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\u62d3\u5c55\u89c6\u91ce\uff1a\u77e5\u8bc6\u56fe\u8c31\u7d22\u5f15<\/strong><\/p>\n\n

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\u8fd9\u79cd\u65b9\u6cd5\u867d\u7136\u6700\u7ec8\u6ca1\u6709\u6210\u529f\uff0c\u4f46\u5374\u4e3a\u4eba\u5de5\u667a\u80fd\u4e2d\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\u6240\u9762\u4e34\u7684\u6311\u6218\u63d0\u4f9b\u4e86\u91cd\u8981\u542f\u793a\u3002\n\u6570\u636e\u7684\u590d\u6742\u6027\u548c\u5bf9\u7cbe\u786e\u4e0a\u4e0b\u6587\u7684\u9700\u6c42\u610f\u5473\u7740\uff0c\u5373\u4f7f\u662f\u7cbe\u5fc3\u6784\u5efa\u7684\u77e5\u8bc6\u56fe\u8c31\u4e5f\u5f88\u96be\u63d0\u4f9b\u6240\u9700\u7684\u7ed3\u679c\u3002\n\u77e5\u8bc6\u56fe\u8c31\u7d22\u5f15\u7684\u53e6\u4e00\u4e2a\u7f3a\u70b9\u662f\u901f\u5ea6\u6162\u3002\n\u4e0e\u5411\u91cf\u5b58\u50a8\u7d22\u5f15\u76f8\u6bd4\uff0c\u83b7\u53d6\u76f8\u5173\u6587\u6863\u7684\u54cd\u5e94\u65f6\u95f4\u975e\u5e38\u957f\u3002 <\/p>\n\n

\u91cd\u65b0\u8bc4\u4f30\u6570\u636e\u53cc\u5b50\u5ea7<\/strong><\/p>\n\n

\u5728\u7ecf\u5386\u4e86\u51e0\u6b21\u632b\u6298\u4e4b\u540e\uff0c\u6211\u51b3\u5b9a\u5229\u7528\u8c37\u6b4c\u7684\u4eba\u5de5\u667a\u80fdGemini<\/a> \u6765\u53e6\u8f9f\u8e4a\u5f84\u3002\n\u6211\u7684\u60f3\u6cd5\u662f\u4ece JSON-CSV \u6587\u4ef6\u521b\u5efa\u6570\u636e\u96c6\uff0c\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u81ea\u5b9a\u4e49\u6a21\u578b LLM\u3002\n\u6211\u5e0c\u671b\u901a\u8fc7\u4f7f\u7528\u7ed3\u6784\u5316\u6570\u636e\u548c\u5f3a\u5927\u7684\u8bad\u7ec3\u6a21\u578b\uff0c\u53ef\u4ee5\u514b\u670d\u4e00\u4e9b\u56f0\u6270\u4e4b\u524d\u5c1d\u8bd5\u7684\u96be\u9898\u3002 <\/p>\n\n

\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e5f\u9047\u5230\u4e86\u56f0\u96be\u3002\n\u7531\u4e8e\u6570\u636e\u683c\u5f0f\u4e0d\u6b63\u786e\uff0c\u6a21\u578b\u65e0\u6cd5\u5f97\u5230\u6709\u6548\u8bad\u7ec3\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u88ab\u8feb\u4e2d\u6b62\u3002\n\u8fd9\u4e00\u632b\u6298\u51f8\u663e\u4e86\u6570\u636e\u5b8c\u6574\u6027\u5728\u4eba\u5de5\u667a\u80fd\u8bad\u7ec3\u4e2d\u7684\u91cd\u8981\u6027\u3002\n\u5982\u679c\u6ca1\u6709\u683c\u5f0f\u6b63\u786e\u3001\u7ed3\u6784\u5408\u7406\u7684\u6570\u636e\uff0c\u5373\u4f7f\u662f\u6700\u5148\u8fdb\u7684\u6a21\u578b\u4e5f\u53ef\u80fd\u65e0\u6cd5\u8fbe\u5230\u9884\u671f\u6548\u679c\u3002 <\/p>\n\n

\u8fd9\u4e00\u7ecf\u5386\u8ba9\u6211\u5f00\u59cb\u8003\u8651\u4f7f\u7528 BigQuery \u5b58\u50a8 JSON \u6570\u636e\u7684\u6f5c\u529b\uff0c\u4ece\u800c\u4e3a\u7ba1\u7406\u6709\u6548\u8bad\u7ec3 Fabrice AI \u6240\u9700\u7684\u5927\u578b\u6570\u636e\u96c6\u63d0\u4f9b\u4e00\u4e2a\u66f4\u5177\u53ef\u6269\u5c55\u6027\u548c\u53ef\u9760\u6027\u7684\u5e73\u53f0\u3002<\/p>\n\n

