{"id":1525,"date":"2024-11-21T22:16:58","date_gmt":"2024-11-21T14:16:58","guid":{"rendered":"https:\/\/www.fanyamin.com\/wordpress\/?p=1525"},"modified":"2024-11-21T22:16:58","modified_gmt":"2024-11-21T14:16:58","slug":"%e5%a6%82%e4%bd%95%e8%a7%a3%e5%86%b3%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%b9%bb%e8%b1%a1%e9%97%ae%e9%a2%98","status":"publish","type":"post","link":"https:\/\/www.fanyamin.com\/wordpress\/?p=1525","title":{"rendered":"\u5982\u4f55\u89e3\u51b3\u5927\u6a21\u578b\u7684\u201c\u5e7b\u8c61\u95ee\u9898\u201d"},"content":{"rendered":"<p>\u5927\u6a21\u578b\u7684\u201c\u5e7b\u8c61\u95ee\u9898\u201d\u662f\u6307\u5b83\u4eec\u751f\u6210\u7684\u56de\u7b54\u53ef\u80fd\u770b\u8d77\u6765\u5408\u7406\u4f46\u5b9e\u9645\u4e0a\u9519\u8bef\u6216\u865a\u6784\u7684\u73b0\u8c61\uff0c\u4e5f\u88ab\u79f0\u4e3a\u201cAI \u5e7b\u89c9\u201d (AI hallucination)\u3002\u8fd9\u79cd\u95ee\u9898\u7684\u6839\u6e90\u5728\u4e8e\u5927\u6a21\u578b\u662f\u6982\u7387\u751f\u6210\u6a21\u578b\uff0c\u7f3a\u4e4f\u5bf9\u4e8b\u5b9e\u7684\u771f\u6b63\u7406\u89e3\u6216\u5bf9\u5185\u5bb9\u7684\u9a8c\u8bc1\u80fd\u529b\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u53ef\u80fd\u7684\u89e3\u51b3\u7b56\u7565\uff1a<\/p>\n<h2>1. \u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u4e0a\u4e0b\u6587<\/h2>\n<p>\u5927\u6a21\u578b\u7684\u8f93\u51fa\u8d28\u91cf\u9ad8\u5ea6\u4f9d\u8d56\u8f93\u5165\u5185\u5bb9\u3002\u5982\u679c\u8f93\u5165\u4fe1\u606f\u6a21\u7cca\u6216\u4e0d\u5b8c\u6574\uff0c\u6a21\u578b\u5bb9\u6613\u751f\u6210\u865a\u6784\u7684\u56de\u7b54\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5<\/p>\n<ul>\n<li>\u660e\u786e\u63d0\u793a (Prompt Engineering): \u8bbe\u8ba1\u66f4\u5177\u4f53\u3001\u66f4\u8be6\u7ec6\u7684\u95ee\u9898\uff0c\u51cf\u5c11\u6a21\u578b\u7684\u63a8\u6d4b\u7a7a\u95f4\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\n<ul>\n<li>\u9519\u8bef\uff1a\u89e3\u91ca\u4e00\u4e0b\u5b87\u5b99\u7684\u8d77\u6e90\u3002<\/li>\n<li>\u6539\u8fdb\uff1a\u6839\u636e\u5f53\u524d\u4e3b\u6d41\u79d1\u5b66\u7406\u8bba\u89e3\u91ca\u5b87\u5b99\u7684\u8d77\u6e90\uff0c\u4f8b\u5982\u5927\u7206\u70b8\u7406\u8bba\u3002<\/li>\n<li>\u63d0\u4f9b\u4e0a\u4e0b\u6587\uff1a\u5c06\u76f8\u5173\u7684\u4e8b\u5b9e\u6216\u80cc\u666f\u4fe1\u606f\u76f4\u63a5\u63d0\u4f9b\u7ed9\u6a21\u578b\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u5728\u63d0\u793a\u4e2d\u660e\u786e\u8bf4\u660e\u6240\u7528\u7684\u6570\u636e\u6765\u6e90\uff0c\u4f8b\u5982 \u201c\u57fa\u4e8e 2021 \u5e74\u7684\u5168\u7403\u4eba\u53e3\u7edf\u8ba1\u6570\u636e\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>2. \u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5e93<\/h2>\n<p>\u5927\u6a21\u578b\u672c\u8eab\u6ca1\u6709\u5b9e\u65f6\u66f4\u65b0\u7684\u77e5\u8bc6\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5e93\u6216 API \u6765\u589e\u5f3a\u51c6\u786e\u6027\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5<\/p>\n<ul>\n<li>\n<p>\u77e5\u8bc6\u589e\u5f3a (Retrieval-Augmented Generation, RAG):<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528\u50cf Pinecone\u3001Weaviate \u6216 Elasticsearch \u7684\u5411\u91cf\u6570\u636e\u5e93\u5b58\u50a8\u77e5\u8bc6\uff0c\u7136\u540e\u6839\u636e\u8f93\u5165\u4ece\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u5185\u5bb9\uff0c\u518d\u5c06\u5176\u63d0\u4f9b\u7ed9\u6a21\u578b\u751f\u6210\u56de\u7b54\u3002<\/p>\n<\/li>\n<li>\n<p>\u793a\u4f8b\u5de5\u5177\uff1a<\/p>\n<\/li>\n<li>\n<p>LangChain: \u652f\u6301\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u68c0\u7d22\u4fe1\u606f\u5e76\u589e\u5f3a\u751f\u6210\u5185\u5bb9\u3002<\/p>\n<\/li>\n<li>\n<p>Haystack: \u652f\u6301\u6587\u6863\u68c0\u7d22\u548c\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7684\u751f\u6210\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u68c0\u7d22\u5de5\u5177\u96c6\u6210\uff1a<\/li>\n<li>\u901a\u8fc7\u641c\u7d22\u5f15\u64ce\u6216\u9886\u57df\u4e13\u7528\u7684 API \u6765\u9a8c\u8bc1\u6a21\u578b\u7684\u751f\u6210\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<h2>3. \u8bbe\u7f6e\u4e8b\u5b9e\u9a8c\u8bc1\u673a\u5236<\/h2>\n<p>\u5728\u751f\u6210\u7ed3\u679c\u540e\uff0c\u901a\u8fc7\u989d\u5916\u7684\u6b65\u9aa4\u9a8c\u8bc1\u5176\u51c6\u786e\u6027\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5<\/p>\n<ul>\n<li>\u4e8b\u5b9e\u68c0\u67e5\u6a21\u5757\uff1a\n<ul>\n<li>\u5728\u751f\u6210\u7b54\u6848\u540e\uff0c\u6dfb\u52a0\u4e00\u4e2a\u72ec\u7acb\u7684\u6a21\u5757\u9a8c\u8bc1\u6a21\u578b\u8f93\u51fa\u662f\u5426\u4e0e\u771f\u5b9e\u4fe1\u606f\u4e00\u81f4\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\n<ul>\n<li>\u4f7f\u7528\u89c4\u5219\u5e93\u3001\u4e13\u5bb6\u7cfb\u7edf\u6216\u67e5\u8be2\u5916\u90e8\u6570\u636e\u5e93\u5bf9\u6a21\u578b\u751f\u6210\u5185\u5bb9\u9010\u9879\u6838\u5b9e\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u94fe\u5f0f\u63a8\u7406\u9a8c\u8bc1\uff1a\n<ul>\n<li>\u6a21\u578b\u53ef\u4ee5\u9010\u6b65\u8f93\u51fa\u63a8\u7406\u8fc7\u7a0b\uff0c\u6bcf\u4e00\u6b65\u90fd\u8fdb\u884c\u81ea\u68c0\u6216\u5916\u90e8\u9a8c\u8bc1\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u901a\u8fc7 \u201c\u8ba9\u6a21\u578b\u9a8c\u8bc1\u6a21\u578b\u201d \u7684\u65b9\u6cd5\uff0c\u8bf7\u6a21\u578b\u89e3\u91ca\u81ea\u5df1\u5982\u4f55\u5f97\u51fa\u7ed3\u8bba\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>4. \u63d0\u4f9b\u57fa\u4e8e\u9886\u57df\u7684\u4f18\u5316\u6a21\u578b<\/h2>\n<p>\u901a\u7528\u5927\u6a21\u578b\u53ef\u80fd\u5bf9\u67d0\u4e9b\u9886\u57df\u7f3a\u4e4f\u6df1\u523b\u7406\u89e3\uff0c\u4f7f\u7528\u4e13\u95e8\u4f18\u5316\u7684\u6a21\u578b\u53ef\u80fd\u66f4\u6709\u6548\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5<\/p>\n<ul>\n<li>\u4f7f\u7528\u7ecf\u8fc7\u9886\u57df\u5fae\u8c03\u7684\u6a21\u578b\u3002\n<ul>\n<li>\u793a\u4f8b\uff1a\n<ul>\n<li>\u4f7f\u7528\u533b\u7597\u6570\u636e\u5fae\u8c03\u751f\u6210\u7684\u533b\u5b66\u9886\u57df\u6a21\u578b\u3002<\/li>\n<li>\u4f7f\u7528\u6cd5\u5f8b\u6587\u6863\u5fae\u8c03\u751f\u6210\u7684\u6cd5\u5f8b\u9886\u57df\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u5b9a\u5236\u77e5\u8bc6\u5e93\uff1a\u4e3a\u6a21\u578b\u63d0\u4f9b\u7279\u5b9a\u9886\u57df\u7684\u9ad8\u8d28\u91cf\u8bed\u6599\u8fdb\u884c\u5fae\u8c03\u6216\u5f3a\u5316\u5b66\u4e60\u3002<\/li>\n<\/ul>\n<h2>5. \u5f15\u5165\u7528\u6237\u4ea4\u4e92\u9a8c\u8bc1<\/h2>\n<p>\u901a\u8fc7\u7528\u6237\u7684\u53c2\u4e0e\u6765\u51cf\u5c11\u5e7b\u89c9\u7684\u98ce\u9669\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5<\/p>\n<ul>\n<li>\u9010\u6b65\u95ee\u7b54\uff1a\n<ul>\n<li>\u8ba9\u7528\u6237\u5728\u590d\u6742\u95ee\u9898\u4e2d\u5206\u6b65\u9aa4\u4e0e\u6a21\u578b\u4ea4\u4e92\uff0c\u4ece\u800c\u5e2e\u52a9\u6a21\u578b\u6821\u6b63\u53ef\u80fd\u7684\u9519\u8bef\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8fdb\u4e00\u6b65\u63d0\u95ee\u6216\u660e\u786e\u8981\u6c42\u6a21\u578b\u53c2\u8003\u7279\u5b9a\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u7ed3\u679c\u6807\u6ce8\u4e0e\u53cd\u9988\uff1a<\/li>\n<li>\u901a\u8fc7\u8bb0\u5f55\u7528\u6237\u7684\u53cd\u9988\u6765\u4f18\u5316\u6a21\u578b\u672a\u6765\u7684\u8f93\u51fa\uff0c\u5c24\u5176\u662f\u5728\u8bef\u5bfc\u6027\u751f\u6210\u4e0a\u63d0\u4f9b\u7528\u6237\u7684\u7ea0\u6b63\u6807\u6ce8\u3002<\/li>\n<\/ul>\n<h2>6. \u4f7f\u7528\u6a21\u578b\u96c6\u6210\u65b9\u6848<\/h2>\n<p>\u7ed3\u5408\u591a\u79cd\u6a21\u578b\uff0c\u901a\u8fc7\u5bf9\u6bd4\u8f93\u51fa\u6765\u589e\u5f3a\u53ef\u9760\u6027\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5<\/p>\n<ul>\n<li>\u6295\u7968\u673a\u5236\uff1a\n<ul>\n<li>\u5c06\u95ee\u9898\u4ea4\u7ed9\u591a\u4e2a\u6a21\u578b\uff0c\u9009\u62e9\u4e00\u81f4\u6027\u6700\u9ad8\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u7ec4\u5408\u7b56\u7565\uff1a\n<ul>\n<li>\u4f7f\u7528\u4e0d\u540c\u7c7b\u578b\u7684\u6a21\u578b\uff0c\u4f8b\u5982\u4f7f\u7528\u68c0\u7d22\u6a21\u578b\u63d0\u4f9b\u4e8b\u5b9e\uff0c\u751f\u6210\u6a21\u578b\