80fd\u591f\u8bfb\u53d6\u4ed3\u5e93\u3001\u4fee\u6539\u6587\u4ef6\u3001\u8fd0\u884c\u547d\u4ee4\u7684\u7f16\u7801 Agent&#xff1b;\u5de5\u5177\u540d\u79f0\u672c\u8eab\u4e0d\u80fd\u8bc1\u660e\u5de5\u7a0b\u80fd\u529b&#xff0c;\u5173\u952e\u662f\u4f7f\u7528\u8fb9\u754c\u548c\u9a8c\u8bc1\u65b9\u6cd5\u3002<\/p>\n<p>\u53ef\u91c7\u7528\u8fd9\u6837\u7684\u56de\u7b54&#xff1a;\u201c\u6211\u5e38\u7528&#xff3b;\u5b9e\u9645\u5de5\u5177&#xff3d;\u7406\u89e3\u5df2\u6709\u4ee3\u7801\u3001\u5b9a\u4f4d\u8c03\u7528\u94fe\u3001\u5b9e\u73b0\u5c40\u90e8\u4fee\u6539\u548c\u8865\u5145\u6d4b\u8bd5\u3002\u9762\u5bf9\u590d\u6742\u4efb\u52a1&#xff0c;\u6211\u5148\u7ed9\u51fa\u76ee\u6807\u3001\u63a5\u53e3\u5951\u7ea6\u3001\u590d\u73b0\u6b65\u9aa4\u4e0e\u9a8c\u6536\u6807\u51c6&#xff0c;\u8ba9\u5de5\u5177\u8bfb\u53d6\u76f8\u5173\u4ee3\u7801\u540e\u518d\u6539\u52a8&#xff1b;\u5b8c\u6210\u540e\u68c0\u67e5 diff&#xff0c;\u8fd0\u884c\u5fc5\u8981\u6d4b\u8bd5&#xff0c;\u5e76\u6838\u5bf9\u4f9d\u8d56\u3001\u5f02\u5e38\u5206\u652f\u548c\u6027\u80fd\u3002\u201d\u82e5\u4f7f\u7528\u8fc7 Claude Code\u3001Cursor\u3001Codex \u7b49&#xff0c;\u53ef\u6309\u771f\u5b9e\u7ecf\u5386\u8bf4\u660e\u5dee\u5f02&#xff0c;\u4e0d\u5fc5\u5ba3\u79f0\u6bcf\u79cd\u90fd\u719f\u7ec3\u638c\u63e1\u3002<\/p>\n<p>\u6709\u4ef7\u503c\u7684\u4f7f\u7528\u573a\u666f\u5305\u62ec\u6839\u636e\u5df2\u6709\u6a21\u5f0f\u8865\u9f50\u63a5\u53e3\u3001\u89e3\u91ca\u62a5\u9519\u3001\u751f\u6210\u53ef\u9a8c\u8bc1\u7684\u6d4b\u8bd5\u6837\u4f8b\u3001\u5206\u6790\u6027\u80fd\u74f6\u9888\u548c\u6574\u7406\u6280\u672f\u6587\u6863\u3002\u5bf9\u9274\u6743\u3001\u8d44\u91d1\u903b\u8f91\u3001\u6570\u636e\u5e93\u8fc1\u79fb\u548c\u4f9d\u8d56\u5347\u7ea7&#xff0c;\u5e94\u9010\u9879\u5ba1\u67e5\u5e76\u5728\u53d7\u63a7\u73af\u5883\u9a8c\u8bc1\u3002\u4ed3\u5e93\u91cc\u7684\u8bf4\u660e\u6587\u672c\u3001\u7f51\u9875\u548c\u5de5\u5177\u8f93\u51fa\u90fd\u53ef\u80fd\u5e26\u6709\u4e0d\u53ef\u4fe1\u6307\u4ee4&#xff0c;\u4e0d\u80fd\u8ba9 Agent \u56e0\u4e3a\u8bfb\u5230\u4e00\u53e5\u8bdd\u5c31\u83b7\u5f97\u989d\u5916\u6743\u9650\u3002<\/p>\n<p>\u201c\u63d0\u6548\u201d\u8981\u6709\u53e3\u5f84&#xff1a;\u53ef\u6bd4\u8f83\u540c\u7c7b\u4efb\u52a1\u7684\u5b8c\u6210\u65f6\u95f4\u3001\u8fd4\u5de5\u7387\u3001\u7f3a\u9677\u7387\u4e0e\u8bc4\u5ba1\u901a\u8fc7\u7387\u3002\u5c11\u5199\u51e0\u884c\u4ee3\u7801\u4e0d\u7b49\u4e8e\u6574\u4f53\u4ea4\u4ed8\u66f4\u5feb&#xff0c;\u672a\u7ecf\u6d4b\u8bd5\u7684\u751f\u6210\u5185\u5bb9\u4e5f\u4e0d\u7b49\u4e8e\u5b8c\u6210\u5de5\u4f5c\u3002\u6ca1\u6709\u771f\u5b9e\u6d4b\u91cf\u65f6&#xff0c;\u5e94\u8bf4\u201c\u51cf\u5c11\u4e86\u67d0\u7c7b\u91cd\u590d\u5de5\u4f5c\u201d&#xff0c;\u4e0d\u8981\u7f16\u9020\u56fa\u5b9a\u500d\u6570\u3002<\/p>\n<\/p>\n<h4>3. \u8c08\u8c08\u4f60\u5bf9python\u88c5\u9970\u5668\u7684\u7406\u89e3&#xff0c;\u5b83\u7684\u6838\u5fc3\u4f5c\u7528\u662f\u4ec0\u4e48&#xff1f;\u4e3e\u4e00\u4e2a\u4f60\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u4f7f\u7528\u88c5\u9970\u5668\u7684\u573a\u666f&#xff0c;\u8bf4\u660e\u5b83\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>Python \u88c5\u9970\u5668\u63a5\u6536\u4e00\u4e2a\u53ef\u8c03\u7528\u5bf9\u8c61&#xff0c;\u8fd4\u56de\u53e6\u4e00\u4e2a\u5bf9\u8c61&#xff0c;\u5e76\u628a\u539f\u540d\u79f0\u7ed1\u5b9a\u5230\u8fd4\u56de\u503c\u3002\u5e38\u89c1\u7528\u9014\u662f\u8fd4\u56de\u5305\u88c5\u51fd\u6570&#xff0c;\u5728\u8c03\u7528\u539f\u51fd\u6570\u524d\u540e\u589e\u52a0\u8ba1\u65f6\u3001\u9274\u6743\u3001\u7f13\u5b58\u6216\u65e5\u5fd7\u7b49\u903b\u8f91&#xff1b;\u88c5\u9970\u5668\u4e5f\u53ef\u4ee5\u7528\u4e8e\u6ce8\u518c\u51fd\u6570&#xff0c;\u672a\u5fc5\u6bcf\u6b21\u90fd\u521b\u5efa\u8c03\u7528\u5305\u88c5\u5c42\u3002<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;decorator<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">work<\/span><span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> x <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p><span class=\"token comment\"># \u5bf9\u666e\u901a\u51fd\u6570\u5b9a\u4e49\u800c\u8a00&#xff0c;\u4e0a\u9762\u7684\u7ed1\u5b9a\u6548\u679c\u76f8\u5f53\u4e8e&#xff1a;<\/span><br \/>\n<span class=\"token comment\"># work &#061; decorator(work)<\/span><\/p>\n<p>\u88c5\u9970\u5668\u901a\u5e38\u5728\u51fd\u6570\u5b9a\u4e49\u6267\u884c\u65f6\u5e94\u7528&#xff0c;\u5305\u88c5\u51fd\u6570\u5219\u5728\u5b9e\u9645\u8c03\u7528\u65f6\u6267\u884c\u3002\u5e26\u914d\u7f6e\u53c2\u6570\u7684\u88c5\u9970\u5668\u8fd8\u9700\u8981\u4e00\u5c42\u5de5\u5382\u51fd\u6570&#xff0c;\u4f8b\u5982 &#064;retry(max_attempts&#061;3) \u5148\u751f\u6210\u88c5\u9970\u5668&#xff0c;\u518d\u88c5\u9970\u76ee\u6807\u51fd\u6570\u3002\u591a\u5c42\u88c5\u9970\u4ece\u4e0b\u5f80\u4e0a\u5e94\u7528&#xff0c;\u8c03\u7528\u65f6\u901a\u5e38\u4ece\u6700\u5916\u5c42\u8fdb\u5165&#xff0c;\u987a\u5e8f\u4f1a\u5f71\u54cd\u9274\u6743\u3001\u7f13\u5b58\u548c\u4e8b\u52a1\u8bed\u4e49\u3002<\/p>\n<p>\u5b9e\u9645\u9879\u76ee\u53ef\u4ee5\u8bb2\u4e00\u4e2a\u771f\u5b9e\u573a\u666f&#xff1a;\u591a\u4e2a\u68c0\u7d22\u548c\u4e1a\u52a1\u63a5\u53e3\u90fd\u8981\u7edf\u8ba1\u8017\u65f6&#xff0c;\u5982\u679c\u628a\u8ba1\u65f6\u4ee3\u7801\u590d\u5236\u5230\u6bcf\u4e2a\u51fd\u6570&#xff0c;\u4f1a\u589e\u52a0\u9057\u6f0f\u4e0e\u7ef4\u62a4\u6210\u672c&#xff1b;\u8ba1\u65f6\u88c5\u9970\u5668\u7edf\u4e00\u5c01\u88c5\u5f00\u59cb\u3001\u7ed3\u675f\u548c\u5f02\u5e38\u8def\u5f84&#xff0c;\u4fdd\u7559\u4e1a\u52a1\u8fd4\u56de\u503c&#xff0c;\u5e76\u628a\u6307\u6807\u9001\u5230\u76d1\u63a7\u7cfb\u7edf\u3002<\/p>\n<p>\u8fb9\u754c\u4e5f\u8981\u8bf4\u660e&#xff1a;\u5b83\u4e0d\u662f\u81ea\u52a8\u505a\u5230\u201c\u96f6\u4fb5\u5165\u201d&#xff0c;\u51fd\u6570\u7b7e\u540d\u3001\u5f02\u6b65\u8bed\u4e49\u3001\u5f02\u5e38\u548c\u53ef\u89c2\u6d4b\u6027\u90fd\u53ef\u80fd\u53d7\u5f71\u54cd\u3002\u7f13\u5b58\u88c5\u9970\u5668\u4e0d\u9002\u7528\u4e8e\u4efb\u610f\u6709\u526f\u4f5c\u7528\u51fd\u6570&#xff1b;\u91cd\u8bd5\u88c5\u9970\u5668\u82e5\u7f3a\u5c11\u5e42\u7b49\u63a7\u5236&#xff0c;\u53ef\u80fd\u91cd\u590d\u521b\u5efa\u8ba2\u5355\u6216\u91cd\u590d\u6263\u8d39\u3002\u8981\u590d\u7528\u7684\u662f\u6e05\u6670\u5951\u7ea6&#xff0c;\u800c\u4e0d\u662f\u628a\u6240\u6709\u6a2a\u5207\u903b\u8f91\u9690\u85cf\u8d77\u6765\u3002<\/p>\n<\/p>\n<h4>4. \u4f60\u63d0\u5230\u88c5\u9970\u5668\u53ef\u4ee5\u5728\u4e0d\u4fee\u6539\u4e1a\u52a1\u4ee3\u7801\u7684\u524d\u63d0\u4e0b\u589e\u5f3a\u529f\u80fd\u3002\u90a3\u5982\u679c\u8981\u7ed9\u4e00\u4e2a\u5e26\u4f4d\u7f6e\u53c2\u6570\u3001\u5173\u952e\u5b57\u53c2\u6570&#xff0c;\u8fd8\u6709\u8fd4\u56de\u503c\u7684\u4e1a\u52a1\u51fd\u6570\u52a0\u7edf\u8ba1\u6267\u884c\u8017\u65f6\u7684\u88c5\u9970\u5668&#xff0c;\u4f60\u4f1a\u600e\u4e48\u5904\u7406\u88ab\u88c5\u9970\u51fd\u6570\u7684\u53c2\u6570\u4f20\u9012\u548c\u8fd4\u56de\u503c\u900f\u4f20\u95ee\u9898\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u5305\u88c5\u51fd\u6570\u4f7f\u7528 *args \u548c **kwargs \u539f\u6837\u8f6c\u53d1\u53c2\u6570&#xff0c;\u4fdd\u5b58\u5e76\u8fd4\u56de\u539f\u51fd\u6570\u7ed3\u679c&#xff1b;\u4e0d\u8981\u6f0f\u5199 return&#xff0c;\u4e5f\u4e0d\u8981\u64c5\u81ea\u6539\u5199\u53c2\u6570\u3002\u7528\u5355\u8c03\u9ad8\u5206\u8fa8\u7387\u65f6\u949f time.perf_counter() \u8ba1\u7b97\u8017\u65f6&#xff0c;\u5e76\u628a\u8bb0\u5f55\u653e\u5728 finally \u4e2d&#xff0c;\u4f7f\u6210\u529f\u4e0e\u5f02\u5e38\u8def\u5f84\u90fd\u6709\u7edf\u8ba1&#xff0c;\u540c\u65f6\u8ba9\u539f\u5f02\u5e38\u7ee7\u7eed\u5411\u4e0a\u4f20\u64ad\u3002<\/p>\n<p>\u540c\u6b65\u51fd\u6570\u4e0e\u534f\u7a0b\u51fd\u6570\u9700\u8981\u4e0d\u540c\u5305\u88c5\u65b9\u5f0f\u3002\u540c\u6b65\u5305\u88c5\u5668\u76f4\u63a5\u8c03\u7528\u5f02\u6b65\u51fd\u6570&#xff0c;\u53ea\u80fd\u6d4b\u5230\u521b\u5efa\u534f\u7a0b\u5bf9\u8c61\u7684\u8017\u65f6&#xff0c;\u6d4b\u4e0d\u5230\u771f\u6b63\u6267\u884c\u65f6\u95f4\u3002\u4e0b\u9762\u662f\u53ef\u8fd0\u884c\u5b9e\u73b0&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> functools<br \/>\n<span class=\"token keyword\">import<\/span> inspect<br \/>\n<span class=\"token keyword\">import<\/span> logging<br \/>\n<span class=\"token keyword\">import<\/span> time<\/p>\n<p>logger <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>getLogger<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;function_timing&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">timed<\/span><span class=\"token punctuation\">(<\/span>func<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> inspect<span class=\"token punctuation\">.<\/span>isgeneratorfunction<span class=\"token punctuation\">(<\/span>func<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> inspect<span class=\"token punctuation\">.<\/span>isasyncgenfunction<span class=\"token punctuation\">(<\/span>func<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> TypeError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;generator timing requires a separate contract&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">record<\/span><span class=\"token punctuation\">(<\/span>start<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        elapsed <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>perf_counter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start<br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%s elapsed&#061;%.6fs&#034;<\/span><span class=\"token punctuation\">,<\/span> func<span class=\"token punctuation\">.<\/span>__qualname__<span class=\"token punctuation\">,<\/span> elapsed<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">except<\/span> Exception<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u76d1\u63a7\u6545\u969c\u4e0d\u8986\u76d6\u4e1a\u52a1\u8fd4\u56de\u503c\u6216\u4e1a\u52a1\u5f02\u5e38\u3002<\/span><br \/>\n            <span class=\"token keyword\">pass<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> inspect<span class=\"token punctuation\">.<\/span>iscoroutinefunction<span class=\"token punctuation\">(<\/span>func<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token decorator annotation punctuation\">&#064;functools<span class=\"token punctuation\">.<\/span>wraps<\/span><span class=\"token punctuation\">(<\/span>func<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">async_wrapper<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>args<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>perf_counter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> func<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>args<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">finally<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                record<span class=\"token punctuation\">(<\/span>start<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> async_wrapper<\/p>\n<p>    <span class=\"token decorator annotation punctuation\">&#064;functools<span class=\"token punctuation\">.<\/span>wraps<\/span><span class=\"token punctuation\">(<\/span>func<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">sync_wrapper<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>args<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        start <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>perf_counter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> func<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>args<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">finally<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            record<span class=\"token punctuation\">(<\/span>start<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> sync_wrapper<\/p>\n<p>\u8bb0\u5f55\u503c\u8986\u76d6\u539f\u51fd\u6570\u4ece\u5f00\u59cb\u5230\u5b8c\u6210\u6216\u629b\u9519\u7684\u65f6\u95f4&#xff0c;\u4e0d\u5305\u542b\u540e\u7eed\u65e5\u5fd7\u5199\u5165\u8017\u65f6\u3002\u751f\u4ea7\u73af\u5883\u8fd8\u5e94\u91c7\u7528\u4f4e\u5f00\u9500\u6307\u6807\u4e0e\u53d7\u63a7\u91c7\u6837&#xff0c;\u907f\u514d\u8f93\u51fa\u654f\u611f\u53c2\u6570&#xff0c;\u4e5f\u4e0d\u5e94\u8ba9\u6307\u6807\u6807\u7b7e\u542b\u65e0\u754c\u7528\u6237 ID\u3002\u540c\u6b65\u65e5\u5fd7\u5904\u7406\u5668\u53ef\u80fd\u963b\u585e\u4e8b\u4ef6\u5faa\u73af&#xff0c;\u5e94\u4f7f\u7528\u5408\u9002\u7684\u5f02\u6b65\u6216\u961f\u5217\u5316\u76d1\u63a7\u901a\u9053\u3002<\/p>\n<p>\u8be5\u793a\u4f8b\u652f\u6301\u666e\u901a\u540c\u6b65\u51fd\u6570\u548c\u5e38\u89c4 async def&#xff0c;\u663e\u5f0f\u62d2\u7edd\u751f\u6210\u5668&#xff0c;\u56e0\u4e3a\u201c\u521b\u5efa\u8fed\u4ee3\u5668\u8017\u65f6\u201d\u548c\u201c\u6d88\u8d39\u5168\u90e8\u7ed3\u679c\u8017\u65f6\u201d\u4e0d\u540c\u3002\u540c\u6b65\u51fd\u6570\u8fd4\u56de awaitable \u7684\u7279\u6b8a\u60c5\u5f62\u4e5f\u4e0d\u5728\u5b8c\u6574\u5f02\u6b65\u8ba1\u65f6\u5951\u7ea6\u5185\u3002\u53d6\u6d88\u534f\u7a0b\u65f6 finally \u4ecd\u4f1a\u8fd0\u884c&#xff0c;\u53d6\u6d88\u5f02\u5e38\u4e0d\u5e94\u88ab\u541e\u6389\u3002<\/p>\n<p>\u8ffd\u95ee&#xff1a;\u7edf\u8ba1\u7684\u5230\u5e95\u662f\u54ea\u4e00\u79cd\u65f6\u95f4&#xff1f; perf_counter() \u6d4b\u91cf\u7684\u662f\u7ecf\u8fc7\u65f6\u95f4&#xff0c;\u5305\u542b\u7b49\u5f85 I\/O \u548c\u8c03\u5ea6\u6682\u505c&#xff1b;process_time() \u66f4\u63a5\u8fd1\u8fdb\u7a0b\u6d88\u8017\u7684 CPU \u65f6\u95f4&#xff0c;\u4e0d\u80fd\u62ff\u5b83\u66ff\u4ee3\u7528\u6237\u7b49\u5f85\u65f6\u957f\u3002\u534f\u7a0b\u4e2d\u7684\u8ba1\u65f6\u867d\u7136\u53ea\u5305\u4f4f\u4e00\u4e2a\u4efb\u52a1&#xff0c;\u4f46\u671f\u95f4\u4e8b\u4ef6\u5faa\u73af\u53ef\u80fd\u6267\u884c\u5176\u4ed6\u4efb\u52a1&#xff0c;\u8bb0\u5f55\u7684\u662f\u8be5\u4efb\u52a1\u7684\u5899\u949f\u8017\u65f6\u3002\u5206\u522b\u8bb0\u5f55\u6210\u529f\u3001\u5931\u8d25\u3001\u53d6\u6d88\u6b21\u6570&#xff0c;\u518d\u6309\u63a5\u53e3\u7edf\u8ba1 p50\u3001p95\u3001p99&#xff0c;\u624d\u6709\u5b9a\u4f4d\u4ef7\u503c&#xff1b;\u5355\u4e2a\u5e73\u5747\u503c\u4f1a\u63a9\u76d6\u957f\u5c3e\u3002<\/p>\n<\/p>\n<h4>5. \u4f60\u521a\u624d\u63d0\u5230\u4f1a\u7528\u5224\u65ad\u505a\u53c2\u6570\u6821\u9a8c&#xff0c;\u90a3\u4f60\u77e5\u9053python\u4e2d\u7528\u6765\u5b9e\u73b0\u88c5\u9970\u5668\u65f6&#xff0c;\u80fd\u81ea\u52a8\u4fdd\u7559\u88ab\u88c5\u9970\u51fd\u6570\u6e90\u4fe1\u606f&#xff0c;\u6bd4\u5982\u51fd\u6570\u540d\u6587\u6863\u5b57\u7b26\u4e32\u7684\u6807\u51c6\u5e93\u88c5\u9970\u5668\u662f\u4ec0\u4e48\u5417&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u6807\u51c6\u5e93\u63d0\u4f9b\u7684\u662f functools.wraps\u3002\u901a\u5e38\u628a\u5b83\u5199\u5728\u5305\u88c5\u51fd\u6570\u4e0a&#xff1a;&#064;functools.wraps(original)\u3002\u5b83\u662f functools.update_wrapper \u7684\u4fbf\u6377\u5c01\u88c5&#xff0c;\u5e2e\u52a9\u4fdd\u7559\u539f\u51fd\u6570\u7684\u6a21\u5757\u3001\u540d\u79f0\u3001\u9650\u5b9a\u540d\u3001\u6587\u6863\u5b57\u7b26\u4e32\u3001\u6ce8\u89e3\u7b49\u5143\u6570\u636e&#xff0c;\u5e76\u8bbe\u7f6e __wrapped__ \u6307\u5411\u88ab\u5305\u88c5\u5bf9\u8c61&#xff1b;\u5177\u4f53\u9ed8\u8ba4\u590d\u5236\u5c5e\u6027\u4e0e Python \u7248\u672c\u6709\u5173\u3002<\/p>\n<p>\u4fdd\u7559\u5143\u6570\u636e\u6709\u5b9e\u9645\u4f5c\u7528&#xff1a;\u65e5\u5fd7\u548c\u76d1\u63a7\u80fd\u663e\u793a\u4e1a\u52a1\u51fd\u6570\u540d&#xff0c;\u5e2e\u52a9\u6587\u6863\u4e0e\u8c03\u8bd5\u5de5\u5177\u8ffd\u8e2a\u539f\u51fd\u6570&#xff0c;inspect.signature \u901a\u5e38\u53ef\u4ee5\u6cbf __wrapped__ \u83b7\u53d6\u539f\u7b7e\u540d\u3002\u5426\u5219\u6240\u6709\u51fd\u6570\u53ef\u80fd\u90fd\u663e\u793a\u4e3a wrapper&#xff0c;\u5f71\u54cd\u5b9a\u4f4d\u548c\u4f9d\u8d56\u6ce8\u5165\u7b49\u4f9d\u8d56\u53cd\u5c04\u7684\u529f\u80fd\u3002<\/p>\n<p>\u4f46 wraps \u4e0d\u4f1a\u628a (*args, **kwargs) \u5305\u88c5\u5668\u7684\u5b9e\u9645\u6267\u884c\u53c2\u6570\u673a\u5236\u6539\u5199\u6210\u539f\u51fd\u6570\u5b9a\u4e49&#xff0c;\u4e5f\u4e0d\u4f1a\u81ea\u52a8\u5b8c\u6210\u53c2\u6570\u6821\u9a8c\u3001\u7c7b\u578b\u68c0\u67e5\u6216\u8fd4\u56de\u503c\u900f\u4f20\u3002\u5b83\u66f4\u4e0d\u4f1a\u81ea\u52a8\u4fee\u6b63\u540c\u6b65\u4e0e\u5f02\u6b65\u7684\u8bed\u4e49\u5dee\u5f02\u3002\u8fd9\u4e9b\u4ecd\u7136\u9700\u8981\u5305\u88c5\u51fd\u6570\u6b63\u786e\u5b9e\u73b0\u3002<\/p>\n<p>\u56e0\u6b64\u56de\u7b54\u53ef\u4ee5\u6536\u675f\u4e3a&#xff1a;wraps \u8d1f\u8d23\u5143\u6570\u636e\u4e0e\u53ef\u8ffd\u6eaf\u6027&#xff0c;\u53c2\u6570\u8f6c\u53d1\u548c\u8c03\u7528\u8bed\u4e49\u7531\u5305\u88c5\u5668\u8d1f\u8d23\u3002<\/p>\n<\/p>\n<h4>6. \u521b\u5efa\u8054\u5408\u7d22\u5f15\u65f6\u5b57\u6bb5\u7684\u653e\u7f6e\u987a\u5e8f&#xff0c;\u4f1a\u4e0d\u4f1a\u5f71\u54cd\u67e5\u8be2\u6548\u7387&#xff1f;\u4e3a\u4ec0\u4e48&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u4f1a\u5f71\u54cd\u3002\u4ee5\u4e0b\u4ee5 MySQL InnoDB \u7684 B&#043;Tree \u8054\u5408\u7d22\u5f15\u4e3a\u4f8b&#xff1a;\u7d22\u5f15 (a,b,c) \u6309 a\u3001\u518d b\u3001\u518d c \u7684\u5b57\u5178\u5e8f\u7ec4\u7ec7&#xff0c;\u540c\u4e00 a \u7684\u8bb0\u5f55\u76f8\u90bb&#xff0c;\u5728\u76f8\u540c a \u5185\u6309 b \u6392\u5e8f&#xff0c;\u518d\u5728\u76f8\u540c a\u3001b \u5185\u6309 c \u6392\u5e8f\u3002\u7d22\u5f15\u987a\u5e8f\u51b3\u5b9a\u54ea\u4e9b\u6761\u4ef6\u80fd\u591f\u5f62\u6210\u8fde\u7eed\u3001\u53ef\u9ad8\u6548\u5b9a\u4f4d\u7684\u626b\u63cf\u8303\u56f4\u3002<\/p>\n<p>a&#061;? AND b&#061;? \u901a\u5e38\u80fd\u5229\u7528\u524d\u4e24\u5217\u5b9a\u4f4d&#xff1b;a&#061;? AND b&gt;? AND c&#061;? \u4e2d&#xff0c;\u5e38\u89c4\u8303\u56f4\u5b9a\u4f4d\u901a\u5e38\u4e0d\u80fd\u7ee7\u7eed\u7528 c \u628a\u6574\u4e2a\u8303\u56f4\u538b\u6210\u540c\u6837\u7cbe\u786e\u7684\u533a\u95f4&#xff0c;\u4f46 c \u4ecd\u53ef\u80fd\u7528\u4e8e\u7d22\u5f15\u6761\u4ef6\u4e0b\u63a8\u3001\u8fc7\u6ee4\u6216\u8986\u76d6\u67e5\u8be2\u3002\u4e0d\u80fd\u628a\u201c\u4e0d\u80fd\u7ee7\u7eed\u7f29\u5c0f\u641c\u7d22\u533a\u95f4\u201d\u8bf4\u6210\u201c\u540e\u9762\u7684\u5217\u5b8c\u5168\u5931\u6548\u201d\u3002<\/p>\n<p>\u5217\u987a\u5e8f\u5e94\u7ed3\u5408\u9ad8\u9891\u67e5\u8be2\u7684\u8fc7\u6ee4\u3001\u6392\u5e8f\u3001\u5206\u7ec4\u548c\u8986\u76d6\u9700\u6c42&#xff1a;\u5e38\u7528\u7684\u79df\u6237\u7b49\u503c\u6761\u4ef6\u3001\u4e1a\u52a1\u72b6\u6001\u4e0e\u65f6\u95f4\u8303\u56f4&#xff0c;\u5f80\u5f80\u9700\u8981\u4e00\u8d77\u8003\u8651\u3002\u5bf9\u6240\u6709\u5217\u90fd\u7b49\u503c\u67e5\u8be2\u7684\u573a\u666f&#xff0c;\u4e0d\u540c\u6392\u5217\u53ef\u80fd\u90fd\u80fd\u7cbe\u786e\u5b9a\u4f4d&#xff0c;\u533a\u522b\u66f4\u591a\u4f53\u73b0\u5728\u5176\u4ed6\u67e5\u8be2\u7684\u590d\u7528\u3002\u628a\u201c\u9009\u62e9\u6027\u6700\u9ad8\u7684\u5217\u6c38\u8fdc\u6392\u7b2c\u4e00\u201d\u5f53\u901a\u7528\u89c4\u5219\u662f\u4e0d\u4e25\u8c28\u7684\u3002<\/p>\n<p>\u7d22\u5f15\u4e5f\u6709\u5199\u5165\u3001\u7f13\u5b58\u548c\u5b58\u50a8\u6210\u672c\u3002\u901a\u8fc7\u771f\u5b9e\u6570\u636e\u5206\u5e03\u3001\u7edf\u8ba1\u4fe1\u606f\u4e0e EXPLAIN \u6bd4\u8f83\u5019\u9009\u65b9\u6848&#xff1b;EXPLAIN ANALYZE \u4f1a\u5b9e\u9645\u6267\u884c\u67e5\u8be2&#xff0c;\u5e94\u5728\u53ef\u63a7\u73af\u5883\u4f7f\u7528\u3002SQL \u4e2d WHERE \u6761\u4ef6\u4e66\u5199\u987a\u5e8f\u901a\u5e38\u7531\u4f18\u5316\u5668\u5904\u7406&#xff0c;\u4e0d\u7b49\u4e8e\u7d22\u5f15\u5b9a\u4e49\u91cc\u7684\u5217\u987a\u5e8f\u3002<\/p>\n<p>\u628a\u539f\u5219\u843d\u5b9e\u5230\u4e00\u6761 SQL\u3002 \u5047\u8bbe\u5ba2\u670d\u5de5\u5355\u5e38\u89c1\u67e5\u8be2\u662f\u201c\u67d0\u79df\u6237\u4e0b\u67d0\u72b6\u6001\u7684\u6700\u8fd1 20 \u6761\u8bb0\u5f55\u201d&#xff1a;<\/p>\n<p><span class=\"token keyword\">CREATE<\/span> <span class=\"token keyword\">INDEX<\/span> idx_ticket_tenant_status_time<br \/>\n<span class=\"token keyword\">ON<\/span> ticket <span class=\"token punctuation\">(<\/span>tenant_id<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">status<\/span><span class=\"token punctuation\">,<\/span> created_at<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token keyword\">SELECT<\/span> id<span class=\"token punctuation\">,<\/span> created_at<br \/>\n<span class=\"token keyword\">FROM<\/span> ticket<br \/>\n<span class=\"token keyword\">WHERE<\/span> tenant_id <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">42<\/span> <span class=\"token operator\">AND<\/span> <span class=\"token keyword\">status<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#039;OPEN&#039;<\/span><br \/>\n<span class=\"token keyword\">ORDER<\/span> <span class=\"token keyword\">BY<\/span> created_at <span class=\"token keyword\">DESC<\/span><br \/>\n<span class=\"token keyword\">LIMIT<\/span> <span class=\"token number\">20<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u524d\u4e24\u5217\u7b49\u503c\u7ea6\u675f\u5148\u786e\u5b9a\u8303\u56f4&#xff0c;\u968f\u540e\u53ef\u6309\u65f6\u95f4\u53cd\u5411\u626b\u63cf\u5e76\u5c3d\u65e9\u6ee1\u8db3 LIMIT\u3002\u82e5 id \u662f InnoDB \u4e3b\u952e&#xff0c;\u8fd9\u4e24\u5217\u8f93\u51fa\u8fd8\u53ef\u80fd\u88ab\u8be5\u4e8c\u7ea7\u7d22\u5f15\u8986\u76d6&#xff1b;\u82e5\u989d\u5916\u8bfb\u53d6 content \u7b49\u5217&#xff0c;\u5219\u901a\u5e38\u9700\u8981\u56de\u8868\u3002\u6362\u6210\u201c\u8be5\u79df\u6237\u6240\u6709\u72b6\u6001\u7684\u6700\u8fd1\u8bb0\u5f55\u201d\u540e&#xff0c;status \u672a\u56fa\u5b9a&#xff0c;\u65f6\u95f4\u987a\u5e8f\u5c31\u4e0d\u80fd\u76f4\u63a5\u7531\u8fd9\u4e2a\u7d22\u5f15\u6574\u4f53\u4fdd\u8bc1&#xff0c;\u5e94\u91cd\u65b0\u8bc4\u4f30 (tenant_id, created_at)\u3002\u8fd9\u8bf4\u660e\u7d22\u5f15\u8bbe\u8ba1\u8981\u4ece\u4e00\u7ec4\u9ad8\u9891\u8bbf\u95ee\u8def\u5f84\u51fa\u53d1\u3002<\/p>\n<p>\u4ee5\u4e0a\u662f\u5206\u6790\u7528\u67e5\u8be2&#xff0c;\u4e0d\u662f\u5df2\u7ecf\u6d4b\u5f97\u7684\u6267\u884c\u8ba1\u5212\u3002\u9a8c\u8bc1\u65f6\u6bd4\u8f83\u4f30\u8ba1\u884c\u6570\u4e0e\u5b9e\u9645\u626b\u63cf\u884c\u6570&#xff0c;\u89c2\u5bdf\u662f\u5426\u6392\u5e8f\u3001\u662f\u5426\u56de\u8868&#xff0c;\u5e76\u5728\u771f\u5b9e\u57fa\u6570\u548c\u51b7\u70ed\u7f13\u5b58\u6761\u4ef6\u4e0b\u8bb0\u5f55\u5ef6\u8fdf&#xff1b;\u5c0f\u8868\u5b9e\u9a8c\u4e0d\u80fd\u76f4\u63a5\u63a8\u65ad\u751f\u4ea7\u6536\u76ca\u3002<\/p>\n<\/p>\n<h4>7. \u5982\u679c\u6211\u6709\u4e00\u4e2a\u8054\u5408\u7d22\u5f15abc&#xff0c;\u67e5\u8be2\u6761\u4ef6\u662fb\u7b49\u4e8e1 and c\u7b49\u4e8e2&#xff0c;\u8fd9\u4e2a\u67e5\u8be2\u80fd\u7528\u5230\u8fd9\u4e2a\u8054\u5408\u7d22\u5f15\u5417&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u4e0d\u80fd\u4ec5\u51ed\u7f3a\u5c11 a \u5c31\u56de\u7b54\u201c\u7edd\u5bf9\u4e0d\u80fd\u7528\u201d\u3002\u5bf9\u4e8e (a,b,c) \u4e14\u4ec5\u6709 b&#061;1 AND c&#061;2 \u7684\u67e5\u8be2&#xff0c;\u901a\u5e38\u65e0\u6cd5\u6309\u5b8c\u6574\u6700\u5de6\u524d\u7f00\u76f4\u63a5\u5b9a\u4f4d\u4e00\u4e2a\u8fde\u7eed\u7684\u7cbe\u786e\u533a\u95f4&#xff0c;\u4f46\u662f\u5426\u4f7f\u7528\u8fd9\u4e2a\u7d22\u5f15\u8fd8\u5b58\u5728\u51e0\u79cd\u53ef\u80fd\u3002<\/p>\n<table>\n<tr>\u6267\u884c\u65b9\u5f0f\u80fd\u5426\u53d1\u751f\u9700\u8981\u6ce8\u610f\u7684\u8fb9\u754c<\/tr>\n<tbody>\n<tr>\n<td>\u666e\u901a\u524d\u7f00\u67e5\u627e<\/td>\n<td>\u7f3a\u5c11 a \u65f6\u901a\u5e38\u4e0d\u5177\u5907\u76f4\u63a5\u524d\u7f00\u5b9a\u4f4d\u6761\u4ef6<\/td>\n<td>\u4e0d\u662f\u7b80\u5355\u7684 (a,b,c) \u7b49\u503c\u67e5\u627e<\/td>\n<\/tr>\n<tr>\n<td>\u5168\u7d22\u5f15\u626b\u63cf<\/td>\n<td>\u4f18\u5316\u5668\u53ef\u80fd\u9009\u62e9<\/td>\n<td>\u5c24\u5176\u7d22\u5f15\u8986\u76d6\u67e5\u8be2\u65f6&#xff0c;\u626b\u63cf\u7d22\u5f15\u53ef\u80fd\u6bd4\u626b\u63cf\u6574\u884c\u4fbf\u5b9c&#xff0c;\u4f46\u4ecd\u8981\u8bfb\u5927\u91cf\u7d22\u5f15\u9879<\/td>\n<\/tr>\n<tr>\n<td>Skip Scan<\/td>\n<td>\u652f\u6301\u8be5\u4f18\u5316\u4e14\u6ee1\u8db3\u9650\u5236\u65f6\u53ef\u80fd\u9009\u62e9<\/td>\n<td>\u904d\u5386\u4e0d\u540c\u524d\u5bfc\u503c\u518d\u505a\u540e\u7eed\u8303\u56f4\u67e5\u627e&#xff0c;\u524d\u5bfc\u5217\u57fa\u6570\u4e0e\u6210\u672c\u5f88\u5173\u952e<\/td>\n<\/tr>\n<tr>\n<td>\u5168\u8868\u626b\u63cf\u6216\u5176\u4ed6\u7d22\u5f15<\/td>\n<td>\u4e5f\u53ef\u80fd\u9009\u62e9<\/td>\n<td>\u7531\u9009\u62e9\u6027\u3001\u8986\u76d6\u60c5\u51b5\u3001\u7edf\u8ba1\u4fe1\u606f\u548c\u6210\u672c\u51b3\u5b9a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>MySQL 8.x \u7684 Skip Scan \u4e0d\u662f\u65e0\u6761\u4ef6\u901a\u7528\u80fd\u529b&#xff0c;\u9002\u7528\u67e5\u8be2\u5f62\u6001\u3001\u8986\u76d6\u5217\u3001\u5355\u8868\u53ca\u5206\u7ec4\u7b49\u5b58\u5728\u9650\u5236&#xff0c;\u6700\u7ec8\u4ee5\u5177\u4f53\u7248\u672c\u548c\u6267\u884c\u8ba1\u5212\u4e3a\u51c6\u3002b&#061;1 AND c&#061;2 \u5e76\u4e0d\u4fdd\u8bc1\u4e00\u5b9a\u89e6\u53d1\u8fd9\u4e00\u4f18\u5316\u3002<\/p>\n<p>\u53ef\u4ee5\u6bd4\u8f83 SELECT b,c &#8230; \u4e0e SELECT * &#8230; \u7684\u8ba1\u5212&#xff1a;\u524d\u8005\u66f4\u53ef\u80fd\u7531\u7d22\u5f15\u8986\u76d6&#xff0c;\u540e\u8005\u53ef\u80fd\u9700\u8981\u5927\u91cf\u56de\u8868\u3002\u770b key\u3001\u8bbf\u95ee\u7c7b\u578b\u3001\u4f30\u8ba1\/\u5b9e\u9645\u626b\u63cf\u884c\u6570\u3001Extra \u548c\u67e5\u8be2\u8017\u65f6&#xff0c;\u533a\u5206\u201c\u9009\u4e86\u7d22\u5f15\u201d\u548c\u201c\u9ad8\u6548\u7528\u4e86\u7d22\u5f15\u201d\u3002\u5982\u679c\u8fd9\u7c7b b\u3001c \u6761\u4ef6\u662f\u6838\u5fc3\u9ad8\u9891\u67e5\u8be2&#xff0c;\u518d\u8bc4\u4f30 (b,c) \u6216\u5176\u4ed6\u7b26\u5408\u6574\u4f53\u8d1f\u8f7d\u7684\u7d22\u5f15\u3002<\/p>\n<\/p>\n<h4>8. \u4f60\u521a\u624d\u63d0\u5230\u8054\u5408\u7d22\u5f15&#xff0c;\u9075\u5faa\u6700\u5de6\u5339\u914d\u539f\u5219&#xff0c;\u90a3\u8054\u5408\u7d22\u5f15\u5728B&#043;\u6811\u4e2d\u5b58\u50a8\u65f6&#xff0c;\u662f\u6309\u7167\u4ec0\u4e48\u89c4\u5219\u6765\u7ec4\u7ec7\u952e\u503c\u987a\u5e8f&#xff0c;\u4ece\u800c\u652f\u6491\u6700\u5de6\u5339\u914d\u7279\u6027\u7684\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u5b83\u9075\u5faa\u591a\u5217\u952e\u7684\u5b57\u5178\u5e8f\u6bd4\u8f83&#xff1a;\u5148\u6bd4\u8f83 a&#xff1b;a \u76f8\u540c\u624d\u6bd4\u8f83 b&#xff1b;a\u3001b \u90fd\u76f8\u540c\u624d\u6bd4\u8f83 c\u3002\u4ee5\u4e0b\u4f8b\u5b50\u7b80\u5316\u5ffd\u7565\u6392\u5e8f\u65b9\u5411\u548c\u6392\u5e8f\u89c4\u5219\u5dee\u5f02&#xff1a;<\/p>\n<p>(a&#061;1,b&#061;1,c&#061;2)<br \/>\n(a&#061;1,b&#061;1,c&#061;5)<br \/>\n(a&#061;1,b&#061;3,c&#061;1)<br \/>\n(a&#061;2,b&#061;1,c&#061;2)<br \/>\n(a&#061;2,b&#061;2,c&#061;0)<\/p>\n<p>\u56fa\u5b9a a&#061;1&#xff0c;\u53ef\u4ee5\u627e\u5230\u8fde\u7eed\u7684\u4e00\u6bb5&#xff1b;\u518d\u56fa\u5b9a b&#061;1&#xff0c;\u53ef\u4ee5\u7f29\u5230\u8fd9\u6bb5\u5185\u90e8\u66f4\u5c0f\u7684\u8fde\u7eed\u533a\u95f4\u3002\u53ea\u56fa\u5b9a b&#061;1\u3001c&#061;2 \u65f6&#xff0c;\u7b26\u5408\u8bb0\u5f55\u53ef\u80fd\u6563\u843d\u5728\u8bb8\u591a\u4e0d\u540c a \u7684\u533a\u95f4&#xff0c;\u65e0\u6cd5\u7528\u4e00\u4e2a\u666e\u901a\u524d\u7f00\u67e5\u627e\u76f4\u63a5\u8df3\u5230\u6240\u6709\u7ed3\u679c\u3002\u8fd9\u5c31\u662f\u6700\u5de6\u5339\u914d\u80cc\u540e\u7684\u987a\u5e8f\u7ed3\u6784\u3002<\/p>\n<p>B&#043;Tree \u5185\u90e8\u9875\u63d0\u4f9b\u5bfc\u822a\u952e&#xff0c;\u53f6\u5b50\u9875\u4fdd\u5b58\u6709\u5e8f\u7d22\u5f15\u8bb0\u5f55\u5e76\u652f\u6301\u8303\u56f4\u626b\u63cf\u3002InnoDB \u7684\u805a\u7c07\u7d22\u5f15\u53f6\u5b50\u4fdd\u5b58\u884c\u6570\u636e&#xff0c;\u4e8c\u7ea7\u7d22\u5f15\u53f6\u5b50\u5305\u542b\u4e8c\u7ea7\u952e\u4e0e\u5b9a\u4f4d\u884c\u6240\u9700\u7684\u4e3b\u952e\u503c&#xff1b;\u9700\u8981\u975e\u8986\u76d6\u5217\u65f6&#xff0c;\u518d\u901a\u8fc7\u4e3b\u952e\u56de\u8868\u3002\u4e3b\u952e\u8f83\u5bbd\u4f1a\u589e\u52a0\u4e8c\u7ea7\u7d22\u5f15\u5360\u7528\u3002<\/p>\n<p>\u4e25\u683c\u6765\u8bf4&#xff0c;\u6bd4\u8f83\u987a\u5e8f\u8fd8\u53d7\u5b57\u6bb5\u7c7b\u578b\u3001\u5b57\u7b26\u6392\u5e8f\u89c4\u5219\u3001NULL \u5904\u7406\u548c ASC\/DESC \u5b9a\u4e49\u5f71\u54cd&#xff0c;\u4e0d\u662f\u628a\u5b57\u7b26\u4e32\u62fc\u63a5\u540e\u6309\u6587\u672c\u6392\u5e8f\u3002Skip Scan \u7b49\u4f18\u5316\u901a\u8fc7\u989d\u5916\u7b97\u6cd5\u5229\u7528\u8fd9\u68f5\u6811&#xff0c;\u5e76\u6ca1\u6709\u6539\u53d8\u5b83\u7684\u5b57\u5178\u5e8f\u7ec4\u7ec7\u539f\u5219\u3002<\/p>\n<\/p>\n<h4>9. \u8ba9\u5927\u6a21\u578b\u7a33\u5b9a\u8f93\u51fa\u7ed3\u6784\u5316\u6570\u636e&#xff0c;\u5982JSON\u662fai\u5e94\u7528\u5f00\u53d1\u5e38\u89c1\u9700\u6c42&#xff0c;\u4f46\u6a21\u578b\u6709\u65f6\u4f1a\u8f93\u51fa\u591a\u4f59\u7684\u89e3\u91ca\u6587\u5b57\u6216\u683c\u5f0f\u4e0d\u5408\u6cd5&#xff0c;\u4f60\u4f1a\u7528\u54ea\u4e9b\u624b\u6bb5\u63d0\u5347\u7ed3\u6784\u5316\u8f93\u51fa\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u89e3\u6790\u6027\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u628a\u7a33\u5b9a\u6027\u62c6\u6210\u56db\u5c42&#xff1a;\u751f\u6210\u534f\u8bae\u3001\u8bed\u6cd5\u3001\u7ed3\u6784\u4e0e\u4e1a\u52a1\u8bed\u4e49\u3002\u53ea\u6709\u201c\u53ef\u4ee5 json.loads\u201d\u8fdc\u8fdc\u4e0d\u591f&#xff0c;\u4f8b\u5982\u91d1\u989d\u7c7b\u578b\u6b63\u786e\u4f46\u5e01\u79cd\u9519\u8bef\u3001\u8ba2\u5355\u53f7\u5c5e\u4e8e\u522b\u7684\u79df\u6237&#xff0c;\u4ecd\u7136\u4e0d\u80fd\u6267\u884c\u3002<\/p>\n<p>\u4f18\u5148\u4f7f\u7528\u6a21\u578b\u548c\u670d\u52a1\u7aef\u660e\u786e\u652f\u6301\u7684 JSON Schema \u7ea6\u675f\u8f93\u51fa\u6216\u5de5\u5177\u8c03\u7528\u53c2\u6570\u8f93\u51fa&#xff0c;\u800c\u975e\u53ea\u5199\u4e00\u53e5\u63d0\u793a\u8bcd\u3002\u533a\u5206 JSON mode \u4e0e schema-constrained output&#xff1a;\u524d\u8005\u901a\u5e38\u4fa7\u91cd\u5408\u6cd5 JSON&#xff0c;\u540e\u8005\u8fdb\u4e00\u6b65\u7ea6\u675f\u5b57\u6bb5\u7ed3\u6784&#xff0c;\u4f46\u652f\u6301\u54ea\u4e9b schema \u5173\u952e\u5b57\u3001\u9047\u5230\u62d2\u7b54\u548c\u622a\u65ad\u65f6\u5982\u4f55\u8fd4\u56de&#xff0c;\u53d6\u51b3\u4e8e\u4f9b\u5e94\u5546\u4e0e\u5177\u4f53\u6a21\u578b\u3002<\/p>\n<p>\u63d0\u793a\u8bcd\u4ecd\u9700\u8981\u7ed9\u51fa\u660e\u786e\u4efb\u52a1\u3001\u7b80\u6d01 schema\u3001\u5b57\u6bb5\u542b\u4e49\u548c\u793a\u4f8b&#xff0c;\u51cf\u5c11\u53ef\u9009\u683c\u5f0f\u3002\u670d\u52a1\u7aef\u68c0\u67e5\u7ed3\u675f\u539f\u56e0\u3001\u62d2\u7b54\u4fe1\u53f7\u4e0e\u5b8c\u6574\u6027&#xff0c;\u4e0d\u80fd\u628a\u672a\u7ed3\u675f\u7684\u6d41\u5f0f\u7247\u6bb5\u5f53\u4f5c\u5b8c\u6574\u5bf9\u8c61\u89e3\u6790\u3002\u89e3\u6790\u540e\u7528 Pydantic\u3001JSON Schema \u7b49\u9a8c\u8bc1\u7c7b\u578b\u3001\u5fc5\u586b\u9879\u3001\u679a\u4e3e\u3001\u957f\u5ea6\u3001\u53d6\u503c\u8303\u56f4\u4e0e\u989d\u5916\u5b57\u6bb5\u3002<\/p>\n<p>\u518d\u505a\u4e1a\u52a1\u6821\u9a8c&#xff1a;\u6743\u9650\u3001\u5b9e\u4f53\u662f\u5426\u5b58\u5728\u3001\u5b57\u6bb5\u4e4b\u95f4\u7684\u5173\u7cfb\u3001\u91d1\u989d\u4e0e\u65f6\u95f4\u7ea6\u675f\u3001\u8bc1\u636e\u662f\u5426\u652f\u6301\u7ed3\u8bba\u3002\u5bf9\u4e0d\u5408\u6cd5\u7ed3\u679c\u8fdb\u884c\u6709\u6b21\u6570\u548c\u8017\u65f6\u9884\u7b97\u7684\u5b9a\u5411\u4fee\u590d&#xff1b;\u5931\u8d25\u5219\u8fd4\u56de\u7ed3\u6784\u5316\u5931\u8d25\u72b6\u6001\u6216\u4eba\u5de5\u590d\u6838\u3002\u5199\u64cd\u4f5c\u7684\u6388\u6743\u548c\u5e42\u7b49\u6821\u9a8c\u653e\u5728\u6a21\u578b\u5916\u90e8\u3002<\/p>\n<p>\u4e0a\u7ebf\u76d1\u63a7\u8bed\u6cd5\u6210\u529f\u7387\u3001schema \u901a\u8fc7\u7387\u3001\u4e1a\u52a1\u6709\u6548\u7387\u53ca\u6700\u7ec8\u4efb\u52a1\u6210\u529f\u7387&#xff0c;\u5206\u522b\u8bb0\u5f55\u5931\u8d25\u7c7b\u578b\u3002\u7ed3\u6784\u5316\u8f93\u51fa\u7684\u76ee\u6807\u662f\u5efa\u7acb\u53ef\u9a8c\u8bc1\u7684\u4e1a\u52a1\u63a5\u53e3&#xff0c;\u683c\u5f0f\u6b63\u786e\u53ea\u662f\u7b2c\u4e00\u9053\u95e8\u3002<\/p>\n<\/p>\n<h4>10. \u5982\u679c\u4f60\u5728\u63d0\u793a\u8bcd\u91cc\u5df2\u7ecf\u660e\u786e\u8981\u6c42&#xff0c;\u53ea\u8f93\u51faJSON\u4e0d\u8981\u989d\u5916\u89e3\u91ca&#xff0c;\u4f46\u6a21\u578b\u4f9d\u7136\u5728JSON\u524d\u540e\u9644\u5e26\u81ea\u7136\u8bed\u8a00\u8bf4\u660e&#xff0c;\u4f60\u4f1a\u7528\u4ec0\u4e48\u65b9\u5f0f\u5904\u7406\u8fd9\u7c7b\u8f93\u51fa\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u5148\u786e\u8ba4\u63a5\u53e3\u662f\u5426\u53ef\u4ee5\u76f4\u63a5\u8fd4\u56de\u7ed3\u6784\u5316\u5b57\u6bb5&#xff0c;\u4f18\u5148\u4fee\u6b63\u751f\u6210\u534f\u8bae\u548c\u8c03\u7528\u914d\u7f6e\u3002\u5982\u679c\u53ea\u80fd\u63a5\u6536\u81ea\u7531\u6587\u672c&#xff0c;\u9700\u8981\u4e00\u4e2a\u6709\u660e\u786e\u63a5\u53d7\u89c4\u5219\u7684\u517c\u5bb9\u5c42&#xff0c;\u4e0d\u80fd\u7528\u8d2a\u5a6a\u6b63\u5219\u968f\u610f\u6293\u53d6\u7b2c\u4e00\u4e2a { \u5230\u6700\u540e\u4e00\u4e2a }\u3002<\/p>\n<p>\u5904\u7406\u987a\u5e8f\u53ef\u4ee5\u662f&#xff1a;\u5148\u5bf9\u5b8c\u6574\u54cd\u5e94\u505a\u4e25\u683c JSON \u89e3\u6790&#xff1b;\u82e5\u4e0d\u6210\u529f&#xff0c;\u53ea\u5265\u79bb\u5df2\u786e\u8ba4\u7684\u5916\u5c42\u4ee3\u7801\u56f4\u680f\u6216\u56fa\u5b9a\u5305\u88c5&#xff1b;\u786e\u5b9e\u9700\u8981\u4ece\u8bf4\u660e\u6587\u5b57\u4e2d\u63d0\u53d6\u65f6&#xff0c;\u7528\u7406\u89e3\u5b57\u7b26\u4e32\u3001\u8f6c\u4e49\u548c\u5d4c\u5957\u5c42\u7ea7\u7684\u89e3\u6790\u5668\u6216\u72b6\u6001\u673a\u8bc6\u522b\u5b8c\u6574\u7684\u9876\u5c42\u5019\u9009&#xff0c;\u518d\u7528 JSON \u89e3\u7801\u5668\u9a8c\u8bc1\u3002JSONDecoder.raw_decode \u53ef\u8fd4\u56de\u4ece\u6307\u5b9a\u4f4d\u7f6e\u89e3\u6790\u51fa\u7684\u503c\u53ca\u7ed3\u675f\u4f4d\u7f6e&#xff0c;\u4f46\u4e0d\u4f1a\u81ea\u52a8\u8bc1\u660e\u5176\u4f59\u5185\u5bb9\u65e0\u5bb3\u3002<\/p>\n<p>\u5982\u679c\u6587\u672c\u4e2d\u51fa\u73b0\u793a\u4f8b\u5bf9\u8c61\u548c\u6700\u7ec8\u5bf9\u8c61\u4e24\u4e2a\u5019\u9009&#xff0c;\u6216\u591a\u4e2a\u5bf9\u8c61\u90fd\u6ee1\u8db3 schema&#xff0c;\u4e0d\u80fd\u4efb\u610f\u53d6\u4e00\u4e2a&#xff0c;\u5e94\u6309\u534f\u8bae\u8981\u6c42\u91cd\u751f\u6210\u6216\u62a5\u6b67\u4e49\u3002\u8bc6\u522b\u9876\u5c42\u5019\u9009\u65f6\u5e94\u8df3\u8fc7\u5df2\u89e3\u6790\u5bf9\u8c61\u5185\u90e8\u4f4d\u7f6e&#xff0c;\u9632\u6b62\u8bef\u628a\u5d4c\u5957\u5bf9\u8c61\u5f53\u7b2c\u4e8c\u4e2a\u72ec\u7acb\u7b54\u6848\u3002\u53ea\u63a5\u53d7\u7ea6\u5b9a\u7684\u6839\u7c7b\u578b&#xff0c;\u4f8b\u5982 object&#xff0c;\u800c\u4e0d\u662f\u4efb\u4f55\u5408\u6cd5 JSON \u6807\u91cf\u3002<\/p>\n<p>\u63d0\u53d6\u540e\u4ecd\u8981\u9650\u5236\u957f\u5ea6\u548c\u5d4c\u5957\u6df1\u5ea6\u3001\u6821\u9a8c schema\u3001\u62d2\u7edd\u91cd\u590d\u952e&#xff0c;\u5e76\u5904\u7406 Python \u6807\u51c6\u89e3\u6790\u5668\u9ed8\u8ba4\u53ef\u63a5\u53d7 NaN\/Infinity \u7b49\u4e0e\u4e25\u683c JSON \u4e0d\u4e00\u81f4\u7684\u884c\u4e3a\u3002\u4e0d\u80fd\u901a\u8fc7\u5220\u9664\u6240\u6709\u53cd\u659c\u6760\u3001\u66ff\u6362\u6240\u6709\u5f15\u53f7\u6765\u201c\u6e05\u6d17\u201d&#xff0c;\u90a3\u53ef\u80fd\u6539\u574f\u8def\u5f84\u3001\u81ea\u7136\u8bed\u8a00\u6216\u6570\u636e\u503c\u3002<\/p>\n<p>\u5bf9\u8d44\u91d1\u3001\u5ba1\u6279\u7b49\u9ad8\u98ce\u9669\u63a5\u53e3&#xff0c;\u53ef\u4ee5\u76f4\u63a5\u62d2\u7edd\u5e26\u591a\u4f59\u5185\u5bb9\u7684\u54cd\u5e94\u5e76\u8981\u6c42\u53d7\u7ea6\u675f\u91cd\u751f\u6210\u3002\u517c\u5bb9\u7b56\u7565\u662f\u5426\u63a5\u53d7\u524d\u540e\u8bf4\u660e&#xff0c;\u5e94\u7531\u63a5\u53e3\u5951\u7ea6\u51b3\u5b9a&#xff0c;\u4e0d\u5e94\u5728\u4e0d\u540c\u8bf7\u6c42\u4e4b\u95f4\u968f\u610f\u53d8\u5316\u3002<\/p>\n<p>\u6700\u5c0f\u4e25\u683c\u5165\u53e3\u53ef\u4ee5\u76f4\u63a5\u5199\u6210\u4ee3\u7801\u3002 \u4e0b\u9762\u660e\u786e\u53ea\u63a5\u53d7\u4e00\u4e2a\u5b8c\u6574 JSON object&#xff0c;\u5141\u8bb8\u534f\u8bae\u5916\u5c42\u7a7a\u767d&#xff0c;\u62d2\u7edd\u524d\u540e\u89e3\u91ca\u3001\u91cd\u590d\u952e\u4e0e\u975e\u6807\u51c6\u6570\u503c&#xff1b;\u5b83\u4e0d\u5c1d\u8bd5\u731c\u6d4b\u6216\u81ea\u52a8\u4fee\u590d\u5185\u5bb9\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">from<\/span> decimal <span class=\"token keyword\">import<\/span> Decimal<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">reject_constant<\/span><span class=\"token punctuation\">(<\/span>value<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;non-standard JSON number: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>value<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">unique_object<\/span><span class=\"token punctuation\">(<\/span>pairs<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    obj <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> key<span class=\"token punctuation\">,<\/span> value <span class=\"token keyword\">in<\/span> pairs<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> key <span class=\"token keyword\">in<\/span> obj<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;duplicate JSON key: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>key<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        obj<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> value<br \/>\n    <span class=\"token keyword\">return<\/span> obj<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">parse_json_object<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">*<\/span><span class=\"token punctuation\">,<\/span> max_chars<span class=\"token operator\">&#061;<\/span><span class=\"token number\">32768<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> max_chars<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;invalid input type or size&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        obj <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span><br \/>\n            text<span class=\"token punctuation\">,<\/span><br \/>\n            object_pairs_hook<span class=\"token operator\">&#061;<\/span>unique_object<span class=\"token punctuation\">,<\/span><br \/>\n            parse_constant<span class=\"token operator\">&#061;<\/span>reject_constant<span class=\"token punctuation\">,<\/span><br \/>\n            parse_float<span class=\"token operator\">&#061;<\/span>Decimal<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">except<\/span> <span class=\"token punctuation\">(<\/span>json<span class=\"token punctuation\">.<\/span>JSONDecodeError<span class=\"token punctuation\">,<\/span> RecursionError<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> exc<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;invalid or too deeply nested JSON&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">from<\/span> exc<br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>obj<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;JSON root must be an object&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> obj<\/p>\n<p>object_pairs_hook \u5728\u6bcf\u4e00\u5c42\u5bf9\u8c61\u6784\u9020\u65f6\u68c0\u67e5\u91cd\u590d\u952e&#xff0c;\u53ef\u4ee5\u907f\u514d\u540e\u51fa\u73b0\u7684\u503c\u9759\u9ed8\u8986\u76d6\u5148\u524d\u503c\u3002parse_float&#061;Decimal \u907f\u514d\u5341\u8fdb\u5236\u76f4\u63a5\u843d\u5165\u4e8c\u8fdb\u5236\u6d6e\u70b9\u8fd1\u4f3c&#xff0c;\u4e5f\u907f\u514d 1e400 \u88ab\u9ed8\u8ba4\u6d6e\u70b9\u8f6c\u6362\u6210\u65e0\u7a77\u5927&#xff1b;\u4f46\u5b83\u4e0d\u9650\u5236\u6307\u6570\u5927\u5c0f\u3001\u91d1\u989d\u7cbe\u5ea6\u548c\u53d6\u503c\u8303\u56f4&#xff0c;\u540e\u7eed\u4ecd\u9700\u9010\u5b57\u6bb5\u7ea6\u675f\u3002\u4e0e schema \u9a8c\u8bc1\u5668\u8fde\u63a5\u65f6&#xff0c;\u4e5f\u8981\u786e\u8ba4\u5176\u662f\u5426\u63a5\u53d7 Decimal \u7c7b\u578b\u3002<\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u4ec5\u8d1f\u8d23\u4e25\u683c\u89e3\u6790&#xff0c;\u4e0d\u662f\u5b8c\u6574\u7684\u9632\u8d44\u6e90\u8017\u5c3d\u65b9\u6848&#xff1a;\u5b57\u7b26\u4e0a\u9650\u4e0d\u80fd\u66ff\u4ee3\u660e\u786e\u7684\u6df1\u5ea6\u9650\u5236&#xff0c;\u8d85\u6df1\u8f93\u5165\u5728\u9012\u5f52\u4e0a\u9650\u4e4b\u524d\u4ecd\u53ef\u80fd\u6d88\u8017\u8d44\u6e90&#xff1b;\u516c\u7f51\u5165\u53e3\u5e94\u5728\u53d7\u9650\u89e3\u6790\u5668\u6216\u9694\u79bb\u6267\u884c\u73af\u5883\u4e2d\u589e\u52a0\u6df1\u5ea6\u3001\u6570\u503c\u957f\u5ea6\u548c\u65f6\u95f4\u9884\u7b97\u3002\u5b57\u6bb5\u7f3a\u5931\u3001\u989d\u5916\u5b57\u6bb5\u3001\u91d1\u989d\u8d8a\u754c\u6216\u8d8a\u6743\u5b9e\u4f53\u90fd\u5fc5\u987b\u5728\u540e\u7eed schema \u4e0e\u4e1a\u52a1\u5c42\u62d2\u7edd\u3002\u6d89\u53ca\u65e5\u5fd7\u65f6\u53ea\u8bb0\u5f55\u9519\u8bef\u7c7b\u522b\u548c\u8ffd\u8e2a ID&#xff0c;\u907f\u514d\u628a\u5b8c\u6574\u654f\u611f\u54cd\u5e94\u5199\u5165\u65e5\u5fd7\u3002<\/p>\n<\/p>\n<h4>11. \u6a21\u578b\u8f93\u51fa\u7684JSON\u672c\u8eab\u5b58\u5728\u8f6c\u4e49\u9519\u8bef\u3001\u62ec\u53f7\u4e0d\u5339\u914d&#xff0c;\u8fd9\u7c7b\u8bed\u6cd5\u95ee\u9898&#xff0c;\u5bfc\u81f4\u6b63\u5219\u4e5f\u65e0\u6cd5\u51c6\u786e\u622a\u53d6\u5408\u6cd5\u7247\u6bb5&#xff0c;\u4f60\u4f1a\u600e\u4e48\u5904\u7406&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u62ec\u53f7\u7f3a\u5931\u3001\u975e\u6cd5\u8f6c\u4e49\u7b49\u610f\u5473\u7740\u5c1a\u672a\u5f97\u5230\u53ef\u4fe1\u7684\u5b8c\u6574\u7ed3\u6784\u3002\u7b2c\u4e00\u6b65\u68c0\u67e5\u54cd\u5e94\u662f\u5426\u56e0\u4e3a token \u4e0a\u9650\u3001\u7f51\u7edc\u4e2d\u65ad\u3001\u5de5\u5177\u8c03\u7528\u6d41\u672a\u7ed3\u675f\u800c\u622a\u65ad&#xff1b;\u82e5\u662f\u4f20\u8f93\u6216\u9884\u7b97\u95ee\u9898&#xff0c;\u5e94\u5148\u8865\u9f50\u534f\u8bae\u6216\u91cd\u65b0\u8bf7\u6c42&#xff0c;\u4e0d\u80fd\u7528\u683c\u5f0f\u4fee\u590d\u63a9\u76d6\u4e0a\u6e38\u6545\u969c\u3002<\/p>\n<p>\u5bf9\u8f7b\u5fae\u4e14\u5b9a\u4e49\u660e\u786e\u7684\u5305\u88c5\u95ee\u9898\u53ef\u7528\u786e\u5b9a\u6027\u89c4\u5219\u5904\u7406&#xff1b;\u5bf9\u771f\u6b63\u8bed\u6cd5\u9519\u8bef&#xff0c;\u53ef\u4ee5\u628a\u89e3\u7801\u9519\u8bef\u4f4d\u7f6e\u3001\u76ee\u6807 schema \u548c\u539f\u8f93\u51fa\u4f5c\u4e3a\u4e0d\u53ef\u4fe1\u6570\u636e\u4ea4\u7ed9\u4fee\u590d\u6b65\u9aa4&#xff0c;\u8981\u6c42\u53ea\u4fee\u683c\u5f0f&#xff0c;\u5e76\u8bbe\u7f6e\u4e25\u683c\u7684\u91cd\u8bd5\u6b21\u6570\u3001\u603b deadline \u4e0e\u8f93\u5165\u957f\u5ea6\u4e0a\u9650\u3002\u66f4\u53ef\u9760\u7684\u957f\u671f\u63aa\u65bd\u4ecd\u662f\u4ece\u751f\u6210\u7aef\u4f7f\u7528\u7ea6\u675f\u8f93\u51fa\u3002<\/p>\n<p>\u4fee\u590d\u5e93\u6216\u53e6\u4e00\u6b21\u6a21\u578b\u8c03\u7528\u8fd4\u56de\u53ef\u89e3\u6790\u7ed3\u679c&#xff0c;\u4e0d\u4ee3\u8868\u8bed\u4e49\u88ab\u4fdd\u7559\u3002\u4f8b\u5982\u7f3a\u5931\u4e00\u4e2a\u5c0f\u6570\u70b9\u6216\u8d1f\u53f7\u5c31\u53ef\u80fd\u6539\u53d8\u91d1\u989d&#xff0c;\u81ea\u52a8\u8865\u503c\u4e5f\u53ef\u80fd\u7f16\u9020\u8ba2\u5355 ID\u3002\u5173\u952e\u5b57\u6bb5\u5e94\u4e0e\u8bf7\u6c42\u3001\u6570\u636e\u5e93\u6216\u8bc1\u636e\u91cd\u65b0\u5bf9\u7167&#xff1b;\u65e0\u6cd5\u6062\u590d\u542b\u4e49\u5c31\u8fd4\u56de\u5931\u8d25&#xff0c;\u8bf7\u6c42\u8865\u5145\u6216\u4eba\u5de5\u786e\u8ba4\u3002<\/p>\n<p>\u7981\u6b62\u4f7f\u7528 eval \u6267\u884c\u6a21\u578b\u8f93\u51fa&#xff0c;ast.literal_eval \u89e3\u6790\u7684\u662f Python \u5b57\u9762\u91cf&#xff0c;\u4e5f\u4e0d\u662f\u901a\u7528 JSON \u6821\u9a8c\u5668\u3002\u4e0d\u80fd\u628a\u201c\u628a\u5355\u5f15\u53f7\u66ff\u6362\u6210\u53cc\u5f15\u53f7\u201d\u201c\u8865\u9f50\u6240\u6709\u53f3\u62ec\u53f7\u201d\u5f53\u53ef\u9760\u901a\u7528\u7b97\u6cd5\u3002<\/p>\n<p>\u6700\u540e\u628a\u89e3\u6790\u9519\u8bef\u3001schema \u9519\u8bef\u3001\u4e1a\u52a1\u9519\u8bef\u5206\u5f00\u7edf\u8ba1\u3002\u82e5\u683c\u5f0f\u9519\u8bef\u96c6\u4e2d\u5728\u7279\u5b9a\u6a21\u578b\u3001\u6a21\u677f\u6216\u957f\u5ea6\u533a\u95f4&#xff0c;\u5e94\u4fee\u6b63\u6839\u56e0&#xff0c;\u800c\u4e0d\u662f\u628a\u65e0\u9650\u91cd\u8bd5\u53d8\u6210\u7ebf\u4e0a\u9ed8\u8ba4\u7b56\u7565\u3002<\/p>\n<\/p>\n<h4>12. RAG\u3001\u4f20\u7edf\u68c0\u7d22&#043;\u751f\u6210\u3001\u5fae\u8c03\u4e09\u79cd\u65b9\u6848\u7684\u672c\u8d28\u533a\u522b\u662f\u4ec0\u4e48&#xff1f;\u5206\u522b\u5728\u4ec0\u4e48\u573a\u666f\u4e0b\u9009\u7528\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u5148\u6f84\u6e05\u5206\u7c7b\u53e3\u5f84&#xff1a;RAG \u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff1b;\u201c\u4f20\u7edf\u68c0\u7d22 &#043; \u751f\u6210\u201d\u53ea\u8981\u628a\u68c0\u7d22\u5230\u7684\u5916\u90e8\u8bc1\u636e\u7528\u4e8e\u751f\u6210&#xff0c;\u4e5f\u5c5e\u4e8e\u5e7f\u4e49 RAG\u3002 \u7528\u5411\u91cf\u68c0\u7d22\u8fd8\u662f BM25&#xff0c;\u662f\u68c0\u7d22\u7ec4\u4ef6\u7684\u9009\u62e9&#xff0c;\u5e76\u4e0d\u662f\u662f\u5426\u5c5e\u4e8e RAG \u7684\u5206\u754c\u3002\u5de5\u7a0b\u4e0a\u4e5f\u4e0d\u8981\u6c42 RAG \u4e00\u5b9a\u8054\u5408\u8bad\u7ec3\u68c0\u7d22\u5668\u4e0e\u751f\u6210\u5668\u3002<\/p>\n<table>\n<tr>\u65b9\u6848\u6539\u53d8\u4ec0\u4e48\u4f18\u5148\u9002\u7528\u7684\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>\u7a00\u758f\u68c0\u7d22 &#043; \u751f\u6210<\/td>\n<td>\u901a\u8fc7\u8bcd\u9879\u3001\u5012\u6392\u7d22\u5f15\u7b49\u53d6\u5f97\u4e0a\u4e0b\u6587\u8bc1\u636e<\/td>\n<td>\u4ea7\u54c1\u4ee3\u7801\u3001\u4e13\u6709\u540d\u8bcd\u3001\u6761\u6b3e\u7f16\u53f7\u4e0e\u7cbe\u786e\u8bcd\u5339\u914d<\/td>\n<\/tr>\n<tr>\n<td>\u7a20\u5bc6\/\u6df7\u5408\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/td>\n<td>\u5229\u7528\u8bed\u4e49\u5411\u91cf\u53ca\u8bcd\u9879\u4fe1\u53f7\u53ec\u56de&#xff0c;\u518d\u91cd\u6392\u548c\u7ec4\u7ec7\u8bc1\u636e<\/td>\n<td>\u8868\u8ff0\u5dee\u5f02\u8f83\u5927\u3001\u77e5\u8bc6\u7ecf\u5e38\u66f4\u65b0\u3001\u9700\u8981\u6743\u9650\u63a7\u5236\u4e0e\u53ef\u5f15\u7528\u8bc1\u636e<\/td>\n<\/tr>\n<tr>\n<td>\u5fae\u8c03<\/td>\n<td>\u901a\u8fc7\u8bad\u7ec3\u6539\u53d8\u53c2\u6570\u6216\u9002\u914d\u5668&#xff0c;\u8c03\u6574\u884c\u4e3a\u5206\u5e03<\/td>\n<td>\u7a33\u5b9a\u4efb\u52a1\u6a21\u5f0f\u3001\u9886\u57df\u8868\u8fbe\u3001\u5de5\u5177\u9009\u62e9\u3001\u683c\u5f0f\u9075\u5faa\u4e0e\u5206\u7c7b\u80fd\u529b\u9002\u914d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>RAG \u7684\u5173\u952e\u4f9d\u8d56\u662f\u8bed\u6599\u8d28\u91cf\u3001\u7d22\u5f15\u65b0\u9c9c\u5ea6\u3001\u6743\u9650\u3001\u53ec\u56de\u548c\u4e0a\u4e0b\u6587\u5229\u7528&#xff1b;\u5fae\u8c03\u4f9d\u8d56\u8bad\u7ec3\u6570\u636e\u3001\u76ee\u6807\u548c\u53ef\u9a8c\u8bc1\u6cdb\u5316&#xff0c;\u77e5\u8bc6\u66f4\u65b0\u4e5f\u4e0d\u5982\u4fee\u6539\u5916\u90e8\u5e93\u76f4\u63a5\u3002\u5fae\u8c03\u53ef\u4ee5\u5f71\u54cd\u6a21\u578b\u77e5\u8bc6\u4e0e\u884c\u4e3a&#xff0c;\u4f46\u4e0d\u80fd\u4f5c\u4e3a\u7cbe\u786e\u53ef\u66f4\u65b0\u4e8b\u5b9e\u5e93\u7684\u901a\u7528\u66ff\u4ee3\u3002<\/p>\n<p>\u9009\u62e9\u65f6\u5148\u660e\u786e\u5931\u8d25\u7c7b\u578b&#xff1a;\u7f3a\u5c11\u65b0\u4e8b\u5b9e\u6216\u9700\u8981\u51fa\u5904&#xff0c;\u4f18\u5148\u5916\u90e8\u68c0\u7d22&#xff1b;\u62ff\u5230\u6b63\u786e\u6750\u6599\u4ecd\u4e0d\u9075\u5faa\u89c4\u5219&#xff0c;\u8bc4\u4f30\u63d0\u793a\u3001\u89e3\u7801\u3001\u6a21\u578b\u80fd\u529b\u548c\u5fae\u8c03&#xff1b;\u77ed\u5c0f\u4e14\u7a33\u5b9a\u7684\u5206\u7c7b\u6216\u62bd\u53d6&#xff0c;\u4e5f\u53ef\u80fd\u53ea\u9700\u4e00\u4e2a\u4efb\u52a1\u6a21\u578b\u3002RAG \u4e0e\u5fae\u8c03\u53ef\u4ee5\u7ec4\u5408&#xff0c;\u4f8b\u5982\u5fae\u8c03\u68c0\u7d22\u5668\u3001\u91cd\u6392\u5668\u6216\u751f\u6210\u5668&#xff0c;\u800c\u4e0d\u662f\u4e92\u65a5\u4e09\u9009\u4e00\u3002<\/p>\n<p>\u91d1\u878d\u5236\u5ea6\u7c7b\u95ee\u9898\u8fd8\u5e94\u4fdd\u7559\u7248\u672c\u3001\u751f\u6548\u65f6\u95f4\u4e0e\u9002\u7528\u8303\u56f4\u3002\u68c0\u7d22\u5230\u9519\u8bef\u7248\u672c\u540e\u751f\u6210\u5f97\u518d\u6d41\u7545\u4e5f\u4e0d\u6b63\u786e&#xff0c;\u8bad\u7ec3\u65f6\u8bb0\u4f4f\u67d0\u6761\u65e7\u89c4\u5219\u540c\u6837\u4e0d\u80fd\u4fdd\u8bc1\u5f53\u524d\u53ef\u7528\u3002<\/p>\n<\/p>\n<h4>13. \u4f60\u521a\u624d\u63d0\u5230\u4f20\u7edf\u68c0\u7d22\u662f\u57fa\u4e8e\u8bcd\u7684\u76f8\u4f3c\u5ea6\u5339\u914d&#xff0c;\u4e0d\u6d89\u53ca\u8bed\u4e49\u3002\u90a3\u5982\u679c\u4f01\u4e1a\u5185\u90e8\u6709\u5927\u91cf\u5b58\u5728\u8868\u8ff0\u5dee\u5f02&#xff0c;\u4f46\u9ad8\u5ea6\u76f8\u5173\u7684\u6587\u6863&#xff0c;\u6bd4\u5982\u4e0d\u540c\u90e8\u95e8\u5bf9\u540c\u4e00\u4e1a\u52a1\u6d41\u7a0b\u7684\u4e0d\u540c\u53e3\u5f84\u8bb0\u5f55\u8fd9\u79cd\u573a\u666f\u4e0b&#xff0c;\u4f20\u7edf\u68c0\u7d22\u52a0\u751f\u6210\u4f1a\u51fa\u73b0\u4ec0\u4e48\u6838\u5fc3\u95ee\u9898\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u8fd9\u91cc\u9700\u8981\u4fee\u6b63\u524d\u63d0&#xff1a;\u57fa\u4e8e\u8bcd\u9879\u7684\u68c0\u7d22\u5e76\u4e0d\u610f\u5473\u7740\u5b8c\u5168\u4e0d\u6d89\u53ca\u8bed\u4e49&#xff0c;\u67e5\u8be2\u6269\u5c55\u3001\u8bcd\u5178\u3001\u540c\u4e49\u8bcd\u548c\u5b66\u4e60\u6392\u5e8f\u90fd\u80fd\u8865\u5145\u8bed\u4e49\u7ebf\u7d22&#xff1b;\u4f46\u7eaf\u8bcd\u9762\u5339\u914d\u786e\u5b9e\u5bb9\u6613\u51fa\u73b0\u201c\u610f\u601d\u76f8\u8fd1\u3001\u7528\u8bcd\u4e0d\u540c\u201d\u7684\u8bcd\u6c47\u9e3f\u6c9f\u3002<\/p>\n<p>\u4f8b\u5982\u4e00\u4e2a\u90e8\u95e8\u5199\u201c\u5ba2\u6237\u98ce\u9669\u7b49\u7ea7\u590d\u6838\u201d&#xff0c;\u53e6\u4e00\u4e2a\u90e8\u95e8\u5199\u201c\u6295\u8d44\u8005\u9002\u5f53\u6027\u91cd\u65b0\u8bc4\u4f30\u201d&#xff0c;\u4ec5\u4f9d\u8d56\u91cd\u5408\u8bcd\u53ef\u80fd\u6f0f\u6389\u76f8\u5173\u6750\u6599\u3002\u6838\u5fc3\u5f71\u54cd\u662f\u53ec\u56de\u4e0d\u8db3&#xff1a;\u6b63\u786e\u6587\u6863\u6ca1\u6709\u8fdb\u5165\u4e0a\u4e0b\u6587&#xff0c;\u751f\u6210\u5668\u968f\u540e\u53ef\u80fd\u7ed9\u51fa\u4e0d\u5b8c\u6574\u7b54\u6848\u3001\u8bef\u62d2\u7b54&#xff0c;\u6216\u8005\u7528\u53c2\u6570\u8bb0\u5fc6\u8865\u51fa\u672a\u7ecf\u9a8c\u8bc1\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u6539\u8fdb\u53ef\u7ed3\u5408\u9886\u57df\u672f\u8bed\u8868\u3001\u522b\u540d\u89c4\u8303\u5316\u3001\u53d7\u63a7\u67e5\u8be2\u6539\u5199\u3001\u7a20\u5bc6\u53ec\u56de\u4e0e BM25 \u6df7\u5408\u68c0\u7d22&#xff0c;\u518d\u901a\u8fc7\u91cd\u6392\u9a8c\u8bc1\u76f8\u5173\u6027\u3002\u7cbe\u786e\u4ee3\u7801\u548c\u6570\u5b57\u4ecd\u5e94\u4fdd\u7559\u8bcd\u9879\u68c0\u7d22\u4f18\u52bf&#xff0c;\u4e0d\u80fd\u7b80\u5355\u5220\u9664\u7a00\u758f\u901a\u9053\u3002\u8bc4\u4f30\u65f6\u5355\u72ec\u770b\u540c\u4e49\u8868\u8fbe\u3001\u7f29\u5199\u3001\u8de8\u90e8\u95e8\u672f\u8bed\u53ca\u7cbe\u786e\u7f16\u53f7\u67e5\u8be2\u3002<\/p>\n<p>\u4f46\u201c\u4e0d\u540c\u53e3\u5f84\u201d\u8fd8\u53ef\u80fd\u610f\u5473\u7740\u6d41\u7a0b\u672c\u8eab\u4e0d\u540c&#xff0c;\u800c\u975e\u540c\u4e49\u6539\u5199\u3002\u9700\u8981\u8bb0\u5f55\u90e8\u95e8\u3001\u5730\u533a\u3001\u4e1a\u52a1\u7ebf\u3001\u9002\u7528\u5bf9\u8c61\u548c\u6709\u6548\u65f6\u95f4&#xff1b;\u9047\u5230\u89c4\u5219\u51b2\u7a81&#xff0c;\u5e94\u6309\u6743\u5a01\u6027\u4e0e\u9002\u7528\u8303\u56f4\u9009\u53d6&#xff0c;\u65e0\u6cd5\u786e\u5b9a\u5219\u8ffd\u95ee\u3002\u4e0d\u80fd\u628a\u4e24\u4e2a\u4e0d\u540c\u5236\u5ea6\u5f3a\u884c\u5408\u5e76\u4e3a\u4e00\u6bb5\u770b\u4f3c\u4e00\u81f4\u7684\u7b54\u6848\u3002<\/p>\n<p>\u6700\u7ec8\u76ee\u6807\u662f\u53ec\u56de\u5f53\u524d\u8bf7\u6c42\u6709\u6743\u8bbf\u95ee\u4e14\u5b9e\u9645\u9002\u7528\u7684\u8bc1\u636e&#xff0c;\u800c\u4e0d\u53ea\u662f\u627e\u5230\u8bed\u4e49\u76f8\u4f3c\u7684\u6587\u5b57\u3002<\/p>\n<\/p>\n<h4>14. \u4f60\u521a\u624d\u63d0\u5230&#xff0c;\u5f53\u63d0\u793a\u8bcd\u5de5\u7a0b\u3001RAG\u4f18\u5316\u5230\u4f4d\u4ecd\u8fbe\u4e0d\u5230\u6548\u679c\u65f6&#xff0c;\u624d\u8003\u8651\u6a21\u578b\u5fae\u8c03\u3002\u90a3\u4f60\u8ba4\u4e3a\u5fae\u8c03\u4f1a\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u5927\u6a21\u578b\u7684\u54ea\u4e9b\u56fa\u6709\u80fd\u529b\u8fb9\u754c&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u201c\u63d0\u793a\u548c RAG \u5230\u4f4d\u624d\u5fae\u8c03\u201d\u662f\u4e00\u79cd\u6210\u672c\u4f18\u5148\u7684\u6392\u67e5\u7b56\u7565&#xff0c;\u4e0d\u662f\u7406\u8bba\u4e0a\u7684\u7edd\u5bf9\u987a\u5e8f\u3002\u82e5\u4efb\u52a1\u4ece\u4e00\u5f00\u59cb\u5c31\u9700\u8981\u7a33\u5b9a\u7684\u9886\u57df\u5206\u7c7b\u3001\u98ce\u683c\u6216\u5de5\u5177\u8def\u7531&#xff0c;\u5df2\u6709\u8db3\u591f\u9ad8\u8d28\u91cf\u76d1\u7763\u6570\u636e&#xff0c;\u4e5f\u53ef\u4ee5\u8f83\u65e9\u8bc4\u4f30\u5fae\u8c03\u3002<\/p>\n<p>\u5fae\u8c03\u901a\u8fc7\u6539\u53d8\u53c2\u6570&#xff0c;\u8c03\u6574\u7ed9\u5b9a\u8f93\u5165\u4e0b\u7684\u8f93\u51fa\u5206\u5e03&#xff1a;\u5b83\u53ef\u4ee5\u5f3a\u5316\u9886\u57df\u672f\u8bed\u7406\u89e3\u3001\u4efb\u52a1\u6a21\u5f0f\u3001\u683c\u5f0f\u9075\u5faa\u3001\u5de5\u5177\u9009\u62e9\u548c\u67d0\u7c7b\u63a8\u7406\u884c\u4e3a&#xff0c;\u4e5f\u53ef\u80fd\u6ce8\u5165\u65b0\u77e5\u8bc6\u6216\u6539\u5584\u7279\u5b9a\u80fd\u529b\u3002\u5176\u6709\u6548\u8303\u56f4\u7531\u57fa\u5ea7\u8868\u5f81\u3001\u8bad\u7ec3\u6570\u636e\u8986\u76d6\u3001\u4f18\u5316\u76ee\u6807\u548c\u53c2\u6570\u66f4\u65b0\u65b9\u5f0f\u5171\u540c\u51b3\u5b9a&#xff0c;\u5e76\u5b58\u5728\u8fc7\u62df\u5408\u3001\u9057\u5fd8\u4e0e\u80fd\u529b\u56de\u9000\u98ce\u9669\u3002<\/p>\n<p>\u5b83\u4e0d\u4f1a\u81ea\u52a8\u6269\u5927\u67b6\u6784\u8bbe\u5b9a\u7684\u4e0a\u4e0b\u6587\u4e0a\u9650&#xff0c;\u4e0d\u4f1a\u51ed\u5c11\u91cf\u6837\u672c\u83b7\u5f97\u5b9e\u65f6\u6570\u636e\u5e93\u8bbf\u95ee&#xff0c;\u4e0d\u4f1a\u7ed9\u6587\u672c\u6a21\u578b\u51ed\u7a7a\u589e\u52a0\u5b8c\u6574\u89c6\u89c9\u8f93\u5165\u901a\u9053&#xff0c;\u4e5f\u4e0d\u4f1a\u8ba9\u6a21\u578b\u5177\u5907\u65b0\u7684\u5916\u90e8\u6743\u9650\u3002\u957f\u5ea6\u6269\u5c55\u3001\u589e\u52a0\u6a21\u6001\u6216\u6539\u53d8\u7ed3\u6784&#xff0c;\u9700\u8981\u76f8\u5e94\u67b6\u6784\u3001\u6570\u636e\u4e0e\u8bad\u7ec3\u8bbe\u8ba1&#xff0c;\u4e0d\u80fd\u628a\u666e\u901a SFT \u7b49\u540c\u4e8e\u8fd9\u4e9b\u6539\u9020\u3002<\/p>\n<p>\u5bf9\u63a8\u7406\u548c\u4e8b\u5b9e\u53ef\u9760\u6027&#xff0c;\u66f4\u4e0d\u80fd\u627f\u8bfa\u5fae\u8c03\u540e\u201c\u4e0d\u518d\u5e7b\u89c9\u201d\u3002\u8bad\u7ec3\u96c6\u6548\u679c\u6539\u5584&#xff0c;\u9700\u8981\u5728\u72ec\u7acb\u6570\u636e\u3001\u5206\u5e03\u5916\u6837\u672c\u3001\u957f\u5c3e\u548c\u65e7\u80fd\u529b\u4fdd\u7559\u96c6\u4e0a\u9a8c\u8bc1\u3002\u5bf9\u89c4\u5219\u5fc5\u987b\u767e\u5206\u4e4b\u767e\u6210\u7acb\u7684\u7ea6\u675f&#xff0c;\u4f9d\u7136\u5e94\u7531\u89e3\u6790\u5668\u3001\u89c4\u5219\u5f15\u64ce\u3001\u6743\u9650\u7cfb\u7edf\u6216\u9a8c\u8bc1\u5668\u6267\u884c\u3002<\/p>\n<p>\u9762\u8bd5\u65f6\u53ef\u4ee5\u6982\u62ec\u4e3a&#xff1a;\u5fae\u8c03\u80fd\u6539\u53d8\u6a21\u578b\u5728\u5df2\u6709\u7cfb\u7edf\u6761\u4ef6\u4e0b\u7684\u80fd\u529b\u5206\u5e03\u548c\u884c\u4e3a\u504f\u597d&#xff0c;\u662f\u5426\u5b9e\u8d28\u6269\u5c55\u67d0\u9879\u80fd\u529b\u8981\u7531\u5b9e\u9a8c\u8bf4\u660e&#xff1b;\u5b83\u4e0d\u662f\u7a81\u7834\u4efb\u610f\u56fa\u6709\u8fb9\u754c\u7684\u901a\u884c\u8bc1\u3002<\/p>\n<\/p>\n<h4>15. \u4f60\u5728\u5f00\u53d1AI Agent\u7684\u8fc7\u7a0b\u4e2d&#xff0c;\u603b\u7ed3\u8fc7\u54ea\u4e9b\u5e38\u7528\u7684\u8bbe\u8ba1\u6a21\u5f0f&#xff0c;\u8fd9\u4e9b\u8bbe\u8ba1\u6a21\u5f0f\u5206\u522b\u9002\u5408\u89e3\u51b3\u4ec0\u4e48\u7c7b\u578b\u7684\u95ee\u9898\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u9009\u62e9 Agent \u6a21\u5f0f\u4e4b\u524d\u5148\u5224\u65ad\u662f\u5426\u9700\u8981\u81ea\u4e3b\u51b3\u7b56\u3002\u6b65\u9aa4\u56fa\u5b9a\u3001\u8f93\u5165\u8f93\u51fa\u660e\u786e\u7684\u4efb\u52a1&#xff0c;\u7528\u786e\u5b9a\u6027\u5de5\u4f5c\u6d41\u901a\u5e38\u66f4\u5bb9\u6613\u6d4b\u8bd5\u548c\u8ffd\u8d23&#xff1b;\u53ea\u6709\u8def\u5f84\u4f9d\u8d56\u4e2d\u95f4\u89c2\u5bdf\u3001\u9700\u8981\u5de5\u5177\u63a2\u7d22\u65f6&#xff0c;\u624d\u8ba9\u6a21\u578b\u627f\u62c5\u66f4\u5927\u7684\u8c03\u5ea6\u8d23\u4efb\u3002<\/p>\n<table>\n<tr>\u6a21\u5f0f\u4e3b\u8981\u673a\u5236\u9002\u7528\u4efb\u52a1\u4e0e\u98ce\u9669<\/tr>\n<tbody>\n<tr>\n<td>Prompt chaining \/ \u56fa\u5b9a\u5de5\u4f5c\u6d41<\/td>\n<td>\u6309\u5df2\u77e5\u4f9d\u8d56\u5206\u6b65\u6267\u884c<\/td>\n<td>\u63d0\u53d6\u3001\u6821\u9a8c\u3001\u751f\u6210\u7b49\u7a33\u5b9a\u6d41\u7a0b&#xff1b;\u9519\u8bef\u53ef\u80fd\u9010\u6b65\u4f20\u64ad<\/td>\n<\/tr>\n<tr>\n<td>Routing<\/td>\n<td>\u5148\u5206\u7c7b\u518d\u9009\u62e9\u6a21\u578b\u3001\u5de5\u5177\u6216\u5b50\u6d41\u7a0b<\/td>\n<td>\u591a\u7c7b\u578b\u8bf7\u6c42&#xff1b;\u8def\u7531\u8bef\u5224\u9700\u8981\u515c\u5e95<\/td>\n<\/tr>\n<tr>\n<td>ReAct<\/td>\n<td>\u4ea4\u66ff\u9009\u62e9\u884c\u52a8\u3001\u6267\u884c\u5de5\u5177\u5e76\u8bfb\u53d6\u89c2\u5bdf<\/td>\n<td>\u68c0\u7d22\u3001\u8bca\u65ad\u7b49\u52a8\u6001\u4ea4\u4e92&#xff1b;\u9700\u9650\u5236\u5faa\u73af\u4e0e\u5de5\u5177\u6743\u9650<\/td>\n<\/tr>\n<tr>\n<td>Plan-and-Execute<\/td>\n<td>\u5148\u751f\u6210\u9636\u6bb5\u8ba1\u5212&#xff0c;\u518d\u9010\u6b65\u6267\u884c<\/td>\n<td>\u4f9d\u8d56\u8f83\u590d\u6742\u7684\u4efb\u52a1&#xff1b;\u8ba1\u5212\u53ef\u80fd\u968f\u73af\u5883\u53d8\u5316\u5931\u6548<\/td>\n<\/tr>\n<tr>\n<td>Evaluator-Optimizer<\/td>\n<td>\u8bc4\u4f30\u4ea7\u7269\u5e76\u6709\u754c\u4fee\u8ba2<\/td>\n<td>\u5b58\u5728\u53ef\u64cd\u4f5c\u8bc4\u4ef7\u6807\u51c6\u7684\u751f\u6210\u4e0e\u4fee\u590d&#xff1b;\u9632\u6b62\u81ea\u8bc4\u81ea\u8bc1<\/td>\n<\/tr>\n<tr>\n<td>\u5e76\u884c\u4e0e\u534f\u8c03\u8005-\u5de5\u4f5c\u8005<\/td>\n<td>\u62c6\u6210\u72ec\u7acb\u5b50\u4efb\u52a1\u540e\u805a\u5408<\/td>\n<td>\u591a\u6587\u6863\u5206\u6790\u548c\u591a\u6e20\u9053\u9a8c\u8bc1&#xff1b;\u6709\u91cd\u590d\u6210\u672c\u53ca\u72b6\u6001\u51b2\u7a81<\/td>\n<\/tr>\n<tr>\n<td>\u4eba\u5de5\u4ecb\u5165<\/td>\n<td>\u5728\u98ce\u9669\u6216\u4e0d\u786e\u5b9a\u6027\u8282\u70b9\u6682\u505c\u5ba1\u6279<\/td>\n<td>\u9ad8\u5f71\u54cd\u5199\u64cd\u4f5c&#xff1b;\u9700\u6301\u4e45\u5316\u72b6\u6001\u4e0e\u907f\u514d\u5ba1\u6279\u540e\u91cd\u590d\u6267\u884c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e9b\u6a21\u5f0f\u53ef\u4ee5\u7ec4\u5408&#xff0c;\u4f46\u201c\u591a Agent\u201d\u4e0d\u662f\u6027\u80fd\u6216\u6b63\u786e\u6027\u7684\u4fdd\u8bc1\u3002\u6bcf\u589e\u52a0\u4e00\u4e2a\u6a21\u578b\u8c03\u7528&#xff0c;\u90fd\u5f15\u5165\u5ef6\u8fdf\u3001\u6210\u672c\u548c\u65b0\u7684\u5931\u8d25\u53ef\u80fd&#xff1b;\u4f18\u5148\u9009\u80fd\u5b8c\u6210\u4efb\u52a1\u7684\u6700\u5c0f\u7ed3\u6784\u3002<\/p>\n<p>\u4e0d\u8bba\u4f55\u79cd\u6a21\u5f0f&#xff0c;\u7cfb\u7edf\u90fd\u9700\u8981\u72b6\u6001\u3001\u9884\u7b97\u3001\u8d85\u65f6\u3001\u7ec8\u6b62\u6761\u4ef6\u3001\u5e42\u7b49\u3001\u5ba1\u8ba1\u548c\u8bc4\u6d4b\u3002ReAct \u7684\u5b9e\u73b0\u53ef\u4ee5\u8bb0\u5f55\u884c\u52a8\u3001\u89c2\u5bdf\u548c\u7ed3\u6784\u5316\u51b3\u7b56\u6458\u8981&#xff0c;\u4e0d\u5fc5\u8981\u6c42\u6a21\u578b\u62ab\u9732\u9690\u85cf\u7684\u9010\u5b57\u601d\u7ef4\u94fe\u3002<\/p>\n<\/p>\n<h4>16. \u4f60\u521a\u624d\u63d0\u5230Plan\u2011and\u2011Execute\u9002\u5408\u5927\u578b\u5de5\u7a0b\u62c6\u89e3\u6267\u884c&#xff0c;\u90e8\u7f72\u65f6\u4f1a\u7ed3\u5408ReAct\u3002\u90a3\u5982\u679c\u9047\u5230\u9700\u8981\u52a8\u6001\u8c03\u6574\u5168\u5c40\u76ee\u6807&#xff0c;\u521d\u59cb\u8ba1\u5212\u5f88\u5feb\u5931\u6548\u7684\u5f00\u653e\u573a\u666f&#xff0c;\u4f60\u4f1a\u9009\u62e9\u54ea\u79cd\u6a21\u5f0f\u7ec4\u5408\u6765\u5904\u7406&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u53ef\u4ee5\u91c7\u7528\u5206\u5c42\u3001\u6eda\u52a8\u89c4\u5212&#xff1a;\u4e0a\u5c42\u7ef4\u62a4\u7528\u6237\u6388\u6743\u7684\u76ee\u6807\u3001\u7ea6\u675f\u548c\u91cc\u7a0b\u7891&#xff0c;\u4e0b\u5c42\u4f7f\u7528 ReAct \u5904\u7406\u5c40\u90e8\u4e0d\u786e\u5b9a\u6027&#xff0c;\u53ea\u8be6\u7ec6\u89c4\u5212\u8fd1\u671f\u6b65\u9aa4&#xff0c;\u6839\u636e\u65b0\u89c2\u5bdf\u66f4\u65b0\u540e\u7eed\u8ba1\u5212\u3002\u8ba1\u5212\u662f\u53ef\u4fee\u8ba2\u7684\u5de5\u4f5c\u5047\u8bbe&#xff0c;\u4e0d\u662f\u4e00\u6b21\u751f\u6210\u540e\u5fc5\u987b\u673a\u68b0\u6267\u884c\u7684\u811a\u672c\u3002<\/p>\n<p>\u8981\u533a\u5206\u201c\u624b\u6bb5\u9700\u8981\u53d8\u5316\u201d\u548c\u201c\u7528\u6237\u76ee\u6807\u672c\u8eab\u53d8\u5316\u201d\u3002\u5de5\u5177\u5931\u8d25\u3001\u8d44\u6e90\u53d8\u5316\u53ef\u4ee5\u89e6\u53d1\u6362\u8def\u5f84&#xff1b;\u65b0\u7684\u8bc1\u636e\u53ef\u80fd\u8bf4\u660e\u76ee\u6807\u4e0d\u53ef\u8fbe&#xff0c;\u9700\u8981\u5411\u7528\u6237\u62a5\u544a\u6216\u8bf7\u6c42\u6f84\u6e05\u3002Agent \u4e0d\u80fd\u56e0\u4e3a\u7f51\u9875\u3001\u5de5\u5177\u8f93\u51fa\u6216\u81ea\u6211\u53cd\u601d\u4e2d\u7684\u4e00\u53e5\u8bdd&#xff0c;\u64c5\u81ea\u6539\u6389\u7528\u6237\u76ee\u6807\u3001\u6743\u9650\u6216\u98ce\u9669\u8fb9\u754c\u3002<\/p>\n<p>\u72b6\u6001\u4e2d\u81f3\u5c11\u4fdd\u5b58\u76ee\u6807\u7248\u672c\u3001\u7ea6\u675f\u3001\u8ba1\u5212\u7248\u672c\u3001\u5df2\u5b8c\u6210\u4e14\u9a8c\u8bc1\u7684\u91cc\u7a0b\u7891\u3001\u672a\u5b8c\u6210\u4f9d\u8d56\u3001\u9884\u7b97\u4e0e\u5931\u8d25\u8bc1\u636e\u3002\u5c40\u90e8\u5931\u8d25\u5148\u5c1d\u8bd5\u53d7\u63a7\u66ff\u4ee3\u65b9\u6848&#xff0c;\u53ea\u6709\u5f71\u54cd\u5173\u952e\u4f9d\u8d56\u6216\u5168\u5c40\u53ef\u884c\u6027\u65f6\u624d\u5347\u7ea7\u91cd\u89c4\u5212\u3002\u4fdd\u7559\u6709\u6548\u7684\u5df2\u5b8c\u6210\u6210\u679c&#xff0c;\u5bf9\u5931\u6548\u90e8\u5206\u660e\u786e\u4f5c\u5e9f&#xff1b;\u53d6\u6d88\u65e7\u8ba1\u5212\u4efb\u52a1\u65f6\u8fd8\u9700\u9632\u6b62\u5176\u5ef6\u8fdf\u7ed3\u679c\u8986\u76d6\u65b0\u72b6\u6001\u3002<\/p>\n<p>\u76ee\u6807\u4e0e\u7ea6\u675f -&gt; \u77ed\u671f\u8ba1\u5212 -&gt; \u5c40\u90e8\u6267\u884c -&gt; \u53ef\u9a8c\u8bc1\u89c2\u5bdf<br \/>\n                    ^                 |<br \/>\n                    |&#8211; \u89e6\u53d1\u6761\u4ef6\u6210\u7acb &#8211;|<br \/>\n                    |<br \/>\n             \u5fc5\u8981\u65f6\u786e\u8ba4\u76ee\u6807\u53d8\u5316<\/p>\n<p>\u5f00\u653e\u573a\u666f\u4e5f\u9700\u8981\u5168\u5c40 deadline\u3001\u6700\u5927\u5de5\u5177\u6b65\u6570\u3001\u91cd\u89c4\u5212\u6b21\u6570\u4e0e\u6210\u672c\u4e0a\u9650\u3002\u8fbe\u5230\u9884\u7b97\u540e\u5e94\u8f93\u51fa\u5df2\u5b8c\u6210\u5185\u5bb9\u548c\u672a\u89e3\u51b3\u95ee\u9898&#xff0c;\u800c\u4e0d\u662f\u8ba9\u7cfb\u7edf\u65e0\u9650\u201c\u7ee7\u7eed\u601d\u8003\u201d\u3002<\/p>\n<\/p>\n<h4>17. \u4f60\u63d0\u5230\u6267\u884c\u6bcf\u4e00\u6b65\u4e4b\u540e&#xff0c;\u901a\u8fc7\u53cd\u601d\u5224\u65ad\u662f\u5426\u9700\u8981\u91cd\u89c4\u5212\u3002\u90a3\u4f60\u5728\u5b9e\u8df5\u4e2d\u662f\u600e\u4e48\u8bbe\u8ba1\u53cd\u601d\u73af\u8282\u7684\u5224\u5b9a\u6807\u51c6&#xff0c;\u907f\u514d\u5927\u6a21\u578b\u9891\u7e41\u65e0\u610f\u4e49\u7684\u63a8\u7ffb\u539f\u6709\u8ba1\u5212&#xff0c;\u5bfc\u81f4\u6267\u884c\u6548\u7387\u6781\u4f4e\u7684\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u53cd\u601d\u5e94\u56f4\u7ed5\u53ef\u9a8c\u8bc1\u504f\u5dee&#xff0c;\u800c\u4e0d\u662f\u8981\u6c42\u6a21\u578b\u6bcf\u4e00\u6b65\u968f\u610f\u8bc4\u8bba\u6574\u4e2a\u8ba1\u5212\u3002\u5148\u5b9a\u4e49\u5b8c\u6210\u6761\u4ef6\u548c\u8fdb\u5c55\u6307\u6807&#xff0c;\u4f8b\u5982\u8bc1\u636e\u662f\u5426\u5230\u9f50\u3001\u63a5\u53e3\u662f\u5426\u6210\u529f\u3001\u7ea6\u675f\u662f\u5426\u8fdd\u53cd\u3001\u5f53\u524d\u8def\u5f84\u80fd\u5426\u5728\u5269\u4f59\u9884\u7b97\u5185\u5b8c\u6210\u3002<\/p>\n<p>\u53ef\u5c06\u89e6\u53d1\u5206\u4e3a\u786c\u6761\u4ef6\u548c\u8f6f\u6761\u4ef6\u3002\u786c\u6761\u4ef6\u5305\u62ec\u6743\u9650\u4e0d\u6ee1\u8db3\u3001\u5173\u952e\u4f9d\u8d56\u5931\u6548\u3001\u76ee\u6807\u88ab\u7528\u6237\u4fee\u6539\u3001\u7ed3\u679c\u8fdd\u53cd\u5fc5\u987b\u7ea6\u675f&#xff1b;\u8f6f\u6761\u4ef6\u5305\u62ec\u8fde\u7eed\u82e5\u5e72\u6b65\u65e0\u6709\u6548\u65b0\u589e\u4fe1\u606f\u3001\u540c\u7c7b\u5de5\u5177\u8c03\u7528\u53cd\u590d\u5931\u8d25\u3001\u9884\u8ba1\u6210\u672c\u660e\u663e\u8d85\u9884\u7b97\u3002\u5355\u4e2a\u8f7b\u5fae\u6ce2\u52a8\u901a\u5e38\u4e0d\u5e94\u89e6\u53d1\u5168\u5c40\u63a8\u7ffb\u3002<\/p>\n<p>\u5bf9\u8f6f\u6761\u4ef6\u4f7f\u7528\u51b7\u5374\u671f\u3001\u8fde\u7eed\u786e\u8ba4\u6216\u6ede\u56de&#xff1a;\u53ea\u6709\u6536\u76ca\u9884\u4f30\u7a33\u5b9a\u8d85\u8fc7\u9608\u503c&#xff0c;\u624d\u6267\u884c\u91cd\u89c4\u5212\u3002\u6982\u5ff5\u4e0a\u53ef\u8868\u793a\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>           \u0394<\/p>\n<p>           U<\/p>\n<p>          ^<\/p>\n<p>         &gt;<\/p>\n<p>          C<\/p>\n<p>           r<\/p>\n<p>           e<\/p>\n<p>           p<\/p>\n<p>           l<\/p>\n<p>           a<\/p>\n<p>           n<\/p>\n<p>         &#043;<\/p>\n<p>          C<\/p>\n<p>           s<\/p>\n<p>           w<\/p>\n<p>           i<\/p>\n<p>           t<\/p>\n<p>           c<\/p>\n<p>           h<\/p>\n<p>         &#043;<\/p>\n<p>         \u03b4<\/p>\n<p>         \\\\widehat{\\\\Delta U} &gt; C_{\\\\mathrm{replan}} &#043; C_{\\\\mathrm{switch}} &#043; \\\\delta <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.0224em;vertical-align: -0.0391em\"><\/span><span class=\"mord accent\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.9833em\"><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u0394<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">U<\/span><\/span><\/span><span class=\"svg-align\" style=\"top: -3.6833em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"\" style=\"height: 0.3em\"><\/p>\n<p>            <\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&gt;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">replan<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">switch<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0379em\">\u03b4<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u8fd9\u91cc\u7684\u6536\u76ca\u4f30\u8ba1\u5fc5\u987b\u6765\u81ea\u4efb\u52a1\u8fdb\u5c55\u3001\u9a8c\u8bc1\u7ed3\u679c\u6216\u5386\u53f2\u7edf\u8ba1&#xff0c;\u4e0d\u80fd\u628a\u6a21\u578b\u53e3\u5934\u201c\u4fe1\u5fc3\u201d\u5f53\u5df2\u6821\u51c6\u6982\u7387\u3002\u9608\u503c\u901a\u8fc7\u79bb\u7ebf\u56de\u653e\u548c\u7ebf\u4e0a\u53d7\u63a7\u5b9e\u9a8c\u9009\u62e9&#xff0c;\u4e0d\u5b58\u5728\u6240\u6709\u4efb\u52a1\u901a\u7528\u7684\u56fa\u5b9a\u503c\u3002<\/p>\n<p>\u6267\u884c\u5c42\u8bb0\u5f55\u884c\u52a8\u7b7e\u540d\u3001\u4f9d\u8d56\u548c\u4ea7\u7269\u6458\u8981&#xff0c;\u8bc6\u522b\u91cd\u590d\u641c\u7d22\u3001\u76f8\u540c\u53c2\u6570\u8c03\u7528\u4e0e\u65e0\u53d8\u5316\u4fee\u8ba2&#xff1b;\u53d1\u73b0\u5faa\u73af\u540e\u5207\u6362\u7b56\u7565\u6216\u7ec8\u6b62\u3002\u8bc4\u4f30\u201c\u6210\u529f\u7387\u3001\u8017\u65f6\u3001\u6210\u672c\u3001\u65e0\u6548\u91cd\u89c4\u5212\u7387\u3001\u6f0f\u6389\u5fc5\u8981\u91cd\u89c4\u5212\u7684\u6bd4\u4f8b\u201d&#xff0c;\u6bd4\u8f83\u65e0\u53cd\u601d\u3001\u6bcf\u6b65\u53cd\u601d\u548c\u4e8b\u4ef6\u89e6\u53d1\u53cd\u601d\u3002\u8fd9\u6837\u624d\u77e5\u9053\u53cd\u601d\u662f\u5426\u771f\u6b63\u521b\u9020\u4e86\u4ef7\u503c\u3002<\/p>\n<p>\u89e6\u53d1\u5668\u5e94\u80fd\u88ab\u6267\u884c\u5668\u89e3\u91ca\u3002 \u4f8b\u5982&#xff0c;\u628a\u201c\u8fde\u7eed 3 \u6b21\u5de5\u5177\u8c03\u7528\u6ca1\u6709\u65b0\u589e\u6709\u6548\u8bc1\u636e\u201d\u8bbe\u4e3a\u8bd5\u9a8c\u914d\u7f6e&#xff1a;\u7b2c 1 \u6b21\u5148\u5c40\u90e8\u6539\u5199\u67e5\u8be2&#xff0c;\u7b2c 2 \u6b21\u5207\u6362\u68c0\u7d22\u901a\u9053&#xff0c;\u7b2c 3 \u6b21\u624d\u89e6\u53d1\u8ba1\u5212\u5ba1\u67e5\u3002\u8fd9\u91cc\u7684 3 \u4e0d\u662f\u901a\u7528\u6700\u4f18\u503c&#xff0c;\u9700\u8981\u6839\u636e\u79bb\u7ebf\u4efb\u52a1\u6821\u51c6\u3002\u6743\u9650\u62d2\u7edd\u5219\u76f4\u63a5\u6682\u505c\u76f8\u5173\u52a8\u4f5c&#xff0c;\u4e0d\u7b49\u5f85\u7d2f\u8ba1\u6b21\u6570&#xff1b;\u51b7\u5374\u671f\u4e5f\u4e0d\u5f97\u5c4f\u853d\u8fd9\u7c7b\u786c\u7ea6\u675f\u3002\u91cd\u89c4\u5212\u4e8b\u4ef6\u8bb0\u5f55\u89e6\u53d1\u8bc1\u636e\u3001\u65e7\u65b0\u8ba1\u5212\u5dee\u5f02\u3001\u4fdd\u7559\u7684\u6210\u679c\u4e0e\u9884\u7b97\u53d8\u5316&#xff0c;\u624d\u80fd\u590d\u76d8\u5b83\u662f\u5426\u5fc5\u8981\u3002<\/p>\n<\/p>\n<h4>18. \u8bf7\u5206\u4eab\u4e00\u4e2a\u4f60\u505a\u8fc7\u7684\u6700\u5177\u6280\u672f\u6311\u6218&#xff0c;\u6700\u503c\u5f97\u6df1\u5165\u63a2\u8ba8\u7684\u5927\u6a21\u578b\u5e94\u7528\u9879\u76ee&#xff0c;\u5b83\u8981\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898&#xff0c;\u6838\u5fc3\u96be\u70b9\u5728\u54ea&#xff1f;\u4f60\u53c8\u662f\u5982\u4f55\u653b\u514b\u7684&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u8fd9\u9053\u9898\u5fc5\u987b\u57fa\u4e8e\u771f\u5b9e\u7ecf\u5386\u3002\u4e00\u4e2a\u9002\u5408\u5c55\u5f00\u7684\u5927\u6a21\u578b\u5e94\u7528\u9879\u76ee\u53ef\u4ee5\u662f\u4f01\u4e1a\u77e5\u8bc6\u5ba2\u670d&#xff0c;\u4f46\u4e0b\u9762\u662f\u56de\u7b54\u7ec4\u7ec7\u6846\u67b6&#xff0c;\u4e0d\u80fd\u5f53\u4f5c\u5df2\u7ecf\u53d1\u751f\u7684\u4e2a\u4eba\u7ecf\u5386\u6216\u4f7f\u7528\u865a\u6784\u6307\u6807\u3002<\/p>\n<p>\u5148\u8bb2\u4e1a\u52a1\u76ee\u6807\u4e0e\u9650\u5236&#xff1a;\u201c\u9879\u76ee\u670d\u52a1&#xff3b;\u771f\u5b9e\u7528\u6237\u4e0e\u4e1a\u52a1&#xff3d;&#xff0c;\u9700\u8981\u56de\u7b54&#xff3b;\u95ee\u9898\u8303\u56f4&#xff3d;&#xff0c;\u8981\u6c42&#xff3b;\u51c6\u786e\u3001\u65f6\u6548\u3001\u6743\u9650\u3001\u5ef6\u8fdf&#xff3d;\u3002\u201d\u518d\u8bb2\u81ea\u5df1\u8d1f\u8d23\u7684\u94fe\u8def&#xff0c;\u4f8b\u5982\u6587\u6863\u5165\u5e93\u3001\u89e3\u6790\u5207\u5206\u3001\u53ec\u56de\u91cd\u6392\u3001\u8bc1\u636e\u7ec4\u7ec7\u3001\u751f\u6210\u6821\u9a8c\u4e0e\u670d\u52a1\u63a5\u53e3&#xff0c;\u660e\u786e\u54ea\u4e9b\u7531\u540c\u4e8b\u6216\u5e73\u53f0\u63d0\u4f9b\u3002<\/p>\n<p>\u6838\u5fc3\u96be\u70b9\u4f18\u5148\u9009\u4e00\u4e2a\u80fd\u6df1\u5165\u9a8c\u8bc1\u7684\u95ee\u9898&#xff1a;\u4f8b\u5982\u8de8\u90e8\u95e8\u672f\u8bed\u5bfc\u81f4\u6f0f\u53ec&#xff0c;\u8868\u683c\u5207\u5206\u635f\u574f\u6761\u4ef6&#xff0c;\u77e5\u8bc6\u7248\u672c\u51b2\u7a81&#xff0c;\u6216\u6d41\u5f0f\u54cd\u5e94\u5ef6\u8fdf\u3002\u8bf4\u660e\u521d\u59cb\u5047\u8bbe\u3001\u5982\u4f55\u91c7\u6837\u4e0e\u5b9a\u4f4d\u3001\u505a\u8fc7\u54ea\u4e9b\u6d88\u878d&#xff0c;\u4ee5\u53ca\u6709\u54ea\u4e9b\u770b\u4f3c\u5408\u7406\u4f46\u65e0\u6548\u7684\u5c1d\u8bd5\u3002\u4e0d\u8981\u628a\u6574\u4e2a\u7cfb\u7edf\u7684\u6240\u6709\u96be\u70b9\u90fd\u58f0\u79f0\u7531\u81ea\u5df1\u4e00\u4eba\u89e3\u51b3\u3002<\/p>\n<p>\u5b8c\u6574\u67b6\u6784\u53ef\u6982\u62ec\u4e3a&#xff1a;\u6709\u6743\u9650\u4e0e\u7248\u672c\u7684\u77e5\u8bc6\u5165\u5e93 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\u4f60\u521a\u624d\u63d0\u5230\u6700\u521d\u6d4b\u53ec\u56de\u7684\u65f6\u5019&#xff0c;20\u6761\u53ec\u56de\u7ed3\u679c\u91cc\u4f1a\u6f0f\u6389\u6b63\u786e\u7684\u6587\u6863\u7247\u6bb5&#xff0c;\u5f53\u65f6\u4f60\u4eec\u662f\u600e\u4e48\u4e00\u6b65\u6b65\u6392\u67e5\u5b9a\u4f4d\u51fa\u6f0f\u53ec\u7684\u6839\u672c\u539f\u56e0\u7684\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u628a\u201c\u6b63\u786e\u7247\u6bb5\u662f\u5426\u8fdb\u5165\u524d 20\u201d\u62c6\u6210\u9010\u5c42\u53ef\u89c2\u5bdf\u7684\u94fe\u8def&#xff0c;\u5148\u56fa\u5b9a query\u3001\u77e5\u8bc6\u5e93\u5feb\u7167\u3001embedding\u3001\u5207\u5206\u548c\u68c0\u7d22\u914d\u7f6e&#xff0c;\u4fdd\u5b58\u6bcf\u5c42\u5019\u9009 ID \u4e0e\u5206\u6570\u3002\u5426\u5219\u4e00\u8fb9\u5237\u65b0\u7d22\u5f15\u4e00\u8fb9\u67e5\u95ee\u9898&#xff0c;\u5f88\u96be\u5f97\u5230\u53ef\u590d\u73b0\u7ed3\u8bba\u3002<\/p>\n<li>\u77e5\u8bc6\u662f\u5426\u5b58\u5728\u3002 \u786e\u8ba4\u76ee\u6807\u6587\u6863\u5df2\u5165\u5e93\u3001\u89e3\u6790\u6b63\u6587\u4e0e\u8868\u683c\u5b8c\u6574\u3001\u7248\u672c\u6b63\u786e\u3001chunk \u771f\u7684\u5305\u542b\u7b54\u6848&#xff1b;\u82e5\u8bc1\u636e\u6839\u672c\u4e0d\u5728\u5e93\u91cc&#xff0c;\u6362\u68c0\u7d22\u5668\u4e5f\u627e\u4e0d\u5230\u3002<\/li>\n<li>\u8fc7\u6ee4\u662f\u5426\u8bef\u6740\u3002 \u68c0\u67e5\u79df\u6237\u6743\u9650\u3001\u4e1a\u52a1\u6807\u7b7e\u3001\u751f\u6548\u65f6\u95f4\u548c\u7d22\u5f15\u5b57\u6bb5&#xff1b;\u6743\u9650\u4e0d\u5e94\u4e3a\u63d0\u9ad8\u53ec\u56de\u800c\u7ed5\u8fc7&#xff0c;\u5e94\u6392\u67e5\u5408\u6cd5\u8bc1\u636e\u662f\u5426\u88ab\u9519\u8bef\u6807\u8bb0\u3002<\/li>\n<li>\u67e5\u8be2\u4e0e\u8868\u5f81\u662f\u5426\u9519\u4f4d\u3002 \u770b\u540c\u4e49\u8bcd\u3001\u7f29\u5199\u3001\u5b9e\u4f53\u89e3\u6790\u3001embedding \u8f93\u5165\u6a21\u677f\u3001\u622a\u65ad\u4e0e\u5411\u91cf\u7248\u672c\u662f\u5426\u4e00\u81f4\u3002<\/li>\n<li>\u8fd1\u4f3c\u68c0\u7d22\u662f\u5426\u6f0f\u6389\u3002 \u5728\u53ef\u63a7\u5c0f\u96c6\u4e0a\u7528\u7cbe\u786e\u5411\u91cf\u641c\u7d22\u4f5c\u5bf9\u7167&#xff0c;\u518d\u8c03\u6574 ANN \u641c\u7d22\u53c2\u6570&#xff0c;\u533a\u5206\u7d22\u5f15\u8fd1\u4f3c\u8bef\u5dee\u4e0e embedding \u6392\u5e8f\u80fd\u529b\u4e0d\u8db3\u3002<\/li>\n<li>\u878d\u5408\u91cd\u6392\u662f\u5426\u4e22\u5931\u3002 \u6bd4\u8f83\u5404\u901a\u9053\u53ec\u56de\u3001\u878d\u5408\u3001\u53bb\u91cd\u3001\u91cd\u6392\u3001TopK \u622a\u65ad\u7684\u6392\u540d\u53d8\u5316&#xff0c;\u5b9a\u4f4d\u8bc1\u636e\u5728\u54ea\u4e00\u6b65\u6d88\u5931\u3002<\/li>\n<p>\u5982\u679c\u6b63\u786e\u8bc1\u636e\u5728\u7b2c 21 \u540d&#xff0c;\u628a K \u6269\u5927\u53ea\u662f\u8bca\u65ad\u52a8\u4f5c&#xff0c;\u540e\u7eed\u8fd8\u8981\u770b\u6210\u672c\u4e0e\u566a\u58f0&#xff1b;\u5982\u679c\u8bc1\u636e\u88ab\u62c6\u6210\u51e0\u4e2a\u7f3a\u5c11\u8bed\u4e49\u7684\u7247\u6bb5&#xff0c;\u624d\u6709\u5145\u5206\u7406\u7531\u6539\u5207\u5206\u3002\u8fd8\u8981\u68c0\u67e5\u6807\u51c6\u7b54\u6848\u662f\u5426\u8981\u6c42\u591a\u4e2a\u7247\u6bb5&#xff1a;\u53ea\u547d\u4e2d\u5176\u4e2d\u4e00\u6bb5\u4e0d\u80fd\u7b97\u5b8c\u6574\u8986\u76d6\u3002<\/p>\n<p>\u4fee\u590d\u65f6\u4e00\u6b21\u6539\u53d8\u4e3b\u8981\u56e0\u7d20&#xff0c;\u5728\u56fa\u5b9a\u8bc4\u6d4b\u96c6\u4e0a\u6309\u9519\u8bef\u7c7b\u578b\u5206\u6876\u6bd4\u8f83\u3002\u4e0d\u80fd\u56e0\u4e3a\u770b\u89c1\u4e00\u53e5\u77ed chunk \u5c31\u8ba4\u5b9a\u201c\u5207\u5206\u592a\u788e\u201d\u662f\u552f\u4e00\u6839\u56e0\u3002<\/p>\n<p>\u660e\u786e Hit&#064;K \u4e0e Recall&#064;K \u7684\u533a\u522b\u3002 \u4ee4 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         G<\/p>\n<p>         q<\/p>\n<p>       G_q<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">G<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">q<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u95ee\u9898 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        q<\/p>\n<p>       q<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.625em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">q<\/span><\/span><\/span><\/span><\/span> \u7684\u76f8\u5173\u8bc1\u636e ID \u96c6\u5408&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         R<\/p>\n<p>         q<\/p>\n<p>          (<\/p>\n<p>          K<\/p>\n<p>          )<\/p>\n<p>       R_q^{(K)}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.2975em;vertical-align: -0.2527em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.0448em\"><span class=\"\" style=\"top: -2.5834em;margin-left: -0.0077em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">q<\/span><\/span><\/span><span class=\"\" style=\"top: -3.2198em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mopen mtight\">(<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0715em\">K<\/span><span class=\"mclose mtight\">)<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2527em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u524d K \u4e2a\u53bb\u91cd\u68c0\u7d22\u7ed3\u679c&#xff0c;\u4e0b\u9762\u4e24\u4e2a\u91cf\u56de\u7b54\u7684\u662f\u4e0d\u540c\u95ee\u9898&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         Hit&#064;K<\/p>\n<p>         \u2061<\/p>\n<p>         (<\/p>\n<p>         q<\/p>\n<p>         )<\/p>\n<p>         &#061;<\/p>\n<p>         1<\/p>\n<p>         {<\/p>\n<p>          G<\/p>\n<p>          q<\/p>\n<p>         \u2229<\/p>\n<p>          R<\/p>\n<p>          q<\/p>\n<p>           (<\/p>\n<p>           K<\/p>\n<p>           )<\/p>\n<p>         \u2260<\/p>\n<p>         \u2205<\/p>\n<p>         }<\/p>\n<p>         \\\\operatorname{Hit&#064;K}(q)&#061;\\\\mathbf{1}\\\\{G_q\\\\cap R_q^{(K)}\\\\ne\\\\varnothing\\\\} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mop\"><span class=\"mord mathrm\">Hit&#064;K<\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">q<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mord mathbf\">1<\/span><span class=\"mopen\">{<\/span><span class=\"mord\"><span class=\"mord mathnormal\">G<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">q<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2229<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.3211em;vertical-align: -0.3831em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.938em\"><span class=\"\" style=\"top: -2.453em;margin-left: -0.0077em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">q<\/span><\/span><\/span><span class=\"\" style=\"top: -3.113em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mopen mtight\">(<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0715em\">K<\/span><span class=\"mclose mtight\">)<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3831em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\"><span class=\"mrel\"><span class=\"mord vbox\"><span class=\"thinbox\"><span class=\"rlap\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span class=\"inner\"><span class=\"mord\"><span class=\"mrel\">\ue020<\/span><\/span><\/span><span class=\"fix\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace nobreak\"><\/span><span class=\"mrel\">&#061;<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord amsrm\">\u2205<\/span><span class=\"mclose\">}<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         Recall&#064;K<\/p>\n<p>         \u2061<\/p>\n<p>         (<\/p>\n<p>         q<\/p>\n<p>         )<\/p>\n<p>         &#061;<\/p>\n<p>           \u2223<\/p>\n<p>            G<\/p>\n<p>            q<\/p>\n<p>           \u2229<\/p>\n<p>            R<\/p>\n<p>            q<\/p>\n<p>             (<\/p>\n<p>             K<\/p>\n<p>             )<\/p>\n<p>           \u2223<\/p>\n<p>           \u2223<\/p>\n<p>            G<\/p>\n<p>            q<\/p>\n<p>           \u2223<\/p>\n<p>         \\\\operatorname{Recall&#064;K}(q)&#061;\\\\frac{|G_q\\\\cap R_q^{(K)}|}{|G_q|} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mop\"><span class=\"mord mathrm\">Recall&#064;K<\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">q<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.6939em;vertical-align: -0.9721em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.7218em\"><span class=\"\" style=\"top: -2.3588em\"><span class=\"pstrut\" style=\"height: 3.0448em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2223<\/span><span class=\"mord\"><span class=\"mord mathnormal\">G<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">q<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mord\">\u2223<\/span><\/span><\/span><span class=\"\" style=\"top: -3.2748em\"><span class=\"pstrut\" style=\"height: 3.0448em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.7218em\"><span class=\"pstrut\" style=\"height: 3.0448em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2223<\/span><span class=\"mord\"><span class=\"mord mathnormal\">G<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">q<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2229<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.0448em\"><span