{"id":21264,"date":"2024-07-19T10:45:26","date_gmt":"2024-07-19T02:45:26","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=21264"},"modified":"2024-07-19T10:45:26","modified_gmt":"2024-07-19T02:45:26","slug":"%e4%b8%87%e5%ad%97-ai-%e5%b9%b2%e8%b4%a7%e5%8f%8a%e6%84%9f%e6%82%9f%e5%88%86%e4%ba%ab","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/07\/19\/21264\/","title":{"rendered":"\u4e07\u5b57 AI \u5e72\u8d27\u53ca\u611f\u609f\u5206\u4eab"},"content":{"rendered":"<div><\/div>\n<div><img data-dominant-color=\"7c8f90\" data-has-transparency=\"false\" style=\"--dominant-color: #7c8f90;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21266\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/b7181e77962b2259e9d276e242825c47611484-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/b7181e77962b2259e9d276e242825c47611484-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/b7181e77962b2259e9d276e242825c47611484-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div class=\"article-desc\">\u6700\u8fd1\u4e00\u76f4\u5728\u7814\u7a76 AI Agent \u5728\u96f6\u4ee3\u7801\u5e73\u53f0\u4e2d\u7684\u5e94\u7528, \u7279\u5730\u7814\u7a76\u5e76\u603b\u7ed3\u4e86\u4e00\u4efdAI\u5b66\u4e60\u7684\u5e72\u8d27, \u65b9\u4fbf\u5927\u5bb6\u5feb\u901f\u7406\u89e3LLM, \u5e76\u719f\u6089\u4e3b\u6d41\u7684AI\u5927\u6a21\u578b\u6846\u67b6, \u4ee5\u53ca\u5982\u4f55\u57fa\u4e8eAI, \u6765\u6539\u5584\u6211\u4eec\u4f20\u7edf\u7684\u5de5\u4f5c\u6a21\u5f0f.<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u55e8, \u5927\u5bb6\u597d, \u6211\u662f\u5f90\u5c0f\u5915.<\/p>\n<p>\u4e4b\u524d\u4e00\u76f4\u5728\u793e\u533a\u5206\u4eab\u96f6\u4ee3\u7801&amp;\u4f4e\u4ee3\u7801\u7684\u6280\u672f\u5b9e\u8df5\uff0c\u4e5f\u9646\u9646\u7eed\u7eed\u8bbe\u8ba1\u5e76\u5f00\u53d1\u4e86\u591a\u6b3e\u53ef\u89c6\u5316\u642d\u5efa\u4ea7\u54c1\uff0c\u6bd4\u5982\uff1a<\/p>\n<ul data-id=\"ua73dd4b-hFj4eHSF\">\n<li data-id=\"ld70c578-5iL0XYbf\">H5-Dooring\uff08\u9875\u9762\u53ef\u89c6\u5316\u642d\u5efa\u5e73\u53f0\uff09<\/li>\n<li data-id=\"ld70c578-YJ47cZMY\">V6.Dooring\uff08\u53ef\u89c6\u5316\u5927\u5c4f\u642d\u5efa\u5e73\u53f0\uff09<\/li>\n<li data-id=\"ld70c578-VJCU2nYd\">\u6a59\u5b506\u8bd5\u5377\uff08\u8868\u5355\u642d\u5efa\u5f15\u64ce\uff09<\/li>\n<li data-id=\"ld70c578-AdEChonH\">Nocode\/WEP \u6587\u6863\u77e5\u8bc6\u5f15\u64ce<\/li>\n<\/ul>\n<p>\u6700\u8fd1\u4e00\u76f4\u5728\u7814\u7a76\u00a0AI Agent\u00a0\u5728\u96f6\u4ee3\u7801\u5e73\u53f0\u4e2d\u7684\u5e94\u7528, \u7279\u5730\u7814\u7a76\u5e76\u603b\u7ed3\u4e86\u4e00\u4efdAI\u5b66\u4e60\u7684\u5e72\u8d27, \u65b9\u4fbf\u5927\u5bb6\u5feb\u901f\u7406\u89e3LLM,\u00a0\u5e76\u719f\u6089\u4e3b\u6d41\u7684AI\u5927\u6a21\u578b\u6846\u67b6, \u4ee5\u53ca\u5982\u4f55\u57fa\u4e8eAI, \u6765\u6539\u5584\u6211\u4eec\u4f20\u7edf\u7684\u5de5\u4f5c\u6a21\u5f0f.<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202407\/19\/4718c0d64aadec99294752bcbddd0a1ae2345f.png\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u4e0a\u9762\u662f\u672c\u6587\u7684\u6838\u5fc3\u5927\u7eb2, \u63a5\u4e0b\u6765\u5f00\u59cb\u6211\u7684\u5206\u4eab\u548c\u603b\u7ed3\u3002<\/p>\n<h2>LLM\u4ecb\u7ecd<\/h2>\n<h3>1. LLM\u6982\u5ff5<\/h3>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Model\uff09\u00a0\uff1a\u901a\u5e38\u662f\u5177\u6709\u5927\u89c4\u6a21\u53c2\u6570\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6a21\u578b\uff0c\u4f8b\u5982 OpenAI \u7684 GPT-3 \u6a21\u578b\u3002\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u5927\u91cf\u7684\u6570\u636e\u548c\u53c2\u6570\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u751f\u6210\u4eba\u7c7b\u7c7b\u4f3c\u7684\u6587\u672c\u6216\u56de\u7b54\u81ea\u7136\u8bed\u8a00\u7684\u95ee\u9898\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u6587\u672c\u751f\u6210\u548c\u667a\u80fd\u5bf9\u8bdd\u7b49\u9886\u57df\u6709\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<h3>2. \u5927\u6a21\u578b\u5206\u7c7b<\/h3>\n<p>\u6309\u7167\u8f93\u5165\u6570\u636e\u7c7b\u578b\u7684\u4e0d\u540c\uff0c\u5927\u6a21\u578b\u4e3b\u8981\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u4e09\u5927\u7c7b\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202407\/19\/0764c6904c2b765a1db182c81b96f10fec3ada.png\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u8bed\u8a00\u5927\u6a21\u578b\uff08NLP\uff09\uff1a\u00a0\u662f\u6307\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08Natural Language Processing\uff0cNLP\uff09\u9886\u57df\u4e2d\u7684\u4e00\u7c7b\u5927\u6a21\u578b\uff0c\u901a\u5e38\u7528\u4e8e\u5904\u7406\u6587\u672c\u6570\u636e\u548c\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u3002\u8fd9\u7c7b\u5927\u6a21\u578b\u7684\u4e3b\u8981\u7279\u70b9\u662f\u5b83\u4eec\u5728\u5927\u89c4\u6a21\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u4ee5\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u7684\u5404\u79cd\u8bed\u6cd5\u3001\u8bed\u4e49\u548c\u8bed\u5883\u89c4\u5219\u3002\u4f8b\u5982\uff1aGPT \u7cfb\u5217\uff08OpenAI\uff09\u3002<\/p>\n<p>\u89c6\u89c9\u5927\u6a21\u578b\uff08CV\uff09:\u00a0\u662f\u6307\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\uff08Computer Vision\uff0cCV\uff09\u9886\u57df\u4e2d\u4f7f\u7528\u7684\u5927\u6a21\u578b\uff0c\u901a\u5e38\u7528\u4e8e\u56fe\u50cf\u5904\u7406\u548c\u5206\u6790\u3002\u8fd9\u7c7b\u6a21\u578b\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u56fe\u50cf\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5404\u79cd\u89c6\u89c9\u4efb\u52a1, \u6bd4\u5982\u56fe\u50cf\u5206\u7c7b,\u00a0\u4eba\u8138\u8bc6\u522b,\u00a0\u76ee\u6807\u68c0\u6d4b\u3002<\/p>\n<p>\u591a\u6a21\u6001\u5927\u6a21\u578b\uff1a\u00a0\u662f\u6307\u80fd\u591f\u5904\u7406\u591a\u79cd\u4e0d\u540c\u7c7b\u578b\u6570\u636e\u7684\u5927\u6a21\u578b\uff0c\u4f8b\u5982\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u6a21\u6001\u6570\u636e\u3002\u8fd9\u7c7b\u6a21\u578b\u7ed3\u5408\u4e86 NLP \u548c CV \u7684\u80fd\u529b\uff0c\u4ee5\u5b9e\u73b0\u5bf9\u591a\u6a21\u6001\u4fe1\u606f\u7684\u7efc\u5408\u7406\u89e3\u548c\u5206\u6790\uff0c\u4ece\u800c\u80fd\u591f\u66f4\u5168\u9762\u5730\u7406\u89e3\u548c\u5904\u7406\u590d\u6742\u7684\u6570\u636e\u3002\u4f8b\u5982\uff1aDingoDB \u591a\u6a21\u5411\u91cf\u6570\u636e\u5e93\uff08\u4e5d\u7ae0\u4e91\u6781 DataCanvas\uff09\u3001DALL-E(OpenAI)\u3001\u609f\u7a7a\u753b\u753b\uff08\u534e\u4e3a\uff09\u3001midjourney\u3002<\/p>\n<h3>3.