u89e3\u91ca\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>7. \u8bad\u7ec3\u6a21\u578b\u7406\u89e3\u201c\u4e0d\u77e5\u9053\u201d<\/h2>\n<p>\u6a21\u578b\u503e\u5411\u4e8e\u5c1d\u8bd5\u751f\u6210\u56de\u7b54\uff0c\u800c\u4e0d\u662f\u627f\u8ba4\u81ea\u5df1\u4e0d\u77e5\u9053\u3002\u8bad\u7ec3\u6a21\u578b\u5728\u65e0\u6cd5\u786e\u5b9a\u7b54\u6848\u65f6\u660e\u786e\u8bf4\u660e\u53ef\u4ee5\u51cf\u5c11\u5e7b\u89c9\u95ee\u9898\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5<\/p>\n<ul>\n<li>\u6539\u8fdb\u8bad\u7ec3\u6570\u636e\uff1a<\/li>\n<li>\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u6dfb\u52a0\u66f4\u591a\u201c\u4e0d\u77e5\u9053\u201d\u6216\u201c\u8fd9\u8d85\u51fa\u4e86\u6211\u7684\u80fd\u529b\u8303\u56f4\u201d\u7684\u793a\u4f8b\u3002<\/li>\n<li>Prompt \u5f15\u5bfc\uff1a\n<ul>\n<li>\u793a\u4f8b\uff1a\u5982\u679c\u65e0\u6cd5\u63d0\u4f9b\u51c6\u786e\u56de\u7b54\uff0c\u8bf7\u56de\u7b54\u201c\u6211\u4e0d\u786e\u5b9a\u201d\u800c\u4e0d\u662f\u7f16\u9020\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>8. \u6280\u672f\u4e0a\u63d0\u5347\u6a21\u578b\u80fd\u529b<\/h2>\n<p>\u6539\u8fdb\u5927\u6a21\u578b\u7684\u67b6\u6784\u548c\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4ece\u6839\u672c\u4e0a\u51cf\u5c11\u5e7b\u89c9\u95ee\u9898\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5<\/p>\n<ul>\n<li>\u5927\u89c4\u6a21\u76d1\u7763\u5fae\u8c03\uff1a\u901a\u8fc7\u9ad8\u8d28\u91cf\u3001\u9886\u57df\u7279\u5b9a\u7684\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u8fdb\u4e00\u6b65\u4f18\u5316\u3002<\/li>\n<li>\u5f3a\u5316\u5b66\u4e60\uff1a\n<ul>\n<li>\u4f7f\u7528 RLHF\uff08Human Feedback \u5f3a\u5316\u5b66\u4e60\uff09\uff0c\u901a\u8fc7\u4eba\u7c7b\u53cd\u9988\u4e0d\u65ad\u4f18\u5316\u6a21\u578b\u7684\u56de\u7b54\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u89c4\u5219\u5f15\u64ce\u96c6\u6210\uff1a\n<ul>\n<li>\u5728\u6a21\u578b\u8f93\u51fa\u540e\uff0c\u4f7f\u7528\u89c4\u5219\u5f15\u64ce\u68c0\u67e5\u5185\u5bb9\u662f\u5426\u8fdd\u53cd\u903b\u8f91\u6216\u5df2\u77e5\u89c4\u5219\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u89e3\u51b3\u5e7b\u8c61\u95ee\u9898\u9700\u8981\u7ed3\u5408\u591a\u79cd\u7b56\u7565\uff1a<\/p>\n<ul>\n<li>\u77ed\u671f\uff1a\u901a\u8fc7 prompt \u4f18\u5316\u3001\u68c0\u7d22\u589e\u5f3a\u7b49\u65b9\u6cd5\u51cf\u5c11\u9519\u8bef\u3002<\/li>\n<li>\u957f\u671f\uff1a\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5e93\u3001\u6784\u5efa\u9886\u57df\u4f18\u5316\u6a21\u578b\u548c\u5f3a\u5316\u5b66\u4e60\u673a\u5236\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n<p>\u6839\u636e\u4f60\u7684\u5177\u4f53\u9700\u6c42\uff08\u5982\u5e94\u7528\u573a\u666f\u3001\u9886\u57df\u7279\u5b9a\u6027\u3001\u8d44\u6e90\u9650\u5236\uff09\uff0c\u53ef\u4ee5\u9009\u62e9\u4e0a\u8ff0\u65b9\u6cd5\u8fdb\u884c\u7ec4\u5408\u548c\u5b9e\u73b0\u3002\u5982\u679c\u9700\u8981\u5b9e\u73b0\u5177\u4f53\u65b9\u6848\u6216\u4ee3\u7801\u793a\u4f8b\uff0c\u53ef\u4ee5\u544a\u8bc9\u6211\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u6a21\u578b\u7684\u201c\u5e7b\u8c61\u95ee\u9898\u201d\u662f\u6307\u5b83\u4eec\u751f\u6210\u7684\u56de\u7b54\u53ef\u80fd\u770b\u8d77\u6765\u5408\u7406\u4f46\u5b9e\u9645\u4e0a\u9519\u8bef\u6216\u865a\u6784\u7684\u73b0\u8c61\uff0c\u4e5f\u88ab\u79f0\u4e3a\u201cAI \u5e7b\u89c9\u201d (AI hallucination)\u3002\u8fd9\u79cd\u95ee\u9898\u7684\u6839\u6e90\u5728\u4e8e\u5927\u6a21\u578b\u662f\u6982\u7387\u751f\u6210\u6a21\u578b\uff0c\u7f3a\u4e4f\u5bf9\u4e8b\u5b9e\u7684\u771f\u6b63\u7406\u89e3\u6216\u5bf9\u5185\u5bb9\u7684\u9a8c\u8bc1\u80fd\u529b\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u53ef\u80fd\u7684\u89e3\u51b3\u7b56\u7565\uff1a 1. \u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u4e0a\u4e0b\u6587 \u5927\u6a21\u578b\u7684\u8f93\u51fa\u8d28\u91cf\u9ad8\u5ea6\u4f9d\u8d56\u8f93\u5165\u5185\u5bb9\u3002\u5982\u679c\u8f93\u5165\u4fe1\u606f\u6a21\u7cca\u6216\u4e0d\u5b8c\u6574\uff0c\u6a21\u578b\u5bb9\u6613\u751f\u6210\u865a\u6784\u7684\u56de\u7b54\u3002 \u89e3\u51b3\u65b9\u6cd5 \u660e\u786e\u63d0\u793a (Prompt Engineering): \u8bbe\u8ba1\u66f4\u5177\u4f53\u3001\u66f4\u8be6\u7ec6\u7684\u95ee\u9898\uff0c\u51cf\u5c11\u6a21\u578b\u7684\u63a8\u6d4b\u7a7a\u95f4\u3002 \u793a\u4f8b\uff1a \u9519\u8bef\uff1a\u89e3\u91ca\u4e00\u4e0b\u5b87\u5b99\u7684\u8d77\u6e90\u3002 \u6539\u8fdb\uff1a\u6839\u636e\u5f53\u524d\u4e3b\u6d41\u79d1\u5b66\u7406\u8bba\u89e3\u91ca\u5b87\u5b99\u7684\u8d77\u6e90\uff0c\u4f8b\u5982\u5927\u7206\u70b8\u7406\u8bba\u3002 \u63d0\u4f9b\u4e0a\u4e0b\u6587\uff1a\u5c06\u76f8\u5173\u7684\u4e8b\u5b9e\u6216\u80cc\u666f\u4fe1\u606f\u76f4\u63a5\u63d0\u4f9b\u7ed9\u6a21\u578b\u3002 \u793a\u4f8b\uff1a\u5728\u63d0\u793a\u4e2d\u660e\u786e\u8bf4\u660e\u6240\u7528\u7684\u6570\u636e\u6765\u6e90\uff0c\u4f8b\u5982 \u201c\u57fa\u4e8e 2021 \u5e74\u7684\u5168\u7403\u4eba\u53e3\u7edf\u8ba1\u6570\u636e\u201d\u3002 2. \u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5e93 \u5927\u6a21\u578b\u672c\u8eab\u6ca1\u6709\u5b9e\u65f6\u66f4\u65b0\u7684\u77e5\u8bc6\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5e93\u6216 API \u6765\u589e\u5f3a\u51c6\u786e\u6027\u3002 \u89e3\u51b3\u65b9\u6cd5 \u77e5\u8bc6\u589e\u5f3a (Retrieval-Augmented Generation, RAG): \u4f7f\u7528\u50cf Pinecone\u3001Weaviate \u6216 