class=\"\" style=\"top: -2.5834em;margin-left: -0.0077em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">q<\/span><\/span><\/span><span class=\"\" style=\"top: -3.2198em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mopen mtight\">(<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0715em\">K<\/span><span class=\"mclose mtight\">)<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2527em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mord\">\u2223<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.9721em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u524d\u8005\u53ea\u5224\u65ad\u662f\u5426\u547d\u4e2d\u81f3\u5c11\u4e00\u4e2a&#xff0c;\u540e\u8005\u8861\u91cf\u5df2\u6807\u6ce8\u8bc1\u636e\u7684\u8986\u76d6\u6bd4\u4f8b\u3002\u5f53\u4e00\u9053\u9898\u5fc5\u987b\u540c\u65f6\u4f9d\u636e\u201c\u9002\u7528\u5bf9\u8c61\u3001\u989d\u5ea6\u4e0a\u9650\u3001\u4f8b\u5916\u6761\u4ef6\u201d\u4e09\u4e2a\u7247\u6bb5&#xff0c;\u547d\u4e2d\u4e00\u4e2a\u65f6 Hit&#064;K \u5df2\u4e3a 1&#xff0c;Recall&#064;K \u4ecd\u53ea\u6709 1\/3\u3002\u5bf9\u4e8e\u8fd9\u79cd\u6bcf\u6761\u8bc1\u636e\u90fd\u5fc5\u9700\u7684\u9898\u76ee&#xff0c;\u8fd8\u5e94\u7edf\u8ba1\u662f\u5426\u5168\u90e8\u8986\u76d6&#xff1b;\u5982\u679c\u5b58\u5728\u591a\u7ec4\u7b49\u4ef7\u8bc1\u636e&#xff0c;\u5e94\u6309\u53ef\u63a5\u53d7\u8bc1\u636e\u7ec4\u8bc4\u5224&#xff0c;\u4e0d\u5e94\u5f3a\u5236\u627e\u5168\u6240\u6709\u66ff\u4ee3\u6750\u6599\u3002<\/p>\n<p>\u4e0a\u8ff0 Recall \u5b9a\u4e49\u53ea\u9002\u7528\u4e8e <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        \u2223<\/p>\n<p>         G<\/p>\n<p>         q<\/p>\n<p>        \u2223<\/p>\n<p>        &gt;<\/p>\n<p>        0<\/p>\n<p>       |G_q|&gt;0<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mord\">\u2223<\/span><span class=\"mord\"><span class=\"mord mathnormal\">G<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">q<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mord\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&gt;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">0<\/span><\/span><\/span><\/span><\/span>&#xff1b;\u4e0d\u53ef\u56de\u7b54\u9898\u9700\u5355\u72ec\u6d4b\u9519\u8bef\u68c0\u7d22\u548c\u62d2\u7b54\u8868\u73b0&#xff0c;\u4e0d\u80fd\u7528\u9664\u96f6\u540e\u7684\u4efb\u610f\u503c\u8865\u8fdb\u5e73\u5747\u6570\u3002\u5207\u5206\u7b56\u7565\u53d8\u5316\u540e&#xff0c;chunk ID \u548c\u6570\u91cf\u4e5f\u4f1a\u53d8&#xff0c;\u56e0\u6b64\u8de8\u5207\u5206\u5b9e\u9a8c\u5b9c\u7528\u7a33\u5b9a\u7684\u6587\u6863\u8de8\u5ea6\u6216\u4e1a\u52a1\u4e8b\u5b9e\u5355\u5143\u6807\u6ce8&#xff0c;\u518d\u6620\u5c04\u5230\u5404\u65b9\u6848\u7684 chunk\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925013329-6ab5cf6991fe5.png\" alt=\"RAG\u5206\u5c42\u8bca\u65ad\u4e0e\u7aef\u5230\u7aef\u9a8c\u6536\" \/><\/p>\n<p>\u56fe 1&#xff1a;\u4ece\u5165\u5e93\u5230\u7b54\u6848\u9010\u5c42\u89c2\u5bdf\u3002\u8be5\u56fe\u662f\u6392\u969c\u65b9\u6cd5\u793a\u610f&#xff0c;\u4e0d\u4ee3\u8868\u67d0\u4e00\u9879\u76ee\u5df2\u6d4b\u5f97\u7684\u7ed3\u679c\u3002<\/p>\n<\/p>\n<h4>21. \u4f60\u6700\u521d\u5224\u65ad\u662f\u5207\u5206\u592a\u788e&#xff0c;\u5bfc\u81f4\u6f0f\u53ec\u3002\u5728\u4f18\u5316\u5207\u5206\u7b56\u7565\u7684\u8fc7\u7a0b\u4e2d&#xff0c;\u6709\u6ca1\u6709\u51fa\u73b0\u8fc7\u4f60\u539f\u672c\u5224\u65ad\u6709\u6548\u7684\u8c03\u6574\u65b9\u6848&#xff0c;\u5b9e\u9645\u6d4b\u8bd5\u540e\u53d1\u73b0\u6548\u679c\u4e0d\u8fbe\u9884\u671f\u88ab\u63a8\u7ffb\u7684\u60c5\u51b5\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u5e94\u8bb2\u771f\u5b9e\u7684\u53cd\u4f8b\u4e0e\u8bc1\u636e&#xff0c;\u6ca1\u6709\u7ecf\u5386\u65f6\u8bf4\u660e\u8fd9\u662f\u5b9e\u9a8c\u8bbe\u8ba1\u3002\u4e00\u4e2a\u5408\u7406\u4f46\u4e0d\u4fdd\u8bc1\u6709\u6548\u7684\u5047\u8bbe\u662f&#xff1a;\u628a chunk \u53d8\u5927\u80fd\u4fdd\u7559\u4e0a\u4e0b\u6587&#xff0c;\u6240\u4ee5\u53ec\u56de\u548c\u56de\u7b54\u90fd\u4f1a\u66f4\u597d\u3002\u5b83\u53ef\u80fd\u5931\u8d25&#xff0c;\u56e0\u4e3a\u66f4\u591a\u65e0\u5173\u4e3b\u9898\u7a00\u91ca\u5411\u91cf\u8868\u793a\u3001\u589e\u52a0\u622a\u65ad\u548c\u91cd\u6392\u6210\u672c&#xff0c;\u5e76\u628a\u76f8\u90bb\u4f46\u4e0d\u9002\u7528\u7684\u89c4\u5219\u5e26\u8fdb\u751f\u6210\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u5e38\u89c1\u53cd\u4f8b\u662f\u4e0d\u65ad\u589e\u5927 overlap\u3002\u5b83\u53ef\u4ee5\u7f13\u89e3\u8fb9\u754c\u65ad\u88c2&#xff0c;\u5374\u4e5f\u4f1a\u4ea7\u751f\u5927\u91cf\u76f8\u4f3c\u5019\u9009&#xff0c;\u5360\u6ee1 TopK&#xff0c;\u51cf\u5c11\u72ec\u7acb\u8bc1\u636e\u8986\u76d6\u3002\u56fa\u5b9a\u8fd4\u56de 20 \u5757\u65f6&#xff0c;\u5927\u5757\u548c\u5c0f\u5757\u7684\u603b token \u9884\u7b97\u4e0d\u540c&#xff0c;\u82e5\u53ea\u6bd4\u8f83 Recall&#064;20&#xff0c;\u7ed3\u8bba\u8fd8\u53ef\u80fd\u53d7\u5230\u9884\u7b97\u4e0d\u516c\u5e73\u5f71\u54cd\u3002<\/p>\n<p>\u53ef\u4ee5\u505a\u5c0f\u89c4\u6a21\u53d7\u63a7\u5b9e\u9a8c&#xff1a;\u6309\u6807\u9898\u3001\u6bb5\u843d\u3001\u8868\u683c\u7ed3\u6784\u5207\u5206&#xff1b;\u5206\u522b\u6d4b\u8bd5\u51e0\u6863\u5927\u5c0f\u4e0e overlap&#xff1b;\u5bf9\u540c\u4e00\u95ee\u9898\u540c\u65f6\u6bd4\u8f83\u8bc1\u636e\u8986\u76d6\u3001\u91cd\u6392\u8d28\u91cf\u3001\u56fa\u5b9a token \u9884\u7b97\u4e0b\u7684\u6700\u7ec8\u7b54\u6848\u8d28\u91cf\u548c\u5ef6\u8fdf\u3002\u8de8\u6587\u6863\u91cd\u590d\u5185\u5bb9\u5e94\u5148\u6cbb\u7406&#xff0c;\u4e0d\u80fd\u5355\u9760\u8c03\u6574 chunk \u957f\u5ea6\u89e3\u51b3\u3002<\/p>\n<p>\u5bf9\u8868\u683c\u3001\u6b65\u9aa4\u548c\u6761\u4ef6\u89c4\u5219&#xff0c;\u4fdd\u7559\u6807\u9898\u8def\u5f84\u3001\u8868\u5934\u3001\u9002\u7528\u8303\u56f4\u4e0e\u7236\u6587\u6863\u5173\u7cfb\u3002\u53ef\u4ee5\u91c7\u7528\u5c0f\u5757\u68c0\u7d22\u3001\u7236\u7ea7\u6269\u5c55&#xff0c;\u4f46\u6269\u5c55\u5185\u5bb9\u540c\u6837\u53d7\u6743\u9650\u3001token \u4e0e\u76f8\u5173\u6027\u7ea6\u675f&#xff1b;\u7236\u5b50\u7d22\u5f15\u4e0d\u662f\u65e0\u6210\u672c\u5730\u201c\u627e\u5f97\u51c6\u53c8\u770b\u5f97\u5168\u201d\u3002<\/p>\n<p>\u6700\u7ec8\u4fdd\u7559\u4e1a\u52a1\u6307\u6807\u66f4\u597d\u7684\u7b56\u7565&#xff0c;\u5e76\u8bb0\u5f55\u5931\u8d25\u5047\u8bbe\u53ca\u6837\u672c\u3002\u5b9e\u9a8c\u63a8\u7ffb\u76f4\u89c9\u662f\u6b63\u5e38\u7ed3\u679c&#xff0c;\u5173\u952e\u662f\u6bd4\u8f83\u6761\u4ef6\u516c\u5e73\u3001\u5931\u8d25\u80fd\u88ab\u89e3\u91ca\u3001\u6539\u52a8\u53ef\u4ee5\u56de\u6eda\u3002<\/p>\n<\/p>\n<h4>22. \u4f18\u5316\u5207\u5206\u540e&#xff0c;\u53ec\u56de\u7387\u5f97\u5230\u4e86\u63d0\u5347\u3002\u90a3\u4f60\u4eec\u6700\u7ec8\u662f\u600e\u4e48\u5224\u65ad\u6574\u4e2a\u5ba2\u670d\u7cfb\u7edf\u7684\u56de\u7b54\u6548\u679c\u662f\u771f\u7684\u53d8\u597d\u4e86&#xff0c;\u800c\u4e0d\u53ea\u662f\u53ec\u56de\u6307\u6807\u597d\u770b\u3002<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u53ec\u56de\u53ea\u662f\u4e2d\u95f4\u6307\u6807&#xff0c;\u5ba2\u670d\u7cfb\u7edf\u7684\u76ee\u6807\u662f\u6b63\u786e\u3001\u5b8c\u6574\u3001\u53ca\u65f6\u5730\u89e3\u51b3\u7528\u6237\u95ee\u9898\u3002\u68c0\u7d22\u66f4\u9ad8\u53ef\u80fd\u53ea\u662f\u591a\u585e\u4e86\u6587\u6863&#xff0c;\u751f\u6210\u9636\u6bb5\u4ecd\u53ef\u80fd\u9009\u9519\u89c4\u5219\u3001\u6df7\u6dc6\u7248\u672c\u6216\u5ffd\u7565\u5426\u5b9a\u6761\u4ef6&#xff0c;\u56e0\u6b64\u8981\u6cbf\u6574\u6761\u94fe\u8def\u9a8c\u6536\u3002<\/p>\n<p>\u79bb\u7ebf\u5bf9\u56fa\u5b9a\u3001\u72ec\u7acb\u4e14\u8986\u76d6\u4e1a\u52a1\u5206\u5e03\u7684\u95ee\u9898\u96c6&#xff0c;\u6bd4\u8f83\u65b0\u65e7\u7cfb\u7edf\u7684\u7b54\u6848\u6b63\u786e\u6027\u3001\u5b8c\u6574\u6027\u3001\u8bc1\u636e\u652f\u6301\u3001\u5f15\u7528\u53ef\u8ffd\u6eaf\u3001\u5e94\u62d2\u7b54\u8868\u73b0\u4e0e\u9ad8\u98ce\u9669\u9519\u8bef\u3002\u4eba\u5de5\u76f2\u8bc4\u53ef\u51cf\u5c11\u5bf9\u65b0\u65b9\u6848\u7684\u671f\u5f85\u504f\u5dee&#xff1b;\u6a21\u578b\u8bc4\u5ba1\u53ef\u4ee5\u6269\u5c55\u8986\u76d6&#xff0c;\u4f46\u9700\u8981\u4eba\u5de5\u6821\u51c6\u548c\u5bf9\u4e89\u8bae\u6837\u672c\u4ef2\u88c1\u3002<\/p>\n<p>\u540c\u65f6\u56fa\u5b9a\u6216\u8bb0\u5f55\u4e0a\u4e0b\u6587 token\u3001\u6a21\u578b\u7248\u672c\u4e0e\u6210\u672c&#xff0c;\u533a\u5206\u5207\u5206\u4f18\u5316\u4e0e\u201c\u7ed9\u6a21\u578b\u66f4\u591a\u6750\u6599\u201d\u5e26\u6765\u7684\u5f71\u54cd\u3002\u4f7f\u7528\u914d\u5bf9\u6bd4\u8f83&#xff0c;\u91cd\u70b9\u590d\u6838\u4ece\u5bf9\u53d8\u9519\u7684\u56de\u5f52\u6837\u672c&#xff1b;\u6309\u4e1a\u52a1\u3001\u95ee\u6cd5\u3001\u957f\u5c3e\u3001\u77e5\u8bc6\u7248\u672c\u548c\u6743\u9650\u573a\u666f\u5206\u6876&#xff0c;\u4e0d\u53ea\u62a5\u544a\u4e00\u4e2a\u5e73\u5747\u503c\u3002<\/p>\n<p>\u4e0a\u7ebf\u5148\u5f71\u5b50\u6d41\u91cf\u6216\u5c0f\u6d41\u91cf\u7070\u5ea6&#xff0c;\u518d\u901a\u8fc7\u5408\u9002\u7684\u968f\u673a\u5b9e\u9a8c\u89c2\u5bdf\u95ee\u9898\u89e3\u51b3\u7387\u3001\u91cd\u590d\u54a8\u8be2\u3001\u4eba\u5de5\u8f6c\u63a5\u3001\u7528\u6237\u8d1f\u53cd\u9988\u548c\u5ef6\u8fdf\u3002\u8f6c\u4eba\u5de5\u51cf\u5c11\u4e0d\u4e00\u5b9a\u662f\u597d\u4e8b&#xff1a;\u5982\u679c\u7cfb\u7edf\u9519\u8bef\u5730\u628a\u95ee\u9898\u6807\u6210\u5df2\u89e3\u51b3&#xff0c;\u8868\u9762\u6307\u6807\u4f1a\u6539\u5584\u5374\u635f\u5bb3\u7528\u6237\u3002<\/p>\n<p>\u5c06\u4e3b\u76ee\u6807\u4e0e\u62a4\u680f\u9884\u5148\u5199\u6e05\u695a&#xff1a;\u4f8b\u5982\u5728\u9ad8\u98ce\u9669\u9519\u8bef\u4e0d\u589e\u52a0\u3001\u6210\u672c\u548c\u5ef6\u8fdf\u53ef\u63a5\u53d7\u7684\u524d\u63d0\u4e0b&#xff0c;\u63d0\u9ad8\u6709\u6548\u89e3\u51b3\u7387\u3002\u53ea\u6709\u7aef\u5230\u7aef\u8d28\u91cf\u4e0e\u4e1a\u52a1\u53cd\u9988\u5171\u540c\u652f\u6301&#xff0c;\u624d\u6709\u4f9d\u636e\u8bf4\u5ba2\u670d\u7cfb\u7edf\u771f\u6b63\u53d8\u597d\u4e86\u3002<\/p>\n<p>\u62a5\u544a\u914d\u5bf9\u7ed3\u679c&#xff0c;\u800c\u4e0d\u662f\u53ea\u62a5\u544a\u4e24\u4e2a\u5747\u503c\u3002 \u5bf9\u540c\u4e00\u6279 N \u4e2a\u95ee\u9898&#xff0c;\u5206\u522b\u7edf\u8ba1\u201c\u65e7\u5bf9\u65b0\u5bf9\u3001\u65e7\u9519\u65b0\u5bf9\u3001\u65e7\u5bf9\u65b0\u9519\u3001\u65e7\u9519\u65b0\u9519\u201d\u3002\u51c0\u6539\u5584\u7b49\u4e8e\u201c\u65e7\u9519\u65b0\u5bf9\u201d\u51cf\u53bb\u201c\u65e7\u5bf9\u65b0\u9519\u201d&#xff0c;\u518d\u9664\u4ee5 N&#xff1b;\u4f46\u5bf9\u8d44\u91d1\u89c4\u5219\u7684\u4e25\u91cd\u56de\u5f52&#xff0c;\u5373\u4fbf\u88ab\u5927\u91cf\u7b80\u5355\u95ee\u9898\u7684\u6539\u8fdb\u62b5\u6d88&#xff0c;\u4e5f\u5e94\u72ec\u7acb\u62e6\u622a\u3002\u4e8c\u5143\u8bc4\u5206\u53ef\u7528 McNemar \u68c0\u9a8c\u5206\u6790\u4e0d\u4e00\u81f4\u6837\u672c&#xff0c;\u8fde\u7eed\u6216\u5206\u7ea7\u8bc4\u5206\u53ef\u4f7f\u7528\u914d\u5bf9 bootstrap&#xff1b;\u4e24\u8005\u90fd\u9700\u8981\u8003\u8651\u6837\u672c\u72ec\u7acb\u6027&#xff0c;\u591a\u6761\u6765\u81ea\u540c\u4e00\u5ba2\u6237\u4f1a\u8bdd\u65f6\u5e94\u6309\u4f1a\u8bdd\u805a\u7c7b\u5904\u7406\u3002<\/p>\n<p>\u4e0a\u7ebf\u9a8c\u6536\u8fd8\u5e94\u5206\u5f00\u770b\u201c\u5e94\u8f6c\u4eba\u5de5\u800c\u672a\u8f6c\u201d\u201c\u65e0\u9700\u8f6c\u4eba\u5de5\u5374\u8f6c\u4e86\u201d\u548c\u771f\u5b9e\u89e3\u51b3\u7387\u3002\u5ba2\u670d\u7cfb\u7edf\u80fd\u591f\u62d2\u7edd\u65e0\u4f9d\u636e\u56de\u7b54&#xff0c;\u662f\u8d28\u91cf\u4f53\u7cfb\u7684\u4e00\u90e8\u5206&#xff1b;\u4e0d\u80fd\u901a\u8fc7\u964d\u4f4e\u62d2\u7b54\u95e8\u69db\u6362\u53d6\u8868\u9762\u66f4\u9ad8\u7684\u81ea\u52a8\u5316\u7387\u3002<\/p>\n<\/p>\n<h4>23. \u4f60\u521a\u624d\u63d0\u5230\u4e3a\u4e86\u964d\u4f4eTTFT\u66ff\u6362\u4e86\u8c46\u53051.8 flash\u6a21\u578b&#xff0c;\u8fd8\u505a\u4e86kv\u7f13\u5b58\u4f18\u5316\u3002\u5728\u5e73\u8861\u54cd\u5e94\u901f\u5ea6\u3001\u56de\u7b54\u51c6\u786e\u6027\u3001\u8c03\u7528\u6210\u672c\u8fd9\u4e09\u8005\u7684\u65f6\u5019&#xff0c;\u4f60\u4eec\u6700\u7ec8\u505a\u4e86\u54ea\u4e9b\u5173\u952e\u53d6\u820d&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u8fd9\u9053\u9898\u8981\u7528\u5b9e\u9645\u5b9e\u9a8c\u56de\u7b54&#xff0c;\u4e0d\u80fd\u4ec5\u51ed\u201c\u8c46\u53051.8 flash\u201d\u8fd9\u4e2a\u7b80\u79f0\u63a8\u65ad\u5177\u4f53\u6a21\u578b\u80fd\u529b\u3001\u4ef7\u683c\u6216\u7f13\u5b58\u673a\u5236\u3002\u5e94\u660e\u786e\u771f\u5b9e model ID\u3001\u670d\u52a1 endpoint\u3001\u6a21\u578b\u7248\u672c\u3001\u8f93\u5165\u8f93\u51fa token \u5206\u5e03\u4e0e\u7f13\u5b58\u63a5\u53e3&#xff1b;\u6a21\u578b\u540d\u79f0\u7684\u7ec6\u5c0f\u5dee\u5f02\u4e5f\u53ef\u80fd\u5bf9\u5e94\u4e0d\u540c\u670d\u52a1\u80fd\u529b\u3002<\/p>\n<p>\u5148\u5b9a\u4e49 TTFT \u7684\u89c2\u6d4b\u8fb9\u754c\u3002\u7528\u6237\u611f\u77e5\u7684\u9996 token \u65f6\u95f4\u4e0d\u4ec5\u5305\u542b\u6a21\u578b prefill&#xff0c;\u8fd8\u53ef\u80fd\u5305\u542b\u7f51\u5173\u3001\u6392\u961f\u3001\u68c0\u7d22\u3001\u91cd\u6392\u548c\u7f51\u7edc&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          T<\/p>\n<p>           T<\/p>\n<p>           T<\/p>\n<p>           F<\/p>\n<p>           T<\/p>\n<p>         \u2248<\/p>\n<p>          T<\/p>\n<p>           n<\/p>\n<p>           e<\/p>\n<p>           t<\/p>\n<p>           w<\/p>\n<p>           o<\/p>\n<p>           r<\/p>\n<p>           k<\/p>\n<p>         &#043;<\/p>\n<p>          T<\/p>\n<p>           q<\/p>\n<p>           u<\/p>\n<p>           e<\/p>\n<p>           u<\/p>\n<p>           e<\/p>\n<p>         &#043;<\/p>\n<p>          T<\/p>\n<p>           r<\/p>\n<p>           e<\/p>\n<p>           t<\/p>\n<p>           r<\/p>\n<p>           i<\/p>\n<p>           e<\/p>\n<p>           v<\/p>\n<p>           a<\/p>\n<p>           l<\/p>\n<p>         &#043;<\/p>\n<p>          T<\/p>\n<p>           p<\/p>\n<p>           r<\/p>\n<p>           e<\/p>\n<p>           f<\/p>\n<p>           i<\/p>\n<p>           l<\/p>\n<p>           l<\/p>\n<p>         &#043;<\/p>\n<p>          T<\/p>\n<p>           f<\/p>\n<p>           i<\/p>\n<p>           r<\/p>\n<p>           s<\/p>\n<p>           t<\/p>\n<p>           \u00a0<\/p>\n<p>           d<\/p>\n<p>           e<\/p>\n<p>           c<\/p>\n<p>           o<\/p>\n<p>           d<\/p>\n<p>           e<\/p>\n<p>         T_{\\\\mathrm{TTFT}}\\\\approx T_{\\\\mathrm{network}}&#043;T_{\\\\mathrm{queue}}&#043; T_{\\\\mathrm{retrieval}}&#043;T_{\\\\mathrm{prefill}}&#043;T_{\\\\mathrm{first\\\\ decode}} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">TTFT<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2248<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">network<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">queue<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">retrieval<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">prefill<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">first<\/span><span class=\"mspace mtight\"><span class=\"mtight\">\u00a0<\/span><\/span><span class=\"mord mathrm mtight\">decode<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u8fd9\u53ea\u662f\u987a\u5e8f\u94fe\u8def\u7684\u62c6\u89e3&#xff0c;\u5b9e\u9645\u6709\u5e76\u884c\u4e0e\u91cd\u53e0&#xff0c;\u4e0d\u80fd\u628a\u6240\u6709\u9636\u6bb5\u8017\u65f6\u673a\u68b0\u76f8\u52a0\u3002\u603b\u56de\u7b54\u65f6\u957f\u8fd8\u53d6\u51b3\u4e8e\u8f93\u51fa\u957f\u5ea6\u4e0e\u540e\u7eed\u89e3\u7801\u901f\u5ea6\u3002\u66f4\u6362\u5feb\u6a21\u578b\u53ef\u80fd\u6539\u5584\u8ba1\u7b97\u90e8\u5206&#xff0c;\u5374\u65e0\u6cd5\u89e3\u51b3\u6162\u6570\u636e\u5e93\u6216\u8fc7\u957f\u961f\u5217\u3002<\/p>\n<p>\u533a\u5206\u4e09\u79cd\u7f13\u5b58&#xff1a;\u5355\u6b21\u751f\u6210\u4e2d\u590d\u7528\u5df2\u8ba1\u7b97 token \u7684 KV Cache&#xff1b;\u8de8\u8bf7\u6c42\u590d\u7528\u5171\u540c\u524d\u7f00\u7684 prefix cache&#xff1b;\u76f4\u63a5\u590d\u7528\u7b54\u6848\u7684\u5e94\u7528\u7f13\u5b58\u3002\u524d\u7f00\u7f13\u5b58\u4e3b\u8981\u51cf\u5c11\u5339\u914d\u524d\u7f00\u7684 