{"id":28519,"date":"2025-12-26T11:14:59","date_gmt":"2025-12-26T03:14:59","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=28519"},"modified":"2025-12-26T11:14:59","modified_gmt":"2025-12-26T03:14:59","slug":"%e4%b8%80%e6%96%87%e8%af%bb%e6%87%82-rag-%e6%a3%80%e7%b4%a2%e3%80%81%e5%a2%9e%e5%bc%ba%e4%b8%8e%e7%94%9f%e6%88%90%e6%a0%b8%e5%bf%83%e6%8a%80%e6%9c%af%e6%8b%86%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/12\/26\/28519\/","title":{"rendered":"\u4e00\u6587\u8bfb\u61c2 RAG \u68c0\u7d22\u3001\u589e\u5f3a\u4e0e\u751f\u6210\u6838\u5fc3\u6280\u672f\u62c6\u89e3"},"content":{"rendered":"
\u672c\u6587\u7b14\u8005\u5c06\u4eceRAG\u6240\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u3001\u6a21\u62df\u573a\u666f\u5165\u624b\uff0c\u8be6\u7ec6\u62c6\u89e3\u5176\u6280\u672f\u67b6\u6784\u3001\u5de5\u4f5c\u6d41\u7a0b\u7b49\uff0c\u4e0e\u5927\u5bb6\u5206\u4eab\u3002<\/div>\n
\n
\n

\u5927\u6a21\u578b\uff08Large Language Model\uff0cLLM\uff09\u7684\u6d6a\u6f6e\u5df2\u7ecf\u5e2d\u5377\u51e0\u4e4e\u5404\u884c\u4e1a\uff0c\u4f46\u5f53\u6d89\u53ca\u4e13\u4e1a\u573a\u666f\u6216\u884c\u4e1a\u7ec6\u5206\u9886\u57df\u65f6\uff0c\u901a\u7528\u5927\u6a21\u578b\u5f80\u5f80\u9762\u4e34\u4e13\u4e1a\u77e5\u8bc6\u4e0d\u8db3\u3001\u77e5\u8bc6\u65f6\u6548\u6027\u6ede\u540e\u7b49\u6838\u5fc3\u95ee\u9898\u3002<\/p>\n

\u76f8\u5bf9\u4e8e\u6210\u672c\u6602\u8d35\u4e14\u96be\u4ee5\u89c4\u6a21\u5316\u7684\u201cPost-Training\u201d\uff08\u540e\u8bad\u7ec3\uff09\u6216\u201cSupervised Fine-Tuning\u201d\uff08\u76d1\u7763\u5fae\u8c03\uff0cSFT\uff09\uff0c\u57fa\u4e8eRAG\uff08Retrieval-Augmented Generation\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7684\u6280\u672f\u65b9\u6848\u51ed\u501f\u4f4e\u6210\u672c\u3001\u9ad8\u7075\u6d3b\u5ea6\u3001\u77e5\u8bc6\u53ef\u52a8\u6001\u66f4\u65b0\u7684\u4f18\u52bf\uff0c\u5df2\u6210\u4e3a\u4f01\u4e1a\u843d\u5730\u5927\u6a21\u578b\u5e94\u7528\u7684\u4e3b\u6d41\u9009\u62e9\uff0c\u5c24\u5176\u5728\u533b\u7597\u3001\u91d1\u878d\u3001\u4f01\u4e1a\u670d\u52a1\u7b49\u77e5\u8bc6\u5bc6\u96c6\u578b\u9886\u57df\u88ab\u5e7f\u6cdb\u91c7\u7528\u3002<\/p>\n

\u672c\u6587\u7b14\u8005\u5c06\u4eceRAG\u6240\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u3001\u6a21\u62df\u573a\u666f\u5165\u624b\uff0c\u8be6\u7ec6\u62c6\u89e3\u5176\u6280\u672f\u67b6\u6784\u3001\u5de5\u4f5c\u6d41\u7a0b\u7b49\uff0c\u4e0e\u5927\u5bb6\u5206\u4eab~<\/p>\n

<\/p>\n

\u4e00\u3001\u521d\u8bc6\uff1aRAG\u6240\u89e3\u51b3\u7684\u95ee\u9898\u53ca\u6a21\u62df\u573a\u666f<\/h3>\n

1. \u5927\u6a21\u578b\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u7684\u6838\u5fc3\u75db\u70b9<\/h4>\n

\u5728\u63a2\u8ba8RAG\u6280\u672f\u7684\u5fc5\u8981\u6027\u4e4b\u524d\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u660e\u786e\u5927\u6a21\u578b\u4e2d\u6700\u5173\u952e\u7684\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u3002<\/p>\n