\u5f3a\u5f3a\u8054\u5408\uff1a\u4f7f\u7528\u677e\u679c\u8f6f\u4ef6\u5236\u4f5c\u5170\u5f7b\u6069\u6587\u6863<\/strong><\/p>\n\n

\u5c3d\u7ba1\u8fc4\u4eca\u4e3a\u6b62\u9762\u4e34\u7740\u79cd\u79cd\u6311\u6218\uff0c\u4f46\u6211\u51b3\u5fc3\u627e\u5230\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\uff0c\u8ba9 Fabrice AI \u80fd\u591f\u6709\u6548\u5730\u5b58\u50a8\u548c\u68c0\u7d22\u77e5\u8bc6\u3002\n\u8fd9\u79cd\u51b3\u5fc3\u4fc3\u4f7f\u6211\u5c1d\u8bd5\u4f7f\u7528 Langchain \u6587\u6863\u548c Pinecone\u3002\n\u8fd9\u79cd\u65b9\u6cd5\u5305\u62ec\u4f7f\u7528 Langchain \u6587\u6863\u548c OpenAI \u5d4c\u5165\u521b\u5efa\u4e00\u4e2a Pinecone \u5411\u91cf\u5b58\u50a8\uff0c\u7136\u540e\u6839\u636e\u67e5\u8be2\u68c0\u7d22\u6700\u76f8\u4f3c\u7684\u6587\u6863\u3002 <\/p>\n\n

\u8fd9\u79cd\u65b9\u6cd5\u5f88\u6709\u524d\u9014\uff0c\u5c24\u5176\u662f\u5f53\u67e5\u8be2\u5305\u542b\u6587\u6863\u6807\u9898\u65f6\u3002\n\u4f8b\u5982\uff0c\u5f53\u88ab\u95ee\u5230 “\u5e78\u798f\u7684\u5173\u952e\u662f\u4ec0\u4e48\uff1f”\u65f6\uff0c\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u51c6\u786e\u5730\u68c0\u7d22\u548c\u603b\u7ed3\u76f8\u5173\u5185\u5bb9\u3002\n\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4ecd\u7136\u5b58\u5728\u5c40\u9650\u6027\uff0c\u5c24\u5176\u662f\u5f53\u67e5\u8be2\u7f3a\u4e4f\u7279\u5b9a\u7684\u5173\u952e\u8bcd\u6216\u6807\u9898\u65f6\u3002 <\/p>\n\n

\u8fd9\u79cd\u65b9\u6cd5\u5c55\u793a\u4e86\u7ed3\u5408\u4e0d\u540c\u6280\u672f\u63d0\u9ad8\u4eba\u5de5\u667a\u80fd\u6027\u80fd\u7684\u6f5c\u529b\u3002\n\u901a\u8fc7\u5c06 Langchain \u6587\u6863\u4e0e Pinecone \u7684\u77e2\u91cf\u5b58\u50a8\u76f8\u7ed3\u5408\uff0c\u6211\u80fd\u591f\u63d0\u9ad8\u4eba\u5de5\u667a\u80fd\u54cd\u5e94\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\uff0c\u5c3d\u7ba1\u8fd8\u5b58\u5728\u4e00\u4e9b\u5c40\u9650\u6027\u3002 <\/p>\n\n

\u5b9e\u73b0\u4e00\u81f4\u6027\uff1aGPT \u751f\u6210\u5668 OpenAI<\/strong><\/p>\n\n

\u5728\u63a2\u7d22\u4e86\u5404\u79cd\u65b9\u6cd5\u548c\u6280\u672f\u4e4b\u540e\uff0c\u6211\u8f6c\u800c\u4f7f\u7528 Open AI \u7684GPT \u751f\u6210\u5668<\/a>\u6765\u6574\u5408\u548c\u5b8c\u5584 Fabrice AI \u4e2d\u5b58\u50a8\u7684\u77e5\u8bc6\u3002\n\u901a\u8fc7\u5c06\u6240\u6709\u5185\u5bb9\u4e0a\u4f20\u5230 GPT \u77e5\u8bc6\u5e93\u4e2d\uff0c\u6211\u7684\u76ee\u6807\u662f\u521b\u5efa\u4e00\u4e2a\u66f4\u4e00\u81f4\u3001\u66f4\u53ef\u9760\u7684\u5e73\u53f0\uff0c\u7528\u4e8e\u68c0\u7d22\u548c\u4ea4\u4e92\u6211\u7684\u77e5\u8bc6\u3002 <\/p>\n\n