Elasticsearch \u7684\u5411\u91cf\u6570\u636e\u5e93\u5b58\u50a8\u77e5\u8bc6\uff0c\u7136\u540e\u6839\u636e\u8f93\u5165\u4ece\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u5185\u5bb9\uff0c\u518d\u5c06\u5176\u63d0\u4f9b\u7ed9\u6a21\u578b\u751f\u6210\u56de\u7b54\u3002 \u793a\u4f8b\u5de5\u5177\uff1a LangChain: \u652f\u6301\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u68c0\u7d22\u4fe1\u606f\u5e76\u589e\u5f3a\u751f\u6210\u5185\u5bb9\u3002 Haystack: \u652f\u6301\u6587\u6863\u68c0\u7d22\u548c\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7684\u751f\u6210\u3002 \u68c0\u7d22\u5de5\u5177\u96c6\u6210\uff1a \u901a\u8fc7\u641c\u7d22\u5f15\u64ce\u6216\u9886\u57df\u4e13\u7528\u7684 API \u6765\u9a8c\u8bc1\u6a21\u578b\u7684\u751f\u6210\u5185\u5bb9\u3002 3. \u8bbe\u7f6e\u4e8b\u5b9e\u9a8c\u8bc1\u673a\u5236 \u5728\u751f\u6210\u7ed3\u679c\u540e\uff0c\u901a\u8fc7\u989d\u5916\u7684\u6b65\u9aa4\u9a8c\u8bc1\u5176\u51c6\u786e\u6027\u3002 \u89e3\u51b3\u65b9\u6cd5 \u4e8b\u5b9e\u68c0\u67e5\u6a21\u5757\uff1a \u5728\u751f\u6210\u7b54\u6848\u540e\uff0c\u6dfb\u52a0\u4e00\u4e2a\u72ec\u7acb\u7684\u6a21\u5757\u9a8c\u8bc1\u6a21\u578b\u8f93\u51fa\u662f\u5426\u4e0e\u771f\u5b9e\u4fe1\u606f\u4e00\u81f4\u3002 \u793a\u4f8b\uff1a \u4f7f\u7528\u89c4\u5219\u5e93\u3001\u4e13\u5bb6\u7cfb\u7edf\u6216\u67e5\u8be2\u5916\u90e8\u6570\u636e\u5e93\u5bf9\u6a21\u578b\u751f\u6210\u5185\u5bb9\u9010\u9879\u6838\u5b9e\u3002 \u94fe\u5f0f\u63a8\u7406\u9a8c\u8bc1\uff1a \u6a21\u578b\u53ef\u4ee5\u9010\u6b65\u8f93\u51fa\u63a8\u7406\u8fc7\u7a0b\uff0c\u6bcf\u4e00\u6b65\u90fd\u8fdb\u884c\u81ea\u68c0\u6216\u5916\u90e8\u9a8c\u8bc1\u3002 \u793a\u4f8b\uff1a\u901a\u8fc7 [&hellip;] <a class=\"read-more\" href=\"https:\/\/www.fanyamin.com\/wordpress\/?p=1525\" title=\"Permanent Link to: \u5982\u4f55\u89e3\u51b3\u5927\u6a21\u578b\u7684\u201c\u5e7b\u8c61\u95ee\u9898\u201d\">&rarr;Read&nbsp;more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-1525","post","type-post","status-publish","format-standard","hentry","category-5"],"_links":{"self":[{"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1525"}],"collection":[{"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1525"}],"version-history":[{"count":1,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1525\/revisions"}],"predecessor-version":[{"id":1526,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1525\/revisions\/1526"}],"wp:attachment":[{"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1525"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1525"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1525"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}