\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5de5\u4f5c\u673a\u5236<\/h3>\n<p><img data-dominant-color=\"e9e3de\" data-has-transparency=\"true\" style=\"--dominant-color: #e9e3de;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-21267\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/92113bd03b4ca18dfcb921636b63991ef8837a.png\" width=\"1080\" height=\"827\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/92113bd03b4ca18dfcb921636b63991ef8837a.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/92113bd03b4ca18dfcb921636b63991ef8837a-300x230.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/92113bd03b4ca18dfcb921636b63991ef8837a-1024x784.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/92113bd03b4ca18dfcb921636b63991ef8837a-150x115.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/92113bd03b4ca18dfcb921636b63991ef8837a-768x588.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u6700\u77e5\u540d\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u67b6\u6784\u57fa\u672c\u90fd\u662fTransformer\u67b6\u6784\u3002\u5178\u578b\u7684Transformer\u6a21\u578b\u5728\u5904\u7406\u8f93\u5165\u6570\u636e\u65f6\u6709\u56db\u4e2a\u4e3b\u8981\u6b65\u9aa4\uff1a<\/p>\n<p>1. \u8bcd\u5d4c\u5165:\u00a0\u6a21\u578b\u8fdb\u884c\u8bcd\u5d4c\u5165\uff0c\u5c06\u5355\u8bcd\u8f6c\u6362\u4e3a\u9ad8\u7ef4\u5411\u91cf\u8868\u793a\u3002\u7136\u540e\uff0c\u6570\u636e\u901a\u8fc7\u591a\u4e2aTransformer\u5c42\u8fdb\u884c\u4f20\u9012\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u7406\u89e3\u5355\u8bcd\u7684\u542b\u4e49\uff0c\u5e76\u57fa\u4e8e\u6b64\u8fdb\u884c\u9884\u6d4b\u3002<\/p>\n<p>2.\u4f4d\u7f6e\u7f16\u7801\uff08Positional Encoding\uff09:\u00a0\u4f4d\u7f6e\u7f16\u7801\u662f\u5e2e\u52a9\u6a21\u578b\u786e\u5b9a\u5355\u8bcd\u5728\u5e8f\u5217\u4e2d\u7684\u4f4d\u7f6e\u7684\u6280\u672f\u3002\u4f4d\u7f6e\u7f16\u7801\u4e3b\u8981\u7528\u4e8e\u8ddf\u8e2a\u5355\u8bcd\u7684\u987a\u5e8f\u3002\u4f8b\u5982\uff0c\u5f53\u5c06\u53e5\u5b50\u201d\u6211\u559c\u6b22\u732b\u201d\u8f93\u5165\u5230\u6a21\u578b\u65f6\uff0c\u4f4d\u7f6e\u7f16\u7801\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u533a\u5206\u201d\u6211\u201d\u662f\u5728\u53e5\u5b50\u7684\u5f00\u5934\uff0c\u800c\u201d\u732b\u201d\u662f\u5728\u53e5\u5b50\u7684\u7ed3\u5c3e\u3002\u8fd9\u5bf9\u4e8e\u6a21\u578b\u7406\u89e3\u4e0a\u4e0b\u6587\u548c\u751f\u6210\u8fde\u8d2f\u7684\u8f93\u51fa\u975e\u5e38\u91cd\u8981\u3002<\/p>\n<p>3.\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Self-Attention Mechanism\uff09\u00a0:\u00a0\u81ea\u6ce8\u610f\u529b\u673a\u5236\u662fTransformer\u6a21\u578b\u7684\u6838\u5fc3\u7ec4\u6210\u90e8\u5206\u3002\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u751f\u6210\u8f93\u51fa\u65f6\uff0c\u6709\u6548\u5730\u5728\u8f93\u5165\u5e8f\u5217\u7684\u4e0d\u540c\u4f4d\u7f6e\u8fdb\u884c\u4ea4\u4e92\u548c\u5173\u6ce8\u3002\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u5173\u952e\u601d\u60f3\u662f\u8ba1\u7b97\u8f93\u5165\u5e8f\u5217\u4e2d\u6bcf\u4e2a\u5355\u8bcd\u4e4b\u95f4\u7684\u76f8\u5173\u6027\uff0c\u5e76\u5c06\u8fd9\u4e9b\u76f8\u5173\u6027\u7528\u4e8e\u6743\u8861\u6a21\u578b\u5728\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u5173\u6ce8\u7a0b\u5ea6\u3002<\/p>\n<p>4. \u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff08Feed-forward Neural Network\uff09:\u00a0\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5bf9\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u8868\u793a\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u5904\u7406\u3002\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u662f\u7531\u591a\u4e2a\u5168\u8fde\u63a5\u5c42\u7ec4\u6210\u7684\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5c42\u90fd\u6709\u4e00\u7ec4\u53c2\u6570\uff0c\u7528\u4e8e\u5c06\u8f93\u5165\u8fdb\u884c\u975e\u7ebf\u6027\u53d8\u6362\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u5728\u751f\u6210\u8f93\u51fa\u65f6\u5f15\u5165\u66f4\u591a\u7684\u590d\u6742\u6027\u548c\u7075\u6d3b\u6027\u3002<\/p>\n<h2>\u4e8c.LangChain\u539f\u7406\u548c\u5e94\u7528\u6848\u4f8b<\/h2>\n<p>Langchain\u00a0\u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u5b83\u5141\u8bb8\u5f00\u53d1\u4eba\u5458\u5c06\u7c7b\u4f3c GPT-4 \u8fd9\u6837\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e0e\u5916\u90e8\u7684\u8ba1\u7b97\u548c\u6570\u636e\u6e90\u7ed3\u5408\u8d77\u6765, \u7528\u4e8e\u63d0\u5347\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u529f\u80fd\u3002<\/p>\n<p><img data-dominant-color=\"1c1e1d\" data-has-transparency=\"false\" style=\"--dominant-color: #1c1e1d;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21268\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/47e63d9912a1d9e607c04730c1a6a4c0c41129.png\" width=\"1080\" height=\"480\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/47e63d9912a1d9e607c04730c1a6a4c0c41129.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/47e63d9912a1d9e607c04730c1a6a4c0c41129-300x133.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/47e63d9912a1d9e607c04730c1a6a4c0c41129-1024x455.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/47e63d9912a1d9e607c04730c1a6a4c0c41129-150x67.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/47e63d9912a1d9e607c04730c1a6a4c0c41129-768x341.