prefill \u5f00\u9500&#xff0c;\u4e0d\u81ea\u52a8\u52a0\u901f\u540e\u7eed\u6bcf\u4e00\u4e2a decode token\u3002\u547d\u4e2d\u8981\u6c42\u4e0e\u5177\u4f53\u5f15\u64ce\u6709\u5173&#xff0c;\u6a21\u578b\u3001token \u5e8f\u5217\u3001\u9002\u914d\u5668\u548c\u591a\u6a21\u6001\u8f93\u5165\u7b49\u5fc5\u987b\u517c\u5bb9&#xff1b;\u7528\u6237\u6743\u9650\u4e0e\u79df\u6237\u9694\u79bb\u4e5f\u4e0d\u80fd\u56e0\u7f13\u5b58\u800c\u7701\u7565\u3002<\/p>\n<p>\u6258\u7ba1 API \u7528\u6237\u901a\u5e38\u4e0d\u80fd\u76f4\u63a5\u4fee\u6539\u670d\u52a1\u7aef KV \u7ba1\u7406&#xff0c;\u53ea\u80fd\u4f7f\u7528\u4f9b\u5e94\u5546\u5f00\u653e\u7684\u7f13\u5b58\u673a\u5236\u6216\u8c03\u6574\u53ef\u590d\u7528\u524d\u7f00&#xff1b;\u81ea\u90e8\u7f72\u624d\u53ef\u80fd\u914d\u7f6e\u7f13\u5b58\u5f15\u64ce\u3001KV \u5bb9\u91cf\u548c\u8c03\u5ea6\u3002\u56fa\u5b9a\u6a21\u677f\u6709\u52a9\u547d\u4e2d&#xff0c;\u4f46\u4e0d\u80fd\u4e3a\u4e86\u547d\u4e2d\u628a\u8fc7\u65f6\u89c4\u5219\u6216\u65e0\u5173\u957f\u6587\u672c\u6c38\u8fdc\u653e\u8fdb\u524d\u7f00\u3002<\/p>\n<p>\u53d6\u820d\u53ef\u4ee5\u662f&#xff1a;\u7b80\u5355\u4e14\u53ef\u9a8c\u8bc1\u4efb\u52a1\u4f7f\u7528\u66f4\u5feb\u6a21\u578b&#xff0c;\u56f0\u96be\u548c\u9ad8\u98ce\u9669\u4efb\u52a1\u5347\u7ea7&#xff1b;\u538b\u7f29\u91cd\u590d\u4e0a\u4e0b\u6587\u3001\u63a7\u5236\u8f93\u51fa\u957f\u5ea6&#xff0c;\u4fdd\u7559\u5173\u952e\u8bc1\u636e&#xff1b;\u5728\u5ef6\u8fdf\u9884\u7b97\u5185\u9009\u62e9\u91cd\u6392\u6df1\u5ea6\u3002\u7528\u540c\u4e00\u5957\u72ec\u7acb\u4efb\u52a1\u6d4b\u9996 token\u3001\u5b8c\u6574\u5b8c\u6210\u65f6\u95f4\u3001\u8d28\u91cf\u3001\u5355\u6b21\u6210\u529f\u4efb\u52a1\u6210\u672c\u53ca p95\/p99&#xff0c;\u5e76\u5206\u522b\u7edf\u8ba1\u51b7\u7f13\u5b58\u3001\u70ed\u7f13\u5b58\u548c\u5b9e\u9645\u547d\u4e2d\u7387\u3002\u7f13\u5b58\u8d8a\u5927\u8fd8\u4f1a\u5360\u7528\u663e\u5b58\u3001\u9650\u5236\u5e76\u53d1&#xff0c;\u901f\u5ea6\u3001\u8d28\u91cf\u4e0e\u6210\u672c\u5e94\u4e00\u8d77\u8bc4\u4f30\u3002<\/p>\n<p>\u4e00\u4e2a\u6700\u5c0f\u6d88\u878d\u8bbe\u8ba1\u662f\u201c\u6a21\u578b \u00d7 \u7f13\u5b58\u72b6\u6001\u201d\u3002 \u7528\u540c\u4e00\u7ec4\u95ee\u9898\u3001\u6587\u6863\u5feb\u7167\u3001\u5e76\u53d1\u914d\u7f6e\u4e0e\u8f93\u51fa\u9650\u5236&#xff0c;\u5206\u522b\u8fd0\u884c\u539f\u6a21\u578b\/\u5019\u9009\u6a21\u578b \u00d7 \u51b7\u7f13\u5b58\/\u70ed\u7f13\u5b58\u56db\u79cd\u7ec4\u5408\u3002\u51b7\u3001\u70ed\u5b9e\u9a8c\u9a8c\u8bc1\u7f13\u5b58\u80fd\u5e26\u6765\u591a\u5c11\u6536\u76ca&#xff0c;\u6309\u771f\u5b9e\u524d\u7f00\u91cd\u590d\u5206\u5e03\u56de\u653e\u624d\u4f30\u8ba1\u5f97\u5230\u5b9e\u9645\u6536\u76ca&#xff1b;\u4e0d\u80fd\u628a\u91cd\u590d\u540c\u4e00\u4e2a\u95ee\u9898\u6d4b\u5230\u7684\u70ed\u7f13\u5b58\u5ef6\u8fdf\u5f53\u4f5c\u6240\u6709\u8bf7\u6c42\u7684\u5ef6\u8fdf\u3002<\/p>\n<p>\u6210\u672c\u5efa\u8bae\u7edf\u8ba1\u4e3a\u201c\u8be5\u8bc4\u6d4b\u6279\u6b21\u7684\u603b\u8c03\u7528\u8d39\u7528 \u00f7 \u8fbe\u6807\u5b8c\u6210\u4efb\u52a1\u6570\u201d&#xff0c;\u5305\u542b\u91cd\u8bd5\u3001\u91cd\u6392\u3001\u56de\u9000\u5f3a\u6a21\u578b\u4e0e\u65e0\u6548\u8c03\u7528\u3002\u4f4e\u4ef7\u6a21\u578b\u5982\u679c\u9891\u7e41\u5931\u8d25\u6216\u5347\u7ea7&#xff0c;\u5355\u6b21\u6210\u529f\u6210\u672c\u53ef\u80fd\u66f4\u9ad8&#xff1b;\u603b\u8d39\u7528\u4e3a\u6b63\u800c\u8fbe\u6807\u6570\u4e3a\u96f6\u65f6&#xff0c;\u5e94\u62a5\u544a\u65e0\u6210\u529f\u4efb\u52a1&#xff0c;\u4e0d\u80fd\u8fd4\u56de\u4e00\u4e2a\u8bef\u5bfc\u6027\u7684\u96f6\u6210\u672c\u3002\u5ef6\u8fdf\u5219\u6309\u8bf7\u6c42\u505a\u7aef\u5230\u7aef\u6d4b\u91cf&#xff0c;\u4e0d\u80fd\u628a\u5404\u9636\u6bb5 p95 \u76f8\u52a0\u5f53\u4f5c\u7aef\u5230\u7aef p95\u3002<\/p>\n<\/p>\n<h4>24. \u8bf7\u804a\u4e00\u4e2a\u4f60\u719f\u6089\u6216\u81ea\u7814\u7684ai\u5e94\u7528\u6846\u67b6\u3002\u5b83\u7684\u6838\u5fc3\u662f\u4e3a\u4e86\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898&#xff0c;\u5728\u5b9e\u73b0\u4e0a\u6709\u54ea\u4e9b\u6280\u672f\u8bbe\u8ba1\u4e0a\u7684\u5de7\u601d&#xff0c;\u4f60\u53c8\u5728\u4ec0\u4e48\u573a\u666f\u91cc\u771f\u6b63\u7528\u5b83\u843d\u5730\u8fc7&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u53ef\u4ee5\u9009\u62e9\u81ea\u5df1\u786e\u5b9e\u4f7f\u7528\u6216\u7814\u7a76\u8fc7\u7684 LangGraph \u4f5c\u7b54&#xff0c;\u5e76\u533a\u5206\u201c\u7406\u89e3\u8bbe\u8ba1\u201d\u548c\u201c\u4eb2\u624b\u843d\u5730\u201d\u3002\u5b83\u9002\u5408\u8868\u8fbe\u6709\u5206\u652f\u3001\u5faa\u73af\u3001\u72b6\u6001\u3001\u6682\u505c\u6062\u590d\u4e0e\u4eba\u5de5\u4ecb\u5165\u7684\u5de5\u4f5c\u6d41&#xff1b;LangChain \u63d0\u4f9b\u6a21\u578b\u3001\u5de5\u5177\u548c Agent \u7b49\u4e0a\u5c42\u80fd\u529b&#xff0c;\u4e24\u8005\u5e76\u4e0d\u662f\u7b80\u5355\u7684\u65b0\u65e7\u66ff\u4ee3\u5173\u7cfb\u3002<\/p>\n<p>LangGraph \u5c06\u4efb\u52a1\u5efa\u6a21\u4e3a\u56fe&#xff1a;\u8282\u70b9\u5904\u7406\u8f93\u5165\u72b6\u6001&#xff0c;\u8fb9\u51b3\u5b9a\u540e\u7eed\u8c03\u5ea6&#xff0c;\u72b6\u6001 schema \u4e0e reducer \u5b9a\u4e49\u66f4\u65b0\u89c4\u5219&#xff1b;\u6301\u4e45\u5316\u4e0e checkpoint \u652f\u6301\u6062\u590d\u548c\u4eba\u5de5\u5ba1\u6279\u3002\u5b83\u89e3\u51b3\u7684\u662f\u957f\u6d41\u7a0b\u7684\u6267\u884c\u7ec4\u7ec7\u548c\u72b6\u6001\u7ba1\u7406&#xff0c;\u800c\u4e0d\u662f\u81ea\u52a8\u63d0\u9ad8\u57fa\u7840\u6a21\u578b\u7684\u4e8b\u5b9e\u6b63\u786e\u7387\u3002<\/p>\n<p>\u8bbe\u8ba1\u4ef7\u503c\u5728\u4e8e\u628a\u201c\u6a21\u578b\u8c03\u7528\u505a\u4ec0\u4e48\u201d\u548c\u201c\u7cfb\u7edf\u4f55\u65f6\u7ee7\u7eed\u3001\u6682\u505c\u3001\u91cd\u8bd5\u3001\u7ed3\u675f\u201d\u5206\u5f00&#xff0c;\u4f7f\u6267\u884c\u8def\u5f84\u53ef\u89c2\u5bdf\u3002\u4f46\u4e5f\u4f1a\u589e\u52a0\u72b6\u6001\u8bbe\u8ba1\u3001\u7248\u672c\u5347\u7ea7\u3001\u6062\u590d\u8bed\u4e49\u548c\u8c03\u8bd5\u6210\u672c\u3002\u56fa\u5b9a\u7684\u4e24\u4e09\u4e2a\u63a5\u53e3\u8c03\u7528\u4e0d\u4e00\u5b9a\u9700\u8981\u56fe\u6846\u67b6&#xff0c;\u666e\u901a\u51fd\u6570\u7ec4\u5408\u53ef\u80fd\u5df2\u7ecf\u8db3\u591f\u3002<\/p>\n<p>\u9879\u76ee\u56de\u7b54\u53ef\u7528\u771f\u5b9e\u5ba2\u670d\u6d41\u7a0b\u5c55\u5f00&#xff1a;\u610f\u56fe\u8bc6\u522b -&gt; \u6743\u9650\u8fc7\u6ee4\u68c0\u7d22 -&gt; \u8bc1\u636e\u68c0\u67e5 -&gt; \u751f\u6210 -&gt; \u89c4\u5219\u6821\u9a8c&#xff1b;\u8bc1\u636e\u4e0d\u8db3\u65f6\u6f84\u6e05&#xff0c;\u5fc5\u8981\u65f6\u4eba\u5de5\u63a5\u7ba1\u3002\u8bf4\u660e\u54ea\u4e2a\u8282\u70b9\u7531\u6a21\u578b\u51b3\u5b9a\u3001\u54ea\u4e2a\u7531\u786e\u5b9a\u6027\u903b\u8f91\u63a7\u5236\u3001\u72b6\u6001\u5982\u4f55\u843d\u76d8\u4ee5\u53ca\u6062\u590d\u5982\u4f55\u907f\u514d\u91cd\u590d\u526f\u4f5c\u7528\u3002<\/p>\n<p>\u6ca1\u6709\u5b9e\u9645\u843d\u5730\u7ecf\u5386\u65f6&#xff0c;\u53ef\u4ee5\u660e\u786e\u8bf4\u5b8c\u6210\u8fc7\u539f\u578b\u6216\u9605\u8bfb\u8fc7\u8bbe\u8ba1&#xff0c;\u5e76\u5c55\u793a\u80fd\u9a8c\u8bc1\u7684\u5b9e\u9a8c\u3002\u6846\u67b6\u4f7f\u7528\u7ecf\u9a8c\u7684\u53ef\u4fe1\u5ea6\u6765\u81ea\u5177\u4f53\u72b6\u6001\u3001\u6545\u969c\u4e0e\u9a8c\u6536&#xff0c;\u800c\u4e0d\u662f\u58f0\u79f0\u201c\u7528\u5b83\u5b9e\u73b0\u4e86\u6240\u6709\u529f\u80fd\u201d\u3002<\/p>\n<\/p>\n<h4>25. \u4f60\u63d0\u5230\u4ed6\u7528\u70b9\u548c\u8fb9\u7684\u56fe\u7ed3\u6784\u66ff\u4ee3LangChain\u539f\u6709\u7684\u94fe\u5f0f\u8c03\u7528\u3002\u90a3\u8fd9\u4e2a\u6846\u67b6\u91cc\u6700\u6838\u5fc3\u7684\u8282\u70b9\u62bd\u8c61\u5177\u4f53\u662f\u600e\u4e48\u8bbe\u8ba1\u7684&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u4ee5 LangGraph StateGraph \u4e3a\u4f8b&#xff0c;\u8282\u70b9\u901a\u5e38\u662f\u540c\u6b65\u6216\u5f02\u6b65\u53ef\u8c03\u7528\u5bf9\u8c61&#xff1a;\u8bfb\u53d6\u7ea6\u5b9a\u7684 state&#xff0c;\u53ef\u63a5\u6536\u914d\u7f6e\u6216\u8fd0\u884c\u4e0a\u4e0b\u6587&#xff0c;\u8fd4\u56de\u90e8\u5206\u72b6\u6001\u66f4\u65b0&#xff1b;\u7279\u5b9a\u573a\u666f\u4e5f\u53ef\u8fd4\u56de Command \u7b49\u63a7\u5236\u5bf9\u8c61\u3002\u8fb9\u548c\u6761\u4ef6\u8def\u7531\u8d1f\u8d23\u8c03\u5ea6&#xff0c;\u8282\u70b9\u65e0\u9700\u77e5\u9053\u6574\u4e2a\u7cfb\u7edf\u6240\u6709\u540e\u7eed\u6b65\u9aa4\u3002<\/p>\n<p>\u72b6\u6001 schema \u5b9a\u4e49\u5b57\u6bb5&#xff0c;reducer \u51b3\u5b9a\u8be5\u5b57\u6bb5\u5982\u4f55\u5408\u5e76\u66f4\u65b0\u3002\u6ca1\u6709\u7279\u522b reducer \u7684\u5b57\u6bb5\u901a\u5e38\u6309\u8986\u76d6\u8bed\u4e49\u66f4\u65b0&#xff0c;\u5e76\u884c\u5199\u540c\u4e00\u5b57\u6bb5\u53ef\u80fd\u53d1\u751f\u51b2\u7a81&#xff1b;\u6709 reducer \u7684\u5b57\u6bb5\u6309\u5176\u89c4\u5219\u5408\u5e76\u3002\u4e0d\u540c\u8282\u70b9\u5171\u4eab\u7684\u662f\u4e00\u4efd\u6709\u6267\u884c\u8bed\u4e49\u7684\u56fe\u72b6\u6001&#xff0c;\u4e0d\u662f\u5141\u8bb8\u5927\u5bb6\u4efb\u610f\u5e76\u53d1\u4fee\u6539\u7684\u8fdb\u7a0b\u5168\u5c40\u5b57\u5178\u3002<\/p>\n<p>\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u201c\u6309\u7a33\u5b9a ID \u6c47\u603b\u5df2\u6821\u9a8c\u6587\u6863\u5f15\u7528\u201d\u7684 reducer \u4e0e\u8282\u70b9&#xff0c;\u4f5c\u4e3a\u6302\u8f7d\u8fdb\u56fe\u4e4b\u524d\u53ef\u72ec\u7acb\u6d4b\u8bd5\u7684\u7eaf\u51fd\u6570&#xff1a;<\/p>\n<p><span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Annotated<span class=\"token punctuation\">,<\/span> TypedDict<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">merge_refs<\/span><span class=\"token punctuation\">(<\/span>left<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> right<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    merged <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">(<\/span>left<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> key<span class=\"token punctuation\">,<\/span> value <span class=\"token keyword\">in<\/span> right<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> key <span class=\"token keyword\">in<\/span> merged <span class=\"token keyword\">and<\/span> merged<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">!&#061;<\/span> value<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;conflicting content for the same reference id&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        merged<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> value<br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">sorted<\/span><span class=\"token punctuation\">(<\/span>merged<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">State<\/span><span class=\"token punctuation\">(<\/span>TypedDict<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    query<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    refs<span class=\"token punctuation\">:<\/span> Annotated<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> merge_refs<span class=\"token punctuation\">]<\/span><br \/>\n    evidence_ready<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">inspect_evidence<\/span><span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">:<\/span> State<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;evidence_ready&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;refs&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8282\u70b9\u53ea\u8fd4\u56de\u5b83\u8d1f\u8d23\u7684 evidence_ready \u66f4\u65b0&#xff0c;\u4e0d\u628a\u6574\u4e2a\u65e7 state \u539f\u6837\u8fd4\u56de&#xff0c;\u51cf\u5c11\u8986\u76d6\u5e76\u884c\u7ed3\u679c\u7684\u98ce\u9669\u3002\u8be5\u5e03\u5c14\u68c0\u67e5\u4ec5\u6f14\u793a\u8282\u70b9\u5951\u7ea6&#xff0c;\u771f\u5b9e\u7cfb\u7edf\u8fd8\u9700\u6821\u9a8c\u8bc1\u636e\u5b8c\u6574\u6027\u3001\u6743\u9650\u548c\u65f6\u6548&#xff0c;\u4e0d\u80fd\u628a\u201c\u975e\u7a7a\u201d\u5f53\u201c\u8db3\u4ee5\u56de\u7b54\u201d\u3002<\/p>\n<p>reducer \u5bf9\u76f8\u540c ID\u3001\u76f8\u540c\u5185\u5bb9\u91cd\u590d\u5408\u5e76\u4fdd\u6301\u5e42\u7b49&#xff0c;\u5bf9\u77db\u76fe\u5185\u5bb9\u663e\u5f0f\u62a5\u9519&#xff1b;\u7a33\u5b9a\u6392\u5e8f\u53ea\u8ba9\u5c55\u793a\u987a\u5e8f\u786e\u5b9a&#xff0c;\u5e76\u4e0d\u80fd\u4ee3\u66ff\u4e1a\u52a1\u4f18\u5148\u7ea7\u3002\u751f\u4ea7\u4e2d ID \u9700\u5305\u542b\u5408\u7406\u7684\u7248\u672c\u4fe1\u606f&#xff0c;schema \u548c\u9759\u6001\u7c7b\u578b\u4e5f\u4e0d\u7b49\u4e8e\u81ea\u52a8\u8fd0\u884c\u65f6\u6821\u9a8c&#xff0c;\u5916\u90e8\u8f93\u5165\u5fc5\u987b\u53e6\u5916\u9a8c\u8bc1\u3002<\/p>\n<\/p>\n<h4>26. \u4f60\u521a\u624d\u63d0\u5230\u6240\u6709\u8282\u70b9\u90fd\u56f4\u7ed5\u5171\u4eabstate\u505a\u8bfb\u5199\u3002\u90a3\u8fd9\u79cd\u5168\u5c40\u5171\u4eab\u72b6\u6001\u7684\u8bbe\u8ba1&#xff0c;\u76f8\u6bd4\u6bcf\u4e2a\u8282\u70b9\u72ec\u7acb\u4f20\u53c2\u7684\u6734\u7d20\u5b9e\u73b0\u5b9e\u9645\u5e26\u6765\u4e86\u54ea\u4e9b\u989d\u5916\u7684\u4ee3\u4ef7&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u9996\u5148\u6f84\u6e05\u201c\u5168\u5c40\u5171\u4eab\u201d&#xff1a;\u56fe\u72b6\u6001\u901a\u5e38\u5c5e\u4e8e\u4e00\u6b21\u8fd0\u884c\u6216\u4e00\u4e2a thread \u7684\u6267\u884c\u4e0a\u4e0b\u6587&#xff0c;\u4e0d\u5e94\u6210\u4e3a\u6240\u6709\u7528\u6237\u5171\u7528\u7684\u53ef\u53d8\u5bf9\u8c61\u3002\u628a\u4e0d\u540c\u79df\u6237\u7684\u6570\u636e\u653e\u8fdb\u4e00\u4e2a\u65e0\u9694\u79bb\u5b57\u5178&#xff0c;\u4f1a\u9020\u6210\u66f4\u4e25\u91cd\u7684\u6cc4\u6f0f\u4e0e\u5e76\u53d1\u95ee\u9898&#xff0c;\u8fd9\u4e0d\u662f\u6846\u67b6\u8981\u6c42\u7684\u8bbe\u8ba1\u3002<\/p>\n<p>\u76f8\u6bd4\u72ec\u7acb\u4f20\u53c2&#xff0c;\u5171\u4eab\u72b6\u6001\u964d\u4f4e\u4e86\u8282\u70b9\u4e4b\u95f4\u4f20\u9012\u5927\u91cf\u53c2\u6570\u7684\u6837\u677f\u4ee3\u7801&#xff0c;\u5374\u5f15\u5165\u9690\u5f0f\u4f9d\u8d56&#xff1a;\u8282\u70b9\u7a76\u7adf\u8bfb\u5199\u54ea\u4e9b\u5b57\u6bb5\u3001\u54ea\u4e9b\u5b57\u6bb5\u4f55\u65f6\u6709\u6548&#xff0c;\u53ef\u80fd\u4e0d\u518d\u4ece\u51fd\u6570\u7b7e\u540d\u4e00\u773c\u770b\u51fa\u3002\u72b6\u6001 schema \u9700\u8981\u660e\u786e\u6240\u6709\u8005\u3001\u8bfb\u5199\u8303\u56f4\u548c\u751f\u547d\u5468\u671f&#xff0c;\u4e0d\u80fd\u968f\u7740\u9700\u6c42\u589e\u957f\u53d8\u6210\u4ec0\u4e48\u90fd\u88c5\u7684\u5bf9\u8c61\u3002<\/p>\n<p>\u5e76\u884c\u573a\u666f\u8981\u4ed8\u51fa\u66f4\u65b0\u5408\u5e76\u6210\u672c\u3002\u4e24\u4e2a\u8282\u70b9\u5199\u540c\u4e00\u6807\u91cf\u4e0d\u80fd\u9ed8\u8ba4\u201c\u6700\u540e\u5199\u5165\u5c31\u662f\u5bf9\u7684\u201d&#xff1b;\u5217\u8868\u8ffd\u52a0\u53ef\u80fd\u51fa\u73b0\u91cd\u590d\u4e0e\u987a\u5e8f\u5dee\u5f02&#xff1b;reducer \u8fd8\u9700\u5904\u7406\u51b2\u7a81\u3001\u5e42\u7b49\u548c\u786e\u5b9a\u6027\u3002checkpointer \u8d1f\u8d23\u4fdd\u5b58\u6267\u884c\u72b6\u6001&#xff0c;\u4e0d\u7b49\u4e8e\u81ea\u52a8\u89e3\u51b3\u4e1a\u52a1\u5e76\u53d1\u4e00\u81f4\u6027\u3002<\/p>\n<p>\u5927\u72b6\u6001\u8fd8\u589e\u52a0\u5e8f\u5217\u5316\u3001checkpoint \u5b58\u50a8\u3001\u7f51\u7edc\u548c\u6062\u590d\u6210\u672c\u3002\u628a\u4e8c\u8fdb\u5236\u56fe\u7247\u3001\u5b8c\u6574\u6587\u6863\u3001\u5ba2\u6237\u7aef\u8fde\u63a5\u6216\u5bc6\u94a5\u76f4\u63a5\u585e\u8fdb\u72b6\u6001\u5e76\u4e0d\u5408\u9002&#xff0c;\u5e94\u4fdd\u5b58\u53d7\u6743\u9650\u63a7\u5236\u7684\u5f15\u7528\u3001\u6458\u8981\u548c\u7248\u672c&#xff1b;\u5e76\u8bbe\u8ba1\u4fdd\u7559\u671f\u9650\u3001\u8131\u654f\u3001\u52a0\u5bc6\u4e0e\u6700\u5c0f\u53ef\u89c1\u6027\u3002<\/p>\n<p>\u6700\u540e\u662f\u7248\u672c\u6f14\u8fdb&#xff1a;\u6682\u505c\u6570\u5929\u7684\u65e7\u6d41\u7a0b&#xff0c;\u6062\u590d\u65f6\u53ef\u80fd\u9047\u5230\u65b0 