\u6240\u8c13\u201c\u5e7b\u89c9\u201d\uff0c\u662f\u6307\u5927\u6a21\u578b\u5728\u751f\u6210\u5185\u5bb9\u65f6\u8f93\u51fa\u4e0d\u5b8c\u5168\u6b63\u786e\u751a\u81f3\u9519\u8bef\u7684\u4fe1\u606f\uff0c\u5373\u901a\u5e38\u6240\u8bf4\u7684\u201c\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\u201d\u3002\u5177\u4f53\u8868\u73b0\u4e3a\u4e8b\u5b9e\u9519\u8bef\u9648\u8ff0\u4e0e\u7f16\u9020\u3001\u590d\u6742\u63a8\u7406\u504f\u5dee\u3001\u4e13\u4e1a\u8bed\u5883\u5904\u7406\u80fd\u529b\u4e0d\u8db3\u7b49\uff0c\u8fd9\u5728\u533b\u7597\u8bca\u65ad\u3001\u91d1\u878d\u98ce\u9669\u8bc4\u4f30\u3001\u6cd5\u5f8b\u54a8\u8be2\u7b49\u5173\u952e\u9886\u57df\u53ef\u80fd\u5f15\u53d1\u4e25\u91cd\u540e\u679c\u3002<\/p>\n

\u4ea7\u751f\u201c\u5e7b\u89c9\u201d\u7684\u6838\u5fc3\u539f\u56e0\u53ef\u5f52\u7eb3\u4e3a\u56db\u70b9\uff1a<\/p>\n

    \n
  • \u8bad\u7ec3\u77e5\u8bc6\u5b58\u5728\u504f\u5dee\uff1a\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u5b58\u5728\u65f6\u95f4\u622a\u6b62\u70b9\uff0c\u65e0\u6cd5\u8986\u76d6\u5b9e\u65f6\u66f4\u65b0\u7684\u77e5\u8bc6\uff08\u5982\u6700\u65b0\u533b\u7597\u6307\u5357\u3001\u91d1\u878d\u653f\u7b56\uff09\uff0c\u4e14\u8bad\u7ec3\u8bed\u6599\u4e2d\u53ef\u80fd\u5305\u542b\u9519\u8bef\u3001\u8fc7\u65f6\u6216\u5e26\u6709\u504f\u89c1\u7684\u4fe1\u606f\uff0c\u8fd9\u4e9b\u5185\u5bb9\u4f1a\u88ab\u6a21\u578b\u5b66\u4e60\u5e76\u91cd\u73b0\u3002<\/li>\n
  • \u8fc7\u5ea6\u6cdb\u5316\u5730\u63a8\u7406\uff1a\u5927\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u6d77\u91cf\u8bed\u6599\u7684\u8bed\u8a00\u6a21\u5f0f\u8fdb\u884c\u63a8\u7406\uff0c\u4f46\u5728\u4e13\u4e1a\u573a\u666f\u4e2d\uff0c\u5c06\u901a\u7528\u6a21\u5f0f\u5957\u7528\u81f3\u7279\u5b9a\u95ee\u9898\u4f1a\u5bfc\u81f4\u63a8\u7406\u504f\u5dee\uff0c\u4f8b\u5982\u5c06\u666e\u901a\u75be\u75c5\u7684\u6cbb\u7597\u65b9\u6848\u6cdb\u5316\u81f3\u7f55\u89c1\u75c5\u3002<\/li>\n
  • \u7406\u89e3\u5b58\u5728\u5c40\u9650\u6027\uff1a\u5927\u6a21\u578b\u5e76\u6ca1\u6709\u771f\u6b63\u201c\u7406\u89e3\u201d\u8bad\u7ec3\u77e5\u8bc6\u7684\u6df1\u5c42\u542b\u4e49\uff0c\u4e5f\u4e0d\u5177\u5907\u4eba\u7c7b\u666e\u904d\u7684\u5e38\u8bc6\u4e0e\u7ecf\u9a8c\uff0c\u56e0\u6b64\u53ef\u80fd\u4f1a\u5728\u4e00\u4e9b\u9700\u8981\u6df1\u5165\u7406\u89e3\u4e0e\u590d\u6742\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\u51fa\u9519\u3002<\/li>\n
  • \u7f3a\u4e4f\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\uff1a\u901a\u7528\u5927\u6a21\u578b\u867d\u7136\u638c\u63e1\u4e86\u5927\u91cf\u4eba\u7c7b\u901a\u7528\u77e5\u8bc6\u4e14\u5177\u5907\u8d85\u5f3a\u7684\u8bb0\u5fc6\u4e0e\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u53ef\u80fd\u4e0d\u662f\u67d0\u4e2a\u5782\u76f4\u9886\u57df\u7684\u4e13\u5bb6\uff08\u6bd4\u5982\u533b\u5b66\u6216\u8005\u6cd5\u5f8b\u4e13\u5bb6\uff09\u3002\u5f53\u9762\u4e34\u4e00\u4e9b\u590d\u6742\u5ea6\u8f83\u9ad8\u7684\u9886\u57df\u6027\u95ee\u9898\u6216\u79c1\u6709\u77e5\u8bc6\u76f8\u5173\u7684\u95ee\u9898\u65f6\uff08\u6bd4\u5982\u4ecb\u7ecd\u4f01\u4e1a\u7684\u67d0\u4e2a\u65b0\u4ea7\u54c1\uff09\uff0c\u5b83\u5c31\u53ef\u80fd\u4f1a\u7f16\u9020\u4fe1\u606f\u5e76\u5c06\u5176\u8f93\u51fa\u3002<\/li>\n<\/ul>\n