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u5b83\u63d0\u4f9b\u4e86 Python \u548c TypeScript\u7684\u8f6f\u4ef6\u5305\u3002<\/p>\n<p>Langchain\u00a0\u901a\u8fc7\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u5b9e\u73b0\u589e\u5f3a\uff1a<\/p>\n<ul data-id=\"ua73dd4b-ZJcXkILU\">\n<li data-id=\"ld70c578-3cqZeeCp\">Compents\u201c\u7ec4\u4ef6\u201d:\u00a0\u4e3aLLMs\u63d0\u4f9b\u63a5\u53e3\u5c01\u88c5\u3001\u6a21\u677f\u63d0\u793a\u548c\u4fe1\u606f\u68c0\u7d22\u7d22\u5f15\uff1b<\/li>\n<li data-id=\"ld70c578-SfEiVAEo\">Chains\u201c\u94fe\u201d:\u00a0\u5b83\u5c06\u4e0d\u540c\u7684\u7ec4\u4ef6\u7ec4\u5408\u8d77\u6765\u89e3\u51b3\u7279\u5b9a\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u5728\u5927\u91cf\u6587\u672c\u4e2d\u67e5\u627e\u4fe1\u606f\uff1b<\/li>\n<li data-id=\"ld70c578-Lea4jHrs\">Agents\u201c\u4ee3\u7406\u201d:\u00a0\u5b83\u4eec\u4f7f\u5f97LLMs\u80fd\u591f\u4e0e\u5916\u90e8\u73af\u5883\u8fdb\u884c\u4ea4\u4e92\uff0c\u4f8b\u5982\u901a\u8fc7\uff1b<\/li>\n<\/ul>\n<p>Langchain \u7684\u8fd9\u79cd\u7ed3\u6784\u8bbe\u8ba1\u4f7fLLMs\u4e0d\u4ec5\u80fd\u591f\u5904\u7406\u6587\u672c\uff0c\u8fd8\u80fd\u591f\u5728\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u73af\u5883\u4e2d\u8fdb\u884c\u64cd\u4f5c\u548c\u54cd\u5e94\uff0c\u5927\u5927\u6269\u5c55\u4e86\u5b83\u4eec\u7684\u5e94\u7528\u8303\u56f4\u548c\u6709\u6548\u6027\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202407\/19\/43081e354dc85bb58f942175de6942f266bbaa.png\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u6709\u70b9\u7c7b\u4f3cjava\u7684JDBC, \u4e3a Java \u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u4e86\u4e00\u79cd\u7edf\u4e00\u7684\u65b9\u5f0f\u6765\u8bbf\u95ee\u4e0d\u540c\u6570\u636e\u5e93\uff0c\u4f7f\u5f97\u5728\u4e0d\u540c\u6570\u636e\u5e93\u4e4b\u95f4\u5207\u6362\u66f4\u52a0\u65b9\u4fbf\u3002<\/p>\n<h3>1.LangChain\u7684\u5de5\u4f5c\u6d41\u7a0b<\/h3>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202407\/19\/e15d0ff28029d0ace8c706fc4350b748a98142.png\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"oce3d02a-XU4V82g9\">\n<li data-id=\"ld70c578-5UsMb0is\">\u63d0\u95ee\uff1a\u7528\u6237\u63d0\u51fa\u95ee\u9898\uff1b<\/li>\n<li data-id=\"ld70c578-PQ2aHd6L\">\u5411\u8bed\u8a00\u6a21\u578b\u67e5\u8be2\uff1a\u95ee\u9898\u88ab\u8f6c\u6362\u6210\u5411\u91cf\u8868\u793a\uff0c\u7528\u4e8e\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u8fdb\u884c\u76f8\u4f3c\u6027\u641c\u7d22\uff1b<\/li>\n<li data-id=\"ld70c578-ENCTMO8t\">\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\uff1a\u4ece\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\u5757\uff1b<\/li>\n<li data-id=\"ld70c578-ArViCALp\">\u8f93\u5165\u7ed9\u8bed\u8a00\u6a21\u578b\uff1a\u5c06\u76f8\u5173\u4fe1\u606f\u8f93\u5165\u7ed9\u8bed\u8a00\u6a21\u578b\uff1b<\/li>\n<li data-id=\"ld70c578-abLHBja7\">\u751f\u6210\u7b54\u6848\u6216\u6267\u884c\u64cd\u4f5c\uff1a\u8bed\u8a00\u6a21\u578b\u7ed3\u5408\u521d\u59cb\u95ee\u9898\u548c\u76f8\u5173\u4fe1\u606f\uff0c\u63d0\u4f9b\u7b54\u6848\u6216\u6267\u884c\u76f8\u5e94\u64cd\u4f5c\u3002<\/li>\n<\/ol>\n<h3>2. \u5e94\u7528\u573a\u666f<\/h3>\n<p>LangChain \u7684\u5e94\u7528\u573a\u666f\u5341\u5206\u5e7f\u6cdb\uff0c\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u5e94\u7528\u573a\u666f\u548c\u6848\u4f8b\uff1a<\/p>\n<ol class=\"list-paddingleft-2\" data-id=\"oa24d436-DkEMcID5\">\n<li data-id=\"ld70c578-qIc5gsFR\">\u6587\u672c\u603b\u7ed3\uff1a\u53ef\u4ee5\u5bf9\u957f\u7bc7\u6587\u7ae0\u3001\u4e66\u7c4d\u3001\u62a5\u544a\u7b49\u6587\u672c\u8fdb\u884c\u603b\u7ed3\uff0c\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff0c\u4f8b\u5982\u5bf9\u65b0\u95fb\u6587\u7ae0\u8fdb\u884c\u6458\u8981\uff0c\u5e2e\u52a9\u8bfb\u8005\u5feb\u901f\u4e86\u89e3\u4e3b\u8981\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-5BCXyp27\">\u6587\u6863\u95ee\u7b54\uff1a\u57fa\u4e8e\u6587\u6863\u5185\u5bb9\u8fdb\u884c\u95ee\u7b54\uff0c\u4f8b\u5982\u9488\u5bf9\u4ea7\u54c1\u624b\u518c\u3001\u6280\u672f\u6587\u6863\u7b49\uff0c\u7528\u6237\u63d0\u51fa\u95ee\u9898\uff0c\u7cfb\u7edf\u6839\u636e\u6587\u6863\u4e2d\u7684\u4fe1\u606f\u7ed9\u51fa\u51c6\u786e\u56de\u7b54\u3002<\/li>\n<li data-id=\"ld70c578-Vh1rlIQ9\">\u4fe1\u606f\u62bd\u53d6\uff1a\u4ece\u5927\u91cf\u6587\u672c\u4e2d\u62bd\u53d6\u7ed3\u6784\u5316\u7684\u4fe1\u606f\uff0c\u5982\u4ece\u7b80\u5386\u4e2d\u63d0\u53d6\u59d3\u540d\u3001\u8054\u7cfb\u65b9\u5f0f\u3001\u5de5\u4f5c\u7ecf\u5386\u7b49\u5173\u952e\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-WDaKv2g7\">\u804a\u5929\u673a\u5668\u4eba\uff1a\u6784\u5efa\u5177\u5907\u8bb0\u5fc6\u80fd\u529b\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u80fd\u591f\u4e0e\u7528\u6237\u8fdb\u884c\u591a\u8f6e\u5bf9\u8bdd\uff0c\u5e76\u8bb0\u4f4f\u4e4b\u524d\u7684\u5bf9\u8bdd\u5185\u5bb9\uff0c\u63d0\u4f9b\u66f4\u4e2a\u6027\u5316\u7684\u670d\u52a1\u3002\u4f8b\u5982\u5728\u7ebf\u5ba2\u670d\u673a\u5668\u4eba\uff0c\u80fd\u591f\u7406\u89e3\u7528\u6237\u7684\u95ee\u9898\u5e76\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li data-id=\"ld70c578-dohdN49F\">\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\uff1a\u5e94\u7528\u4e8e\u667a\u80fd\u5ba2\u670d\u3001\u667a\u80fd\u52a9\u624b\u7b49\uff0c\u56de\u7b54\u5404\u79cd\u95ee\u9898\uff0c\u63d0\u4f9b\u76f8\u5173\u7684\u77e5\u8bc6\u548c\u4fe1\u606f\u3002<\/li>\n<li data-id=\"ld70c578-i6OLVfTJ\">\u4ee3\u7801\u7406\u89e3\u4e0e\u5206\u6790\uff1a\u5206\u6790\u4ee3\u7801\uff0c\u5e76\u4ece\u4ee3\u7801\u4e2d\u83b7\u53d6\u903b\u8f91\uff0c\u540c\u65f6\u4e5f\u652f\u6301\u4ee3\u7801\u76f8\u5173\u7684\u95ee\u7b54\u3002<\/li>\n<li data-id=\"ld70c578-JqdSXigU\">\u8bed\u8a00\u7ffb\u8bd1\uff1a\u867d\u7136 LangChain \u672c\u8eab\u4e0d\u76f4\u63a5\u8fdb\u884c\u8bed\u8a00\u7ffb\u8bd1\uff0c\u4f46\u53ef\u4ee5\u4e0e\u5176\u4ed6\u7ffb\u8bd1\u5de5\u5177\u6216\u6a21\u578b\u7ed3\u5408\uff0c\u5b9e\u73b0\u7ffb\u8bd1\u529f\u80fd\u3002<\/li>\n<li data-id=\"ld70c578-8tiw09iP\">\u6570\u636e\u5e93\u4ea4\u4e92\uff1a\u4ece\u6570\u636e\u5e93\u6216\u7c7b\u6570\u636e\u5e93\u5185\u5bb9\u4e2d\u62bd\u53d6\u6570\u636e\u4fe1\u606f\uff0c\u5b9e\u73b0\u5bf9\u6570\u636e\u5e93\u7684\u67e5\u8be2\u548c\u64cd\u4f5c\u3002<\/li>\n<li