schema\u3001\u65b0\u8282\u70b9\u903b\u8f91\u6216\u5931\u6548\u5de5\u5177\u51ed\u636e\u3002\u9700\u8981\u7248\u672c\u6807\u8bb0\u3001\u517c\u5bb9\u5904\u7406\u3001\u6d4b\u8bd5\u548c\u660e\u786e\u7684\u6062\u590d\u7b56\u7565\u3002\u5c0f\u578b\u6d41\u7a0b\u53ef\u7ee7\u7eed\u4f7f\u7528\u663e\u5f0f\u4f20\u53c2&#xff1b;\u5927\u578b\u56fe\u5219\u901a\u8fc7\u5b50\u56fe\u3001\u5c40\u90e8\u72b6\u6001\u548c\u8f93\u5165\u8f93\u51fa\u5951\u7ea6\u9650\u5236\u5171\u4eab\u8303\u56f4\u3002<\/p>\n<\/p>\n<h4>27. \u4f60\u5b9e\u9645\u5728\u9879\u76ee\u91cc\u7528\u8fd9\u4e2a\u6846\u67b6\u843d\u5730\u5de5\u4f5c\u6d41\u7f16\u6392\u7684\u65f6\u5019&#xff0c;\u9047\u5230\u8fc7\u6700\u68d8\u624b\u7684\u4e00\u4e2a\u548c\u5b83\u8bbe\u8ba1\u7279\u6027\u76f8\u5173\u7684\u5751\u662f\u4ec0\u4e48&#xff1f;<\/h4>\n<p>\u56de\u7b54&#xff1a;<\/p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u5e94\u8bb2\u81ea\u5df1\u771f\u5b9e\u9047\u5230\u7684\u6545\u969c\u3002\u5982\u679c\u6ca1\u6709\u7ecf\u5386&#xff0c;\u53ef\u4ee5\u660e\u786e\u5c06\u201c\u4e2d\u65ad\u6062\u590d\u5bfc\u81f4\u526f\u4f5c\u7528\u91cd\u590d\u6267\u884c\u201d\u4f5c\u4e3a\u590d\u73b0\u6848\u4f8b&#xff0c;\u8bf4\u660e\u6846\u67b6\u8bed\u4e49\u4e0e\u4fee\u590d\u65b9\u6cd5&#xff0c;\u4e0d\u80fd\u628a\u5047\u8bbe\u5199\u6210\u5b9e\u9645\u751f\u4ea7\u4e8b\u6545\u3002<\/p>\n<p>\u4e00\u4e2a\u5178\u578b\u9677\u9631\u662f&#xff1a;\u8282\u70b9\u5148\u8c03\u7528\u63a5\u53e3\u521b\u5efa\u5de5\u5355&#xff0c;\u518d\u6267\u884c interrupt() \u7b49\u5f85\u5ba1\u6279\u3002\u6062\u590d\u65f6&#xff0c;\u6846\u67b6\u53ef\u80fd\u4ece\u8be5\u8282\u70b9\u5f00\u5934\u91cd\u65b0\u6267\u884c&#xff0c;\u4e4b\u524d\u7684\u521b\u5efa\u52a8\u4f5c\u518d\u6b21\u89e6\u53d1\u3002checkpoint \u80fd\u4fdd\u5b58\u6d41\u7a0b\u8fdb\u5ea6&#xff0c;\u5e76\u4e0d\u81ea\u52a8\u4fdd\u8bc1\u5916\u90e8\u63a5\u53e3\u6070\u597d\u6267\u884c\u4e00\u6b21&#xff1b;\u5728\u526f\u4f5c\u7528\u5b8c\u6210\u3001\u7ed3\u679c\u6301\u4e45\u5316\u4e4b\u524d\u5d29\u6e83&#xff0c;\u540c\u6837\u5b58\u5728\u91cd\u653e\u7a97\u53e3\u3002<\/p>\n<p>\u4fee\u590d\u9996\u5148\u8c03\u6574\u8282\u70b9\u8fb9\u754c&#xff0c;\u628a\u5ba1\u6279\u653e\u5230\u526f\u4f5c\u7528\u4e4b\u524d&#xff1b;\u4e3a\u5199\u64cd\u4f5c\u4f7f\u7528\u6301\u4e45\u5316\u3001\u7a33\u5b9a\u7684\u5e42\u7b49\u952e&#xff0c;\u4f8b\u5982\u4efb\u52a1 ID\u3001\u4e1a\u52a1\u52a8\u4f5c\u53ca\u7ecf\u8fc7\u786e\u8ba4\u7684\u53c2\u6570\u7248\u672c&#xff0c;\u4e0d\u8981\u6bcf\u6b21\u91cd\u8bd5\u90fd\u751f\u6210\u65b0\u968f\u673a\u952e\u3002\u670d\u52a1\u7aef\u901a\u8fc7\u552f\u4e00\u7ea6\u675f\u6216\u5e42\u7b49\u8868\u539f\u5b50\u8bb0\u5f55\u64cd\u4f5c\u4e0e\u7ed3\u679c\u3002\u82e5\u8d85\u65f6\u540e\u4e0d\u77e5\u9053\u662f\u5426\u6210\u529f&#xff0c;\u5e94\u5148\u67e5\u8be2\u4e1a\u52a1\u72b6\u6001&#xff0c;\u4e0d\u76f4\u63a5\u91cd\u53d1\u3002<\/p>\n<p>\u9700\u8981\u8de8\u7cfb\u7edf\u53ef\u9760\u6295\u9012\u65f6&#xff0c;\u53ef\u91c7\u7528\u4e8b\u52a1 outbox\u3001\u72b6\u6001\u5bf9\u8d26\u6216\u8865\u507f\u4e8b\u52a1&#xff0c;\u4f46\u4ecd\u8981\u8bf4\u660e\u5404\u81ea\u7684\u4e00\u81f4\u6027\u8303\u56f4\u3002\u5c06\u526f\u4f5c\u7528\u5c01\u88c5\u4e3a\u6846\u67b6\u652f\u6301\u7684\u6301\u4e45\u5316 task \u80fd\u51cf\u5c11\u90e8\u5206\u91cd\u653e&#xff0c;\u4e0d\u80fd\u66ff\u4ee3\u5916\u90e8\u7cfb\u7edf\u81ea\u8eab\u7684\u5e42\u7b49\u4fdd\u969c\u3002<\/p>\n<p>\u9a8c\u8bc1\u65f6\u4e3b\u52a8\u6ce8\u5165\u6545\u969c&#xff1a;\u521b\u5efa\u6210\u529f\u540e\u4f46 checkpoint \u524d\u5d29\u6e83\u3001\u91cd\u590d\u63d0\u4ea4\u6062\u590d\u3001\u5ba1\u6279\u53d6\u6d88\u3001\u8d85\u65f6\u4f46\u670d\u52a1\u7aef\u5df2\u6210\u529f\u3002\u786e\u8ba4\u53ea\u4ea7\u751f\u4e00\u4e2a\u4e1a\u52a1\u7ed3\u679c&#xff0c;\u6062\u590d\u80fd\u8fd4\u56de\u65e2\u6709\u7ed3\u679c&#xff0c;\u5931\u8d25\u6709\u53ef\u89e3\u91ca\u72b6\u6001\u3002\u53e6\u4e00\u4e2a\u8981\u6392\u67e5\u7684\u5751\u662f\u5e76\u884c\u5206\u652f\u5168\u91cf\u8fd4\u56de\u65e7 state \u5bfc\u81f4\u5b57\u6bb5\u51b2\u7a81&#xff0c;\u89e3\u51b3\u65b9\u5f0f\u662f\u5c40\u90e8\u66f4\u65b0\u4e0e\u660e\u786e reducer&#xff0c;\u800c\u4e0d\u662f\u52a0\u4e00\u6b21\u65e0\u754c\u91cd\u8bd5\u3002<\/p>\n<p>\u8fd9\u7c7b\u590d\u76d8\u7684\u6838\u5fc3\u7ed3\u8bba\u662f&#xff1a;\u6d41\u7a0b\u6062\u590d\u3001\u72b6\u6001\u6301\u4e45\u5316\u4e0e\u4e1a\u52a1\u6070\u597d\u4e00\u6b21\u662f\u4e0d\u540c\u95ee\u9898&#xff0c;\u53ef\u9760\u7cfb\u7edf\u5fc5\u987b\u5206\u522b\u5efa\u7acb\u4fdd\u8bc1\u3002<\/p>\n<p>\u628a\u6062\u590d\u8fc7\u7a0b\u843d\u5230\u53ef\u67e5\u8be2\u7684\u4e1a\u52a1\u72b6\u6001\u3002 \u4e00\u6761\u5199\u64cd\u4f5c\u53ef\u4ee5\u7ecf\u5386 PENDING_APPROVAL \u2192 APPROVED \u2192 RUNNING \u2192 SUCCEEDED \/ FAILED \/ UNKNOWN\u3002UNKNOWN \u8868\u793a\u7f51\u7edc\u8d85\u65f6\u7b49\u539f\u56e0\u5bfc\u81f4\u5ba2\u6237\u7aef\u4e0d\u77e5\u9053\u7ed3\u679c&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u7b49\u540c\u5931\u8d25\u3002\u4ee5\u7a33\u5b9a\u5e42\u7b49\u952e\u67e5\u8be2\u670d\u52a1\u7aef&#xff1b;\u5df2\u5b8c\u6210\u5219\u8fd4\u56de\u65e2\u6709\u7ed3\u679c&#xff0c;\u5c1a\u672a\u5b8c\u6210\u518d\u6309\u534f\u8bae\u91cd\u8bd5\u3002\u540c\u4e00\u952e\u643a\u5e26\u4e0d\u540c\u53c2\u6570\u5fc5\u987b\u62d2\u7edd&#xff0c;\u6216\u7ecf\u8fc7\u91cd\u65b0\u5ba1\u6279\u540e\u751f\u6210\u65b0\u7684\u4e1a\u52a1\u7248\u672c&#xff0c;\u9632\u6b62\u590d\u7528\u65e7\u6388\u6743\u6267\u884c\u65b0\u52a8\u4f5c\u3002<\/p>\n<p>\u5e42\u7b49\u952e\u53ea\u80fd\u6d88\u9664\u5176\u4e1a\u52a1\u8303\u56f4\u5185\u7684\u91cd\u590d&#xff1a;\u82e5\u521b\u5efa\u5de5\u5355\u6210\u529f\u540e\u8fd8\u8981\u53d1\u901a\u77e5&#xff0c;\u4e24\u9879\u526f\u4f5c\u7528\u4ecd\u9700\u5206\u522b\u5efa\u6a21\u3002\u4e8b\u52a1 outbox \u5c06\u4e1a\u52a1\u66f4\u65b0\u4e0e\u5f85\u53d1\u9001\u4e8b\u4ef6\u5199\u8fdb\u540c\u4e00\u6570\u636e\u5e93\u4e8b\u52a1&#xff0c;\u6d88\u8d39\u7aef\u518d\u53bb\u91cd\u5e76\u5bf9\u8d26&#xff1b;\u5b83\u63d0\u4f9b\u53ef\u6062\u590d\u7684\u4ea4\u4ed8\u57fa\u7840&#xff0c;\u4f46\u4e0d\u610f\u5473\u7740\u6240\u6709\u5916\u90e8\u6e20\u9053\u90fd\u652f\u6301\u5168\u5c40\u6070\u597d\u4e00\u6b21\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260925013330-6ab5cf6a39211.png\" alt=\"Agent\u5ba1\u6279\u6267\u884c\u4e0e\u6062\u590d\u8fb9\u754c\" \/><\/p>\n<p>\u56fe 2&#xff1a;\u6d41\u7a0b\u6301\u4e45\u5316\u4e0e\u4e1a\u52a1\u7ed3\u679c\u662f\u4e24\u5957\u9700\u8981\u8854\u63a5\u7684\u72b6\u6001\u3002\u6062\u590d\u65f6\u5148\u786e\u8ba4\u5df2\u6709\u7ed3\u679c&#xff0c;\u907f\u514d\u91cd\u590d\u526f\u4f5c\u7528\u3002<\/p>\n<h2>\u63a8\u8350\u9605\u8bfb<\/h2>\n<p>Rocky\u4e00\u76f4\u5728\u8fd0\u8425\u6280\u672f\u4ea4\u6d41\u7fa4&#xff08;WeThinkIn-\u6280\u672f\u4ea4\u6d41\u7fa4&#xff09;&#xff0c;\u8fd9\u4e2a\u7fa4\u7684\u521d\u5fc3\u4e3b\u8981\u805a\u7126\u4e8e\u6280\u672f\u8bdd\u9898\u7684\u8ba8\u8bba\u4e0e\u5b66\u4e60&#xff0c;\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u7b97\u6cd5\u3001\u5f00\u53d1\u3001\u7ade\u8d5b\u3001\u79d1\u7814\u4ee5\u53ca\u5de5\u4f5c\u6c42\u804c\u7b49\u3002\u7fa4\u91cc\u6709\u5f88\u591a\u4eba\u5de5\u667a\u80fd\u884c\u4e1a\u7684\u5927\u725b&#xff0c;\u6b22\u8fce\u5927\u5bb6\u5165\u7fa4\u4e00\u8d77\u5b66\u4e60\u4ea4\u6d41&#xff5e;&#xff08;\u8bf7\u6dfb\u52a0\u5c0f\u52a9\u624b\u5fae\u4fe1Jarvis8866&#xff0c;\u62c9\u4f60\u8fdb\u7fa4&#xff5e;&#xff09;<\/p>\n<h4>1. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790AI Agent&#xff08;AI\u667a\u80fd\u4f53&#xff09;\u7684\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>2025\u5e74\u53ef\u4ee5\u8bf4\u662fAI Agent\u5168\u9762\u843d\u5730\u5e94\u7528\u7684\u5143\u5e74&#xff0c;\u56e0\u6b64Rocky\u5728\u6301\u7eed\u64b0\u5199\u5bf9AI Agent\u7684\u5168\u7ef4\u5ea6\u89e3\u6790\u6587\u7ae0&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790AI Agent&#xff08;AI\u667a\u80fd\u4f53&#xff09;\u7684\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>2. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790\u6269\u6563\u6a21\u578bDDPM\u3001DDIM\u3001Score-Based\u3001SDE\u3001LDM\u3001Classifier\/Classifier-Free Guidance\u3001Rectified Flow\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>Rocky\u5bf9\u6269\u6563\u6a21\u578b\u7684\u672c\u8d28\u539f\u7406\u4e0e\u548c\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6\u8fdb\u884c\u4e86\u5168\u9762\u7cfb\u7edf\u7684\u6df1\u5165\u6d45\u51fa\u5206\u6790\u8bb2\u89e3&#xff0c;\u540c\u65f6\u4e0d\u65ad\u8ddf\u8fdb\u8865\u5145\u6269\u6563\u6a21\u578b\u7684\u6700\u65b0\u6280\u672f\u53d1\u5c55&#xff0c;\u5e0c\u671b\u80fd\u7ed9\u5927\u5bb6\u5e26\u6765\u5e2e\u52a9&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790\u6269\u6563\u6a21\u578bDDPM\u3001DDIM\u3001Score-Based\u3001SDE\u3001LDM\u3001Classifier\/Classifier-Free Guidance\u3001Rectified Flow\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>3. \u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790FLUX.2\u3001Seedream&#xff08;\u5373\u68a6&#xff09;\u3001Z-image\u3001GLM-Image\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>Rocky\u5bf9AIGC\u65f6\u4ee3\u201c\u4e2d\u573a\u65f6\u523b\u201d\u4e4b\u540e\u7684\u4e3b\u6d41AIGC\u521b\u4f5c\u5927\u6a21\u578b\u7684\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6\u8fdb\u884c\u4e86\u5168\u9762\u7cfb\u7edf\u7684\u6df1\u5165\u6d45\u51fa\u5206\u6790\u8bb2\u89e3&#xff0c;\u529b\u6c42\u8ba9\u5927\u5bb6\u901a\u4fd7\u6613\u61c2\u7406\u89e3AIGC\u65f6\u4ee3\u7684\u6280\u672f\u6d6a\u6f6e\u7684\u672c\u8d28\u4ef7\u503c&#xff1a;<\/p>\n<p>\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790FLUX.2\u3001Seedream&#xff08;\u5373\u68a6&#xff09;\u3001Z-image\u3001GLM-Image\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>4. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790FLUX.1 Kontext\u548cFLUX.1 Krea\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>Rocky\u5bf9FLUX.1 Kontext\u548cFLUX.1 Krea\u7684\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6\u4f5c\u4e86\u5168\u9762\u7cfb\u7edf\u7684\u68b3\u7406\u4e0e\u89e3\u6790&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790FLUX.1 Kontext\u548cFLUX.1 Krea\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>5. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790DeepSeek\u7cfb\u5217\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>Rocky\u5bf9DeepSeek\u7cfb\u5217\u6a21\u578b\u7684\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6\u4f5c\u4e86\u5168\u9762\u7cfb\u7edf\u7684\u68b3\u7406\u4e0e\u89e3\u6790&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790DeepSeek\u7cfb\u5217\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>6. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790Stable Diffusion 3&#xff08;SD 3&#xff09;\u548cFLUX.1\u7cfb\u5217\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>Rocky\u5bf9Stable Diffusion 3\u548cFLUX.1\u7684\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6\u4f5c\u4e86\u5168\u9762\u7cfb\u7edf\u7684\u68b3\u7406\u4e0e\u89e3\u6790&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790Stable Diffusion 3&#xff08;SD 3&#xff09;\u548cFLUX.1\u7cfb\u5217\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>7. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790Stable Diffusion XL&#xff08;SDXL&#xff09;\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>Rocky\u5bf9Stable Diffusion XL\u7684\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6\u4f5c\u4e86\u5168\u9762\u7cfb\u7edf\u7684\u68b3\u7406\u4e0e\u89e3\u6790&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790Stable Diffusion XL&#xff08;SDXL&#xff09;\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>8. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790Stable Diffusion&#xff08;SD&#xff09;\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>Rocky\u5bf9Stable Diffusion 1.x-2.x\u7cfb\u5217\u6a21\u578b\u7684\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6\u505a\u4e86\u5168\u9762\u7cfb\u7edf\u7684\u68b3\u7406\u4e0e\u89e3\u6790&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790Stable Diffusion&#xff08;SD&#xff09;\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>9. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790Stable Diffusion\u4e2dU-Net\u7684\u524d\u4e16\u4eca\u751f\u4e0e\u6838\u5fc3\u77e5\u8bc6<\/h4>\n<p>Rocky\u5bf9Stable Diffusion\u4e2d\u6700\u4e3a\u5173\u952e\u7684U-Net\u7ed3\u6784\u8fdb\u884c\u4e86\u6df1\u5165\u6d45\u51fa\u7684\u5168\u9762\u89e3\u6790&#xff0c;\u5305\u62ec\u5176\u5728\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u4ef7\u503c\u548c\u5728AIGC\u4e2d\u7684\u4ef7\u503c&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790Stable Diffusion\u4e2dU-Net\u7684\u524d\u4e16\u4eca\u751f\u4e0e\u6838\u5fc3\u77e5\u8bc6<\/p>\n<h4>10. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790LoRA&#xff08;Low-Rank Adaptation&#xff09;\u6a21\u578b\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>\u5bf9\u4e8eAIGC\u65f6\u4ee3\u4e2d\u7684\u201cResNet\u201d\u2014\u2014LoRA\u6a21\u578b&#xff0c;Rocky\u8fdb\u884c\u4e86\u6df1\u5165\u6d45\u51fa\u7684\u5168\u9762\u8bb2\u89e3&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790LoRA&#xff08;Low-Rank Adaptation&#xff09;\u6a21\u578b\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>11. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790ControlNet\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>AIGC\u56fe\u50cf\u521b\u4f5c\u5f00\u6e90\u793e\u533a\u5df2\u7ecf\u5f62\u6210\u4ee5Stable Difffusion\/FLUX\u4e3a\u6838\u5fc3&#xff0c;ConrtolNet\u548cLoRA\u4f5c\u4e3a\u9996\u8981AI\u8f85\u52a9\u5de5\u5177\u7684\u53d8\u5316\u4e07\u5343\u7684AIGC\u56fe\u50cf\u521b\u4f5c\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>ControlNet\u6b63\u662f\u8ba9AI\u56fe\u50cf\u521b\u4f5c\u793e\u533a\u65e0\u6bd4\u7e41\u8363\u7684\u5173\u952e\u4e00\u73af&#xff0c;\u5b83\u8ba9AIGC\u56fe\u50cf\u521b\u4f5c\u8fc7\u7a0b\u66f4\u52a0\u7684\u53ef\u63a7&#xff0c;\u66f4\u6709\u52a9\u4e8e\u5e7f\u6cdb\u5730\u5c06AIGC\u7b97\u6cd5\u89e3\u51b3\u65b9\u6848\u5e94\u7528\u5230\u5404\u884c\u5404\u4e1a\u4e2d&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790ControlNet\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>12. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790Sora\u3001Seedance\u3001keling\u7b49AI\u89c6\u9891\u5927\u6a21\u578b\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>AI\u7ed8\u753b\u548cAI\u89c6\u9891\u662f\u4e24\u4e2a\u4e92\u76f8\u4fc3\u8fdb\u3001\u76f8\u4e92\u4ea4\u878d\u7684\u9886\u57df&#xff0c;2024\u5e74\u65e0\u7591\u662fAI\u89c6\u9891\u9886\u57df\u7684\u7206\u53d1\u4e4b\u5e74&#xff0c;Rocky\u5bf9AI\u89c6\u9891\u9886\u57df\u6838\u5fc3\u7684Sora\u3001Seedance\u3001Keling\u7b49\u5927\u6a21\u578b\u8fdb\u884c\u4e86\u5168\u9762\u7cfb\u7edf\u7684\u68b3\u7406\u4e0e\u89e3\u6790&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790Sora\u3001Seedance\u3001keling\u7b49AI\u89c6\u9891\u5927\u6a21\u578b\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>13. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790AIGC\u65f6\u4ee3Transformer\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/h4>\n<p>\u5728AIGC\u65f6\u4ee3\u4e2d&#xff0c;Transformer\u4e3aAI\u884c\u4e1a\u5e26\u6765\u4e86\u6df1\u523b\u7684\u53d8\u9769\u3002Transformer\u67b6\u6784\u6b63\u5728\u4e00\u6b65\u4e00\u6b65\u91cd\u6784\u6240\u6709\u7684AI\u6280\u672f\u65b9\u5411&#xff0c;\u6210\u4e3aAI\u6280\u672f\u67b6\u6784\u5927\u4e00\u7edf\u4e0e\u591a\u6a21\u6001\u6574\u5408\u7684\u5173\u952e\u6838\u5fc3\u57fa\u5ea7&#xff0c;\u5927\u6709\u4e00\u7edf\u201cAI\u6c5f\u6e56\u201d\u4e4b\u52bf\u3002Rocky\u4e5f\u5bf9Transformer\u6a21\u578b\u8fdb\u884c\u6301\u7eed\u7684\u6df1\u5165\u6d45\u51fa\u68b3\u7406\u4e0e\u89e3\u6790&#xff1a;<\/p>\n<p>\u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790AIGC\u65f6\u4ee3Transformer\u6838\u5fc3\u57fa\u7840\u77e5\u8bc6<\/p>\n<h4>14. \u6df1\u5165\u6d45\u51fa\u5b8c\u6574\u89e3\u6790ComfyUI\u3001Diffusers\u3001Stable Diffusion 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