\u8fd9\u79cd\u65b9\u6cd5\u88ab\u8bc1\u660e\u662f\u6700\u6210\u529f\u7684\u65b9\u6cd5\u4e4b\u4e00\uff0c\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u5728\u4e00\u7cfb\u5217\u67e5\u8be2\u4e2d\u63d0\u4f9b\u66f4\u597d\u7684\u7ed3\u679c\u3002\n\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u5c06\u6240\u6709\u77e5\u8bc6\u6574\u5408\u5230\u4e86\u4e00\u4e2a\u5355\u4e00\u7684\u3001\u6709\u51dd\u805a\u529b\u7684\u7cfb\u7edf\u4e2d\uff0c\u4f7f\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u5728\u56de\u7b54\u95ee\u9898\u65f6\u5229\u7528\u6240\u6709\u5e7f\u6cdb\u7684\u5185\u5bb9\u3002 <\/p>\n\n

\u6b63\u5982\u6211\u5728\u4e0a\u4e00\u7bc7\u6587\u7ae0\u4e2d\u63d0\u5230\u7684\uff0c\u6211\u65e0\u6cd5\u8ba9\u5b83\u5728\u6211\u7684\u7f51\u7ad9\u4e0a\u8fd0\u884c\uff0c\u800c\u4e14\u53ea\u6709 Chat GPT \u7684\u4ed8\u8d39\u8ba2\u9605\u8005\u624d\u80fd\u4f7f\u7528\uff0c\u6211\u89c9\u5f97\u8fd9\u592a\u5c40\u9650\u4e86\u3002\n\u6b64\u5916\uff0c\u867d\u7136\u5b83\u7684\u8d28\u91cf\u6709\u6240\u63d0\u9ad8\uff0c\u4f46\u6211\u4ecd\u7136\u4e0d\u559c\u6b22\u5b83\u7684\u7b54\u6848\u8d28\u91cf\uff0c\u4e5f\u4e0d\u613f\u610f\u5c06\u5b83\u516c\u4e4b\u4e8e\u4f17\u3002 <\/p>\n\n

\u6700\u7ec8\u5b8c\u5584\uff1a\u4f7f\u7528\u6a21\u578b 4o \u7684 GPT \u52a9\u624b<\/strong><\/p>\n\n

\u5f00\u53d1 Fabrice AI \u7684\u6700\u540e\u4e00\u5757\u62fc\u56fe\u662f\u4f7f\u7528 Model 4o \u5f15\u5165GPT \u52a9\u624b<\/a>\u3002\n\u8fd9\u79cd\u65b9\u6cd5\u662f\u6211\u5728\u6574\u4e2a\u9879\u76ee\u4e2d\u5b66\u5230\u7684\u6240\u6709\u77e5\u8bc6\u7684\u7ed3\u6676\u3002\n\u901a\u8fc7\u4f7f\u7528\u77e2\u91cf\u6570\u636e\u5e93\u548c\u6539\u8fdb\u63d0\u793a\uff0c\u6211\u7684\u76ee\u6807\u662f\u8ba9\u4eba\u5de5\u667a\u80fd\u7684\u56de\u7b54\u5c3d\u53ef\u80fd\u8fbe\u5230\u6700\u9ad8\u7684\u51c6\u786e\u6027\u548c\u8bed\u5883\u7406\u89e3\u6c34\u5e73\u3002 <\/p>\n\n

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\u4e0e\u5411\u91cf\u5b58\u50a8\u7d22\u5f15\u76f8\u6bd4\uff0c\u83b7\u53d6\u76f8\u5173\u6587\u6863\u7684\u54cd\u5e94\u65f6\u95f4\u975e\u5e38\u957f\u3002 \n \u91cd\u65b0\u8bc4\u4f30\u6570\u636e\u53cc\u5b50\u5ea7\n \u5728\u7ecf\u5386\u4e86\u51e0\u6b21\u632b\u6298\u4e4b\u540e\uff0c\u6211\u51b3\u5b9a\u5229\u7528\u8c37\u6b4c\u7684\u4eba\u5de5\u667a\u80fdGemini \u6765\u53e6\u8f9f\u8e4a\u5f84\u3002\n \u6211\u7684\u60f3\u6cd5\u662f\u4ece JSON-CSV \u6587\u4ef6\u521b\u5efa\u6570\u636e\u96c6\uff0c\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u81ea\u5b9a\u4e49\u6a21\u578b LLM\u3002\n \u6211\u5e0c\u671b\u901a\u8fc7\u4f7f\u7528\u7ed3\u6784\u5316\u6570\u636e\u548c\u5f3a\u5927\u7684\u8bad\u7ec3\u6a21\u578b\uff0c\u53ef\u4ee5\u514b\u670d\u4e00\u4e9b\u56f0\u6270\u4e4b\u524d\u5c1d\u8bd5\u7684\u96be\u9898\u3002 \n \u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e5f\u9047\u5230\u4e86\u56f0\u96be\u3002\n 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