data-id=\"ld70c578-3tEXMoqn\">\u5185\u5bb9\u751f\u6210\uff1a\u751f\u6210\u6587\u7ae0\u3001\u6545\u4e8b\u3001\u8bd7\u6b4c\u7b49\u5404\u79cd\u6587\u672c\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-LTS3KNBq\">API \u4ea4\u4e92\uff1a\u901a\u8fc7\u5bf9 API \u6587\u6863\u7684\u9605\u8bfb\u548c\u7406\u89e3\uff0c\u5411\u771f\u5b9e\u4e16\u754c\u7684 API \u53d1\u9001\u8bf7\u6c42\u5e76\u83b7\u53d6\u6570\u636e\uff0c\u4f8b\u5982\u8c03\u7528\u5929\u6c14\u9884\u62a5 API \u6765\u83b7\u53d6\u5929\u6c14\u4fe1\u606f\u5e76\u56de\u7b54\u7528\u6237\u7684\u76f8\u5173\u95ee\u9898\u3002<\/li>\n<\/ol>\n<h2>\u4e09. AI Agents \u539f\u7406\u548c\u5e94\u7528\u6848\u4f8b<\/h2>\n<p>AI Agents\uff08\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff09\u7684\u539f\u7406\u662f\u901a\u8fc7\u611f\u77e5\u73af\u5883\u3001\u8fdb\u884c\u51b3\u7b56\u548c\u6267\u884c\u52a8\u4f5c\u6765\u5b9e\u73b0\u7279\u5b9a\u76ee\u6807\u3002\u5b83\u901a\u5e38\u5305\u542b\u89c4\u5212\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u548c\u884c\u52a8\u7b49\u5173\u952e\u6a21\u5757\uff0c\u5176\u5de5\u4f5c\u6d41\u7a0b\u5927\u81f4\u5982\u4e0b\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"oce3d02a-ZNniSUjW\">\n<li data-id=\"ld70c578-SLRSXECK\">\u76ee\u6807\u521d\u59cb\u5316\uff1a\u4e3a AI Agents \u8bbe\u5b9a\u6e05\u6670\u7684\u76ee\u6807\uff0c\u5b83\u4eec\u5229\u7528\u6838\u5fc3\u8bed\u8a00\u6a21\u578b\uff08\u5982 GPT-3.5 \u6216 GPT-4\uff09\u6765\u7406\u89e3\u8fd9\u4e9b\u76ee\u6807\uff0c\u5e76\u542f\u52a8\u76f8\u5e94\u7684\u884c\u52a8\u8ba1\u5212\uff1b<\/li>\n<li data-id=\"ld70c578-dR32jlQC\">\u4efb\u52a1\u5217\u8868\u521b\u5efa\uff1a\u6839\u636e\u8bbe\u5b9a\u7684\u76ee\u6807\u751f\u6210\u4e00\u7cfb\u5217\u4efb\u52a1\uff0c\u786e\u5b9a\u4efb\u52a1\u7684\u4f18\u5148\u7ea7\u3001\u89c4\u5212\u6267\u884c\u987a\u5e8f\uff0c\u5e76\u4e3a\u53ef\u80fd\u7684\u610f\u5916\u60c5\u51b5\u505a\u597d\u51c6\u5907\uff1b<\/li>\n<li data-id=\"ld70c578-dcNTdwuS\">\u4fe1\u606f\u6536\u96c6\uff1a\u6536\u96c6\u76f8\u5173\u4fe1\u606f\uff0c\u8fd9\u53ef\u80fd\u5305\u62ec\u641c\u7d22\u4e92\u8054\u7f51\u3001\u8bbf\u95ee\u6570\u636e\u5e93\u6216\u4e0e\u5176\u4ed6 AI \u6a21\u578b\u4ea4\u4e92\u7b49\uff0c\u4ee5\u6267\u884c\u7279\u5b9a\u4efb\u52a1\uff1b<\/li>\n<li data-id=\"ld70c578-jRhUsEB6\">\u6570\u636e\u7ba1\u7406\u548c\u7b56\u7565\u7ec6\u5316\uff1a\u4e0d\u65ad\u7ba1\u7406\u548c\u5206\u6790\u6536\u96c6\u5230\u7684\u6570\u636e\uff0c\u6839\u636e\u6570\u636e\u548c\u76ee\u6807\u8c03\u6574\u7b56\u7565\uff1b<\/li>\n<li data-id=\"ld70c578-HJovYctI\">\u6267\u884c\u4efb\u52a1\uff1a\u57fa\u4e8e\u89c4\u5212\u548c\u8bb0\u5fc6\u6765\u6267\u884c\u5177\u4f53\u7684\u884c\u52a8\uff0c\u8fd9\u53ef\u80fd\u5305\u62ec\u4e0e\u5916\u90e8\u4e16\u754c\u4e92\u52a8\uff0c\u6216\u901a\u8fc7\u5de5\u5177\u7684\u8c03\u7528\u6765\u5b8c\u6210\u4e00\u4e2a\u52a8\u4f5c\uff1b<\/li>\n<li data-id=\"ld70c578-L9vBJRqN\">\u5b66\u4e60\u548c\u4f18\u5316\uff1a\u4ece\u6bcf\u6b21\u4ea4\u4e92\u548c\u4efb\u52a1\u6267\u884c\u4e2d\u5b66\u4e60\uff0c\u4e0d\u65ad\u4f18\u5316\u81ea\u8eab\u7684\u6027\u80fd\u548c\u7b56\u7565\uff0c\u4ee5\u66f4\u597d\u5730\u9002\u5e94\u65b0\u60c5\u51b5\u548c\u5b9e\u73b0\u76ee\u6807\u3002<\/li>\n<\/ol>\n<p>\u5927\u767d\u8bdd\u6765\u8bf4\u5c31\u662f\u4e00\u79cd\u80fd\u81ea\u4e3b\u5b9e\u73b0\u76ee\u6807\u7684\u201c\u4e2a\u4f53\u201d. \u7c7b\u4f3c\u5982\u4e0b\u6d41\u7a0b:<\/p>\n<p><img data-dominant-color=\"f4f4f4\" data-has-transparency=\"false\" style=\"--dominant-color: #f4f4f4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21269\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/52073291649c5969d218831005fa2fad73d10c.png\" width=\"1080\" height=\"393\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/52073291649c5969d218831005fa2fad73d10c.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/52073291649c5969d218831005fa2fad73d10c-300x109.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/52073291649c5969d218831005fa2fad73d10c-1024x373.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/52073291649c5969d218831005fa2fad73d10c-150x55.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/52073291649c5969d218831005fa2fad73d10c-768x279.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u6211\u4eec\u5c06\u573a\u666f\u62bd\u8c61\u6210\u6a21\u578b, \u5927\u81f4\u957f\u4e0b\u9762\u8fd9\u4e2a\u6837\u5b50:<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202407\/19\/d854c6226fd0064214d695156f9ac3a39de0ce.png\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<h3>1. \u5f00\u53d1\u4e00\u4e2aAI Agent\u7684\u6b65\u9aa4<\/h3>\n<ul class=\"list-paddingleft-1\" data-id=\"ue24c1c5-7U6LAgHe\">\n<li data-id=\"ld70c578-5455BxD5\">\u786e\u5b9a\u76ee\u6807\u548c\u529f\u80fd\uff1a\u660e\u786e\u4f60\u5e0c\u671b AI Agent \u5b9e\u73b0\u7684\u5177\u4f53\u76ee\u6807\u548c\u5177\u5907\u7684\u529f\u80fd\u3002<\/li>\n<li data-id=\"ld70c578-GvL4KF26\">\u9009\u62e9\u5408\u9002\u7684\u6280\u672f\u548c\u6846\u67b6\uff1a\u6839\u636e\u9700\u6c42\u9009\u62e9\u9002\u5408\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u5982\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7b49\u3002<\/li>\n<li data-id=\"ld70c578-5OROa1ss\">\u6570\u636e\u6536\u96c6\u548c\u51c6\u5907\uff1a\u6536\u96c6\u548c\u6574\u7406\u4e0e\u76ee\u6807\u76f8\u5173\u7684\u6570\u636e\uff0c\u8fdb\u884c\u6e05\u6d17\u548c\u9884\u5904\u7406\u3002<\/li>\n<li data-id=\"ld70c578-0cCagutb\">\u6a21\u578b\u8bad\u7ec3\uff1a\u4f7f\u7528\u6536\u96c6\u7684\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u8c03\u6574\u53c2\u6570\u4ee5\u4f18\u5316\u6027\u80fd\u3002<\/li>\n<li data-id=\"ld70c578-km2vO65S\">\u6a21\u578b\u8bc4\u4f30\u548c\u4f18\u5316\uff1a\u5bf9\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\uff0c\u6839\u636e\u7ed3\u679c\u8fdb\u884c\u4f18\u5316\u548c\u6539\u8fdb\u3002<\/li>\n<li data-id=\"ld70c578-vbIWSk8o\">\u96c6\u6210\u548c\u90e8\u7f72\uff1a\u5c06\u6a21\u578b\u4e0e\u76f8\u5173\u7cfb\u7edf\u96c6\u6210\uff0c\u5e76\u8fdb\u884c\u90e8\u7f72\u548c\u6d4b\u8bd5\u3002<\/li>\n<\/ul>\n<p>\u4f7f\u7528\u901a\u4e49\u5343\u95ee\u5b9e\u73b0AI Agent\u7684\u6848\u4f8b:<\/p>\n<p>\u8981\u4f7f\u7528\u901a\u4e49\u5343\u95ee\u5b9e\u73b0\u4e00\u4e2a AI Agent\uff0c\u6211\u4eec\u53ef\u4ee5\u53c2\u8003\u4e0b\u9762\u7684\u6b65\u9aa4\uff1a<\/p>\n<ul class=\"list-paddingleft-1\" data-id=\"ue24c1c5-652d7OUE\">\n<li data-id=\"ld70c578-CsYIPSoT\">\u5b89\u88c5\u6240\u9700\u7684\u5e93\uff1a\u4f7f\u7528 pip \u5b89\u88c5qwen-agent\u547d\u4ee4\u4e3apip install -u qwen-agent<\/li>\n<li data-id=\"ld70c578-0fZUezux\">\u51c6\u5907\u6a21\u578b\u670d\u52a1\uff1a\u4f60\u53ef\u4ee5\u9009\u62e9\u4f7f\u7528\u963f\u91cc\u4e91\u7684 Dashscope \u63d0\u4f9b\u7684\u6a21\u578b\u670d\u52a1\uff0c\u6216\u8005\u81ea\u884c\u90e8\u7f72\u548c\u4f7f\u7528\u5f00\u6e90\u7684\u901a\u4e49\u5343\u95ee\u6a21\u578b\u670d\u52a1\u3002\u5982\u679c\u4f7f\u7528 Dashscope\uff0c\u9700\u786e\u4fdd\u8bbe\u7f6e\u4e86\u73af\u5883\u53d8\u91cf<\/li>\n<li data-id=\"ld70c578-skb0ztqv\">\u5f00\u53d1\u81ea\u5df1\u7684 agent\uff1a\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff0c\u521b\u5efa\u4e00\u4e2a\u80fd\u591f\u8bfb\u53d6 PDF \u6587\u4ef6\u548c\u5229\u7528\u5de5\u5177\u7684\u4ee3\u7406\u3002<\/li>\n<\/ul>\n<p>\u9996\u5148\uff0c\u6dfb\u52a0\u4e00\u4e2a\u81ea\u5b9a\u4e49\u5de5\u5177\uff0c\u4f8b\u5982\u56fe\u7247\u751f\u6210\u5de5\u5177\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> urllib<span class=\"token punctuation\">.<\/span>parse  \r\n<span class=\"token keyword\">import<\/span> json5  \r\n<span class=\"token keyword\">from<\/span> qwen_agent<span class=\"token punctuation\">.<\/span>tools<span class=\"token punctuation\">.<\/span>base <span class=\"token keyword\">import<\/span> basetool<span class=\"token punctuation\">,<\/span> register_tool  \r\n  \r\n<span class=\"token variable\">@register_tool<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">'my_image_gen'<\/span><span class=\"token punctuation\">)<\/span>  \r\nclass myimagegen<span class=\"token punctuation\">(<\/span>basetool<span class=\"token punctuation\">)<\/span>:  \r\n    description <span class=\"token operator\">=<\/span> <span class=\"token string\">'aipainting(image generation) service, input text description, and return the image url drawn based on text information.'<\/span>  \r\n    parameters <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">(<\/span>{  \r\n        <span class=\"token string\">'name'<\/span>: <span class=\"token string\">'prompt'<\/span><span class=\"token punctuation\">,<\/span>  \r\n        <span class=\"token string\">'type'<\/span>:<span class=\"token string\">'string'<\/span><span class=\"token punctuation\">,<\/span>  \r\n        <span class=\"token string\">'description'<\/span>: <span class=\"token string\">'detailed description of the desired image content, in english'<\/span><span class=\"token punctuation\">,<\/span>  \r\n       <span class=\"token string\">'equired'<\/span>: <span class=\"token boolean\">True<\/span>  \r\n    }<span class=\"token punctuation\">)<\/span>  \r\n  \r\n    def <span class=\"token keyword\">call<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> params: str<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">*<\/span><span class=\"token operator\">*<\/span>kwargs<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> str:  \r\n        prompt <span class=\"token operator\">=<\/span> json5<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>params<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">'prompt'<\/span><span class=\"token punctuation\">)<\/span>  \r\n        prompt <span class=\"token operator\">=<\/span> urllib<span class=\"token punctuation\">.<\/span>parse<span class=\"token punctuation\">.<\/span>quote<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span>  \r\n        <span class=\"token keyword\">return<\/span> json5<span class=\"token punctuation\">.<\/span>dumps<span class=\"token punctuation\">(<\/span>  \r\n            {<span class=\"token string\">'image_url'<\/span>: f<span class=\"token string\">'https:\/\/image.pollinations.ai\/prompt\/{prompt}'<\/span>}<span class=\"token punctuation\">,<\/span>  \r\n            ensure_ascii<span class=\"token operator\">=<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7136\u540e\uff0c\u914d\u7f6e\u4f7f\u7528\u7684 LLM \u6a21\u578b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">llm_cfg <span class=\"token operator\">=<\/span> {  \r\n   <span class=\"token string\">'odel'<\/span>: <span class=\"token string\">'qwen-max'<\/span><span class=\"token punctuation\">,<\/span>  \r\n   <span class=\"token string\">'odel_server'<\/span>: <span class=\"token string\">'dashscope'<\/span><span class=\"token punctuation\">,<\/span>  \r\n   <span class=\"token comment\">#'api_key': 'your_dashscope_api_key',  # \u53ef\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8bbe\u7f6e\u6216\u4f7f\u7528\u73af\u5883\u53d8\u91cf  <\/span>\r\n   <span class=\"token comment\"># \u53ef\u9009\u7684\u751f\u6210\u914d\u7f6e\uff0c\u7528\u4e8e\u8c03\u6574\u751f\u6210\u53c2\u6570  <\/span>\r\n   <span class=\"token string\">'generate_cfg'<\/span>: {  \r\n        <span class=\"token string\">'top_p'<\/span>: <span class=\"token number\">0.8<\/span>  \r\n    }  \r\n}<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u63a5\u4e0b\u6765\uff0c\u521b\u5efa agent\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> qwen_agent<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> assistant  \r\n  \r\nsystem_instruction <span class=\"token operator\">=<\/span> <span class=\"token string\">'''you are a helpful assistant.  \r\nafter receiving the user'<\/span>s request<span class=\"token punctuation\">,<\/span> you should:  \r\n<span class=\"token operator\">-<\/span><span class=\"token keyword\">first<\/span> draw an image <span class=\"token operator\">and<\/span> obtain the image url<span class=\"token punctuation\">,<\/span>  \r\n<span class=\"token operator\">-<\/span><span class=\"token keyword\">then<\/span> run code <span class=\"token identifier\"><span class=\"token punctuation\">`<\/span>request.get(image_url)<span class=\"token punctuation\">`<\/span><\/span> <span class=\"token keyword\">to<\/span> download the image<span class=\"token punctuation\">,<\/span>  \r\n<span class=\"token operator\">-<\/span><span class=\"token operator\">and<\/span> finally <span class=\"token keyword\">select<\/span> an image operation <span class=\"token keyword\">from<\/span> the given document <span class=\"token keyword\">to<\/span> process the image<span class=\"token punctuation\">.<\/span>  \r\nplease <span class=\"token keyword\">show<\/span> the image <span class=\"token keyword\">using<\/span> <span class=\"token identifier\"><span class=\"token punctuation\">`<\/span>plt.show()<span class=\"token punctuation\">`<\/span><\/span><span class=\"token punctuation\">.<\/span><span class=\"token string\">'''  \r\n  \r\ntools = ('<\/span>my_image_gen'<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u8fd9\u91cc\u6dfb\u52a0\u4f60\u9700\u8981\u7684\u5de5\u5177  <\/span>\r\n  \r\nagent <span class=\"token operator\">=<\/span> assistant<span class=\"token punctuation\">(<\/span>system_instructinotallow<span class=\"token operator\">=<\/span>system_instruction<span class=\"token punctuation\">,<\/span> tools<span class=\"token operator\">=<\/span>tools<span class=\"token punctuation\">,<\/span> llm_cfg<span class=\"token operator\">=<\/span>llm_cfg<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6700\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u4ee5\u804a\u5929\u673a\u5668\u4eba\u7684\u5f62\u5f0f\u8fd0\u884c\u8fd9\u4e2a\u52a9\u7406\uff0c\u4e0e\u5b83\u8fdb\u884c\u4ea4\u4e92\u5e76\u6267\u884c\u76f8\u5173\u4efb\u52a1\u3002\u8bf7\u6ce8\u610f\uff0c\u8fd9\u53ea\u662f\u4e00\u4e2a\u57fa\u672c\u7684\u793a\u4f8b\uff0c\u5b9e\u9645\u5f00\u53d1\u4e2d\u53ef\u80fd\u9700\u8981\u6839\u636e\u5177\u4f53\u9700\u6c42\u8fdb\u4e00\u6b65\u6269\u5c55\u548c\u5b9a\u5236 agent \u7684\u529f\u80fd\uff0c\u5305\u62ec\u6dfb\u52a0\u66f4\u591a\u5de5\u5177\u3001\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\u3001\u4f18\u5316\u4ea4\u4e92\u65b9\u5f0f\u7b49\u3002<\/p>\n<h2>\u56db.Rag\u539f\u7406\u548c\u5e94\u7528\u6848\u4f8b<\/h2>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202407\/19\/17bb1a711f115a08ce7852ffd2b52fa9aee2bf.png\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<h4>\u4e3a\u4ec0\u4e48\u8981\u7528RAG\u6280\u672f?<\/h4>\n<p>RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u4e3b\u8981\u89e3\u51b3\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u4ee5\u4e0b\u51e0\u4e2a\u95ee\u9898\uff1a<\/p>\n<ul class=\"list-paddingleft-1\" data-id=\"ue24c1c5-5megDkKb\">\n<li data-id=\"ld70c578-e3GJKPbu\">\u5e7b\u89c9\u95ee\u9898\uff1aLLM \u56e0\u4e3a\u662f\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5f53\u7528\u6237\u63d0\u51fa\u7684\u95ee\u9898\u4e0e\u5176\u77e5\u8bc6\u50a8\u5907\u4e0d\u76f8\u7b26\u65f6\uff0c\u53ef\u80fd\u4f1a\u4ea7\u751f\u770b\u4f3c\u6b63\u786e\u5b9e\u5219\u9519\u8bef\u7684\u56de\u7b54\uff0c\u5373\u51fa\u73b0\u201c\u5e7b\u89c9\u201d\u3002RAG \u901a\u8fc7\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u4e3a LLM \u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u4f9d\u636e\uff0c\u4ece\u800c\u51cf\u5c11\u5e7b\u89c9\u7684\u4ea7\u751f\u3002<\/li>\n<li data-id=\"ld70c578-KUtkUp9a\">\u6570\u636e\u65b0\u9c9c\u5ea6\u95ee\u9898\uff1aLLM \u9884\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u4e0d\u80fd\u611f\u77e5\u5b9e\u65f6\u66f4\u65b0\u7684\u6570\u636e\u3002RAG \u53ef\u4ee5\u5c06\u5b9e\u65f6\u66f4\u65b0\u7684\u516c\u57df\u6570\u636e\u6216\u4f01\u4e1a\u5185\u90e8\u79c1\u57df\u6570\u636e\u8fdb\u884c\u5904\u7406\u540e\uff0c\u63d0\u4f9b\u7ed9 LLM\uff0c\u4f7f\u5176\u80fd\u591f\u751f\u6210\u57fa\u4e8e\u6700\u65b0\u4fe1\u606f\u7684\u56de\u7b54\u3002<\/li>\n<li data-id=\"ld70c578-PrnAMBpt\">\u77e5\u8bc6\u5c40\u9650\u6027\u95ee\u9898\uff1aLLM \u53ef\u80fd\u5728\u67d0\u4e9b\u5c0f\u4f17\u9886\u57df\u7684\u77e5\u8bc6\u4e0d\u8db3\u3002RAG \u80fd\u901a\u8fc7\u5411\u91cf\u5339\u914d\uff0c\u5e2e\u52a9\u627e\u5230\u4e0e\u63d0\u95ee\u6700\u76f8\u5173\u7684\u6bb5\u843d\u6216\u6587\u7ae0\uff0c\u8865\u5145 LLM \u7f3a\u4e4f\u7684\u77e5\u8bc6\u3002<\/li>\n<li data-id=\"ld70c578-sJDdnL3g\">\u9690\u79c1\u4fdd\u62a4\u95ee\u9898\uff1a\u4f01\u4e1a\u53ef\u80fd\u51fa\u4e8e\u5b89\u5168\u8003\u8651\uff0c\u4e0d\u60f3\u8ba9 LLM \u8bad\u7ec3\u81ea\u5bb6\u7684\u654f\u611f\u6570\u636e\u6216\u673a\u5bc6\u6587\u6863\u3002RAG \u53ef\u4ee5\u5728\u4e0d\u66b4\u9732\u654f\u611f\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u4ece\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u4e3a LLM \u63d0\u4f9b\u56de\u7b54\u6240\u9700\u7684\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<p>RAG\u662f\u4e00\u79cd\u4f7f\u7528\u6765\u81ea\u79c1\u6709\u6216\u4e13\u6709\u6570\u636e\u6e90\u7684\u4fe1\u606f\u6765\u8f85\u52a9\u6587\u672c\u751f\u6210\u7684\u6280\u672f\u3002\u5b83\u5c06\u68c0\u7d22\u6a21\u578b\uff08\u7528\u4e8e\u641c\u7d22\u5927\u578b\u6570\u636e\u96c6\u6216\u77e5\u8bc6\u5e93\uff09\u548c\u751f\u6210\u6a21\u578b\uff08\u5982\u5927\u578b\u8bed\u8a00\u6a21\u578b LLM\uff09\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u901a\u8fc7\u4ece\u66f4\u591a\u6570\u636e\u6e90\u6dfb\u52a0\u80cc\u666f\u4fe1\u606f\uff0c\u4ee5\u53ca\u901a\u8fc7\u8bad\u7ec3\u6765\u8865\u5145 LLM \u7684\u539f\u59cb\u77e5\u8bc6\u5e93\uff0c\u4ece\u800c\u63d0\u9ad8\u641c\u7d22\u4f53\u9a8c\u7684\u76f8\u5173\u6027\uff0c\u6539\u5584\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u4e14\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n<p>RAG \u7684\u5de5\u4f5c\u539f\u7406\u5982\u4e0b\uff1a<\/p>\n<ul class=\"list-paddingleft-1\" data-id=\"ue24c1c5-1VMecU01\">\n<li data-id=\"ld70c578-c69qKERE\">\u68c0\u7d22\uff1a\u5c06\u7528\u6237\u7684\u67e5\u8be2\u901a\u8fc7\u5d4c\u5165\u6a21\u578b\u8f6c\u5316\u4e3a\u5411\u91cf\uff0c\u4e0e\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u7684\u5176\u4ed6\u4e0a\u4e0b\u6587\u4fe1\u606f\u8fdb\u884c\u6bd4\u5bf9\uff0c\u901a\u8fc7\u76f8\u4f3c\u6027\u641c\u7d22\u627e\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u6700\u5339\u914d\u7684\u524d k \u4e2a\u6570\u636e\u3002<\/li>\n<li data-id=\"ld70c578-bKJWwZY9\">\u589e\u5f3a\uff1a\u5c06\u7528\u6237\u7684\u67e5\u8be2\u548c\u68c0\u7d22\u5230\u7684\u989d\u5916\u4fe1\u606f\u4e00\u8d77\u5d4c\u5165\u5230\u9884\u8bbe\u7684\u63d0\u793a\u6a21\u677f\u4e2d\uff0c\u63d0\u4f9b\u66f4\u4e30\u5bcc\u3001\u66f4\u5177\u4e0a\u4e0b\u6587\u7684\u4fe1\u606f\uff0c\u4ee5\u4fbf\u4e8e\u540e\u7eed\u7684\u751f\u6210\u8fc7\u7a0b\u3002<\/li>\n<li data-id=\"ld70c578-B0KQdkaU\">\u751f\u6210\uff1a\u5c06\u7ecf\u8fc7\u68c0\u7d22\u589e\u5f3a\u7684\u63d0\u793a\u5185\u5bb9\u8f93\u5165\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e2d\uff0c\u751f\u6210\u6240\u9700\u7684\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<p>\u4e3e\u4e00\u4e2aRAG \u7684\u4e00\u4e2a\u5e94\u7528\u6848\u4f8b\uff1a\u5047\u8bbe\u8981\u6784\u5efa\u4e00\u4e2a\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\uff0c\u80fd\u591f\u56de\u7b54\u5173\u4e8e\u4ea7\u54c1\u7684\u5404\u79cd\u95ee\u9898\u3002\u9996\u5148\uff0c\u6536\u96c6\u4ea7\u54c1\u76f8\u5173\u7684\u6587\u6863\u3001\u5e38\u89c1\u95ee\u9898\u89e3\u7b54\u7b49\u6570\u636e\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u5904\u7406\u548c\u5411\u91cf\u5316\u540e\u5b58\u5165\u5411\u91cf\u6570\u636e\u5e93\u3002\u5f53\u7528\u6237\u63d0\u51fa\u95ee\u9898\u65f6\uff0c\u7cfb\u7edf\u901a\u8fc7\u68c0\u7d22\u6a21\u5757\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u67e5\u627e\u76f8\u5173\u4fe1\u606f\uff0c\u7136\u540e\u5c06\u67e5\u8be2\u548c\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4e00\u8d77\u8f93\u5165\u5230\u63d0\u793a\u6a21\u677f\u4e2d\u8fdb\u884c\u589e\u5f3a\u3002\u6700\u540e\uff0c\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6839\u636e\u589e\u5f3a\u540e\u7684\u63d0\u793a\u751f\u6210\u51c6\u786e\u4e14\u7b26\u5408\u8bed\u5883\u7684\u56de\u7b54\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u7528\u6237\u8be2\u95ee\u201c\u67d0\u4ea7\u54c1\u7684\u6700\u65b0\u529f\u80fd\u6709\u54ea\u4e9b\u201d\uff0cRAG \u7cfb\u7edf\u4f1a\u4ece\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u5230\u8be5\u4ea7\u54c1\u7684\u6700\u65b0\u4fe1\u606f\uff0c\u5c06\u5176\u4e0e\u95ee\u9898\u4e00\u8d77\u63d0\u4f9b\u7ed9 LLM\uff0c\u4f7f\u5f97 LLM \u751f\u6210\u7684\u56de\u7b54\u5305\u542b\u6700\u65b0\u7684\u3001\u51c6\u786e\u7684\u4ea7\u54c1\u529f\u80fd\u63cf\u8ff0\uff0c\u800c\u4e0d\u4ec5\u4ec5\u4f9d\u8d56\u4e8e\u5176\u9884\u5148\u8bad\u7ec3\u7684\u77e5\u8bc6\u3002<\/p>\n<p>\u5b8c\u6574\u7684RAG\u5de5\u4f5c\u6d41\u7a0b\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5:<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202407\/19\/e62411958035f2422f40258d7b2585d79ba28d.png\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>RAG \u7684\u4f18\u70b9\u5305\u62ec\u63d0\u9ad8\u7b54\u6848\u51c6\u786e\u6027\u3001\u51cf\u5c11\u5e7b\u89c9\u3001\u80fd\u591f\u8bc6\u522b\u6700\u65b0\u4fe1\u606f\u4ee5\u4fdd\u6301\u56de\u7b54\u7684\u53ca\u65f6\u6027\u548c\u51c6\u786e\u6027\u3001\u9ad8\u5ea6\u900f\u660e\u4ece\u800c\u589e\u5f3a\u7528\u6237\u5bf9\u8f93\u51fa\u7ed3\u679c\u7684\u4fe1\u4efb\u3001\u53ef\u5b9a\u5236\u5316\u4ee5\u652f\u6301\u4e0d\u540c\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4ee5\u53ca\u5728\u5b89\u5168\u6027\u548c\u9690\u79c1\u7ba1\u7406\u65b9\u9762\u6709\u8f83\u597d\u7684\u63a7\u5236\u3001\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u65f6\u5177\u6709\u66f4\u597d\u7684\u6269\u5c55\u6027\u548c\u7ecf\u6d4e\u6548\u7387\u3001\u63d0\u4f9b\u66f4\u503c\u5f97\u4fe1\u8d56\u7684\u7ed3\u679c\u7b49\u3002<\/p>\n<p>\u7136\u800c\uff0cRAG \u7cfb\u7edf\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u4e5f\u9762\u4e34\u4e00\u4e9b\u6311\u6218\uff0c\u4f8b\u5982\u68c0\u7d22\u8d28\u91cf\u65b9\u9762\u53ef\u80fd\u5b58\u5728\u7cbe\u5ea6\u95ee\u9898\uff08\u00a0\u68c0\u7d22\u7ed3\u679c\u4e0d\u5b8c\u5168\u76f8\u5173\uff09\u3001\u4f4e\u53ec\u56de\u7387\u95ee\u9898\uff08\u672a\u80fd\u68c0\u7d22\u5230\u6240\u6709\u76f8\u5173\u6587\u6863\u5757\uff09\u3001\u8fc7\u65f6\u4fe1\u606f\u95ee\u9898\uff1b\u56de\u5e94\u751f\u6210\u8d28\u91cf\u65b9\u9762\u53ef\u80fd\u51fa\u73b0\u9519\u8bef\u4fe1\u606f\u3001\u56de\u7b54\u4e0d\u76f8\u5173\u6027\u3001\u6709\u5bb3\u6216\u504f\u89c1\u6027\u56de\u5e94\u7b49\uff1b\u5728\u589e\u5f3a\u8fc7\u7a0b\u4e2d\u9762\u4e34\u4e0a\u4e0b\u6587\u878d\u5408\u3001\u5904\u7406\u5197\u4f59\u548c\u91cd\u590d\u3001\u8bc4\u4f30\u6587\u6bb5\u4ef7\u503c\u3001\u4fdd\u6301\u8f93\u51fa\u4e00\u81f4\u6027\u3001\u907f\u514d\u8fc7\u5ea6\u4f9d\u8d56\u589e\u5f3a\u4fe1\u606f\u7b49\u95ee\u9898\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\uff0c\u53ef\u80fd\u9700\u8981\u4f18\u5316\u68c0\u7d22\u7b97\u6cd5\u3001\u63d0\u5347\u5d4c\u5165\u6a21\u578b\u7684\u6027\u80fd\u3001\u7cbe\u5fc3\u8bbe\u8ba1\u63d0\u793a\u6a21\u677f\u3001\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u66f4\u65b0\u3001\u5f15\u5165\u4eba\u5de5\u5ba1\u6838\u6216\u53cd\u9988\u673a\u5236\u7b49\u63aa\u65bd\u3002\u540c\u65f6\uff0c\u6839\u636e\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\u548c\u9700\u6c42\uff0c\u9009\u62e9\u5408\u9002\u7684\u68c0\u7d22\u6a21\u578b\u3001LLM\u3001\u5411\u91cf\u6570\u636e\u5e93\u7b49\u7ec4\u4ef6\uff0c\u5e76\u4e0d\u65ad\u8c03\u6574\u548c\u6539\u8fdb\u7cfb\u7edf\u7684\u53c2\u6570\u548c\u914d\u7f6e\uff0c\u4ee5\u63d0\u9ad8 RAG \u7cfb\u7edf\u7684\u6027\u80fd\u548c\u6548\u679c\u3002<\/p>\n<p>\u63a8\u83502\u4e2a\u76f8\u5bf9\u6210\u719f\u7684Rag\u65b9\u6848:<\/p>\n<ul data-id=\"ua73dd4b-lDN5V0Ga\">\n<li data-id=\"ld70c578-3fCuJMwA\">GraphRAG\uff1a\u5fae\u8f6f\u5f00\u6e90\u7684\u4e00\u79cd\u57fa\u4e8e\u56fe\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u65b9\u6cd5\u3002\u5b83\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u5c06\u56fe\u8c31\u805a\u7c7b\u6210\u4e0d\u540c\u7c92\u5ea6\u7ea7\u522b\u7684\u76f8\u5173\u5b9e\u4f53\u793e\u533a\u3002\u5728\u8fdb\u884c RAG \u64cd\u4f5c\u65f6\uff0c\u904d\u5386\u6240\u6709\u793e\u533a\u4ee5\u521b\u5efa\u201c\u793e\u533a\u7b54\u6848\u201d\uff0c\u5e76\u8fdb\u884c\u7f29\u51cf\u5f97\u5230\u6700\u7ec8\u7b54\u6848\u3002\u8be5\u65b9\u6cd5\u5728\u5904\u7406\u79c1\u6709\u6570\u636e\u65f6\u6027\u80fd\u8f83\u597d\uff0c\u5177\u5907\u8de8\u5927\u578b\u6570\u636e\u96c6\u7684\u590d\u6742\u8bed\u4e49\u95ee\u9898\u63a8\u7406\u80fd\u529b\u3002\u5176\u5f00\u6e90\u5730\u5740\u4e3a\uff1ahttps:\/\/github.com\/microsoft\/graphrag<\/li>\n<li data-id=\"ld70c578-cDW2TEBC\">HyKGE\uff1a\u8fd9\u662f\u77e5\u8bc6\u56fe\u8c31\u4e0e\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6280\u672f\u7ed3\u5408\u7684\u4e00\u79cd\u65b9\u6848\u3002\u901a\u8fc7\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u6df1\u5ea6\u8bed\u4e49\u7406\u89e3\u4e0e\u77e5\u8bc6\u751f\u6210\u80fd\u529b\uff0c\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u4e30\u5bcc\u7684\u7ed3\u6784\u5316\u4fe1\u606f\uff0c\u80fd\u591f\u63d0\u9ad8\u533b\u5b66\u4fe1\u606f\u68c0\u7d22\u7684\u6548\u7387\uff0c\u5e76\u786e\u4fdd\u56de\u7b54\u7684\u7cbe\u786e\u5ea6\u3002\u8be5\u6846\u67b6\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u751f\u6210\u5047\u8bbe\u6027\u56de\u7b54\u4ee5\u589e\u5f3a\u56fe\u8c31\u68c0\u7d22\uff0c\u91c7\u7528 HO \u7247\u6bb5\u91cd\u6392\u540d\u673a\u5236\u8fc7\u6ee4\u566a\u58f0\u77e5\u8bc6\uff0c\u5305\u542b\u5047\u8bbe\u8f93\u51fa\u6a21\u5757\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u6a21\u5757\u3001\u77e5\u8bc6\u56fe\u8c31\u68c0\u7d22\u6a21\u5757\u548c HO \u7247\u6bb5\u7c92\u5ea6\u611f\u77e5\u91cd\u6392\u6a21\u5757\u7b49\u7ec4\u4ef6\u3002<\/li>\n<\/ul>\n<h2>\u4e94. AI + \u4f4e\u4ee3\u7801\/\u96f6\u4ee3\u7801\u7684\u601d\u8003<\/h2>\n<p>\u76ee\u524d\u4e3b\u8981\u80fd\u843d\u5730\u7684\u51e0\u4e2a\u65b9\u5411\u4e3b\u8981\u6709:<\/p>\n<ul data-id=\"ua73dd4b-7gpF5Tpg\">\n<li data-id=\"ld70c578-YaMDYc9d\">\u7d20\u6750\u751f\u6210(AIGC), \u6bd4\u5982\u56fe\u6587,\u97f3\u89c6\u9891<\/li>\n<li data-id=\"ld70c578-k5IaaeaH\">\u9875\u9762\u751f\u6210(\u57fa\u4e8e\u8bad\u7ec3\u7684Schema, \u6279\u91cf\u751f\u6210Schema, \u8fdb\u800c\u5b9e\u73b0\u6279\u91cf\u9875\u9762\u6a21\u7248\u751f\u6210)<\/li>\n<li data-id=\"ld70c578-l8bIQnXh\">\u4e1a\u52a1\u6d41\u7a0b\u751f\u6210<\/li>\n<li data-id=\"ld70c578-ZktZ72kn\">\u63a5\u53e3 \/ \u6570\u636e\u5e93\u8868\u81ea\u52a8\u521b\u5efa<\/li>\n<li data-id=\"ld70c578-9IXxUoeB\">\u5e94\u7528\u521b\u5efa<\/li>\n<\/ul>\n<p>\u540e\u7eed\u6211\u4e5f\u4f1a\u51fa\u51e0\u4e2a\u5b9e\u8df5\u6848\u4f8b, \u548c\u5927\u5bb6\u5206\u4eab\u4e00\u4e0b\u5982\u4f55\u8ba9AI\u8d4b\u80fd\u96f6\u4ee3\u7801.<\/p>\n<h2>\u516d. \u524d\u7aef\u6548\u80fd<\/h2>\n<h3>1.\u4e0b\u4e00\u4ee3\u5de5\u4f5c\u6a21\u5f0f\u548c\u7814\u53d1\u601d\u7ef4\u65b9\u5f0f<\/h3>\n<p><img data-dominant-color=\"f8f8f8\" data-has-transparency=\"false\" style=\"--dominant-color: #f8f8f8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21270\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/a535af761e8f06400fd496741a06a60ab54d79.png\" width=\"1080\" height=\"777\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/a535af761e8f06400fd496741a06a60ab54d79.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/a535af761e8f06400fd496741a06a60ab54d79-300x216.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/a535af761e8f06400fd496741a06a60ab54d79-1024x737.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/a535af761e8f06400fd496741a06a60ab54d79-150x108.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/a535af761e8f06400fd496741a06a60ab54d79-768x553.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u4e0a\u9762\u662f\u6211\u603b\u7ed3\u7684\u4e00\u4e9b\u548cAI\u5171\u5b58\u7684\u601d\u8003, \u5927\u5bb6\u53ef\u4ee5\u53c2\u8003\u4e00\u4e0b.<\/p>\n<h3>2.AI\u8f85\u52a9\u5de5\u5177Marscode \u548c \u77e5\u8bc6\u5e93\u521b\u4f5c\u5de5\u5177Nocode\/WEP<\/h3>\n<p><img data-dominant-color=\"202245\" data-has-transparency=\"false\" style=\"--dominant-color: #202245;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21271\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/d7508d8412b689969a14116758b4227db383ff.png\" width=\"1080\" height=\"549\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/d7508d8412b689969a14116758b4227db383ff.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/d7508d8412b689969a14116758b4227db383ff-300x153.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/d7508d8412b689969a14116758b4227db383ff-1024x521.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/d7508d8412b689969a14116758b4227db383ff-150x76.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/d7508d8412b689969a14116758b4227db383ff-768x390.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u6216\u8005\u4f7f\u7528\u6211\u81ea\u7814\u7684\u4e0b\u4e00\u4ee3AI\u6587\u6863\u77e5\u8bc6\u5e93\u5de5\u5177Nocode\/WEP, \u6765\u8f7b\u677e\u5e2e\u5927\u5bb6\u642d\u5efaAI\u77e5\u8bc6\u5e93:<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202407\/19\/3318c5231d82eaad9101310ad1099873e4c1b7.png\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_21264\" class=\"pvc_stats total_only  \" data-element-id=\"21264\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 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id=\"pvc_stats_21264\" class=\"pvc_stats total_only  \" data-element-id=\"21264\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 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