    \u9664\u201c\u5e7b\u89c9\u201d\u5916\uff0c\u5927\u6a21\u578b\u8fd8\u5b58\u5728\u8f93\u51fa\u4e0d\u53ef\u89e3\u91ca\u3001\u77e5\u8bc6\u66f4\u65b0\u6210\u672c\u9ad8\u3001\u8de8\u573a\u666f\u9002\u914d\u6027\u5dee\u7b49\u95ee\u9898\uff0c\u8fd9\u4e9b\u90fd\u5236\u7ea6\u4e86\u5176\u5728\u4ea7\u4e1a\u7ea7\u573a\u666f\u7684\u89c4\u6a21\u5316\u5e94\u7528\u3002<\/p>\n

    \u56e0\u6b64\uff0c\u5982\u4f55\u901a\u8fc7\u6280\u672f\u624b\u6bb5\u4e3a\u5927\u6a21\u578b\u63d0\u4f9b\u201c\u53ef\u9760\u7684\u77e5\u8bc6\u652f\u6491\u201d\uff0c\u6210\u4e3a\u63d0\u5347\u5176\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u7684\u5173\u952e\u3002<\/p>\n

    2. RAG\u5982\u4f55\u89e3\u51b3\u201c\u5e7b\u89c9\u201d\u95ee\u9898\uff1f<\/h4>\n

    RAG\uff08Retrieval-Augmented Generation\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\u6b63\u662f\u4e3a\u4e86\u5c3d\u53ef\u80fd\u89e3\u51b3\u5927\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u9762\u4e34\u7684\u4e00\u4e9b\u95ee\u9898\uff0c\u7279\u522b\u662f\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u800c\u8bde\u751f\u7684\u3002<\/p>\n

    \u5176\u6838\u5fc3\u601d\u60f3\u5373\uff1a<\/p>\n

    \u5c06\u4f20\u7edf\u7684\u751f\u6210\u5f0f\u5927\u6a21\u578b\u4e0e\u5b9e\u65f6\u68c0\u7d22\u6280\u672f\u6709\u673a\u878d\u5408\uff0c\u5728\u751f\u6210\u56de\u7b54\u524d\uff0c\u5148\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u6743\u5a01\u4fe1\u606f\uff0c\u5c06\u5176\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8865\u5145\u7ed9\u5927\u6a21\u578b\uff0c\u8ba9\u6a21\u578b\u57fa\u4e8e\u201c\u81ea\u8eab\u8bad\u7ec3\u77e5\u8bc6+\u5916\u90e8\u5b9e\u65f6\u77e5\u8bc6\u201d\u751f\u6210\u5185\u5bb9\uff0c\u4ece\u800c\u4ece\u6839\u6e90\u4e0a\u964d\u4f4e\u201c\u5e7b\u89c9\u201d\u53d1\u751f\u7387\u3002<\/p>\n

    \u7b80\u5355\u6765\u8bf4\uff0cRAG\u76f8\u5f53\u4e8e\u7ed9\u5927\u6a21\u578b\u914d\u5907\u4e86\u4e00\u4e2a\u201c\u5b9e\u65f6\u66f4\u65b0\u7684\u77e5\u8bc6\u5916\u6302\u201d\u2014\u2014\u8fd9\u4e2a\u5916\u6302\u53ef\u4ee5\u662f\u4f01\u4e1a\u79c1\u6709\u77e5\u8bc6\u5e93\u3001\u884c\u4e1a\u6743\u5a01\u6570\u636e\u5e93\u3001\u6700\u65b0\u5b66\u672f\u6587\u732e\u7b49\uff0c\u8ba9\u5927\u6a21\u578b\u5728\u56de\u7b54\u95ee\u9898\u65f6\u80fd\u591f\u201c\u6709\u636e\u53ef\u4f9d\u201d\uff0c\u800c\u975e\u5355\u7eaf\u4f9d\u8d56\u8fc7\u65f6\u7684\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n

    <\/p>\n

    \u4ee5\u533b\u7597\u573a\u666f\u4e3a\u4f8b\uff1a\u82e5\u5c06\u5927\u6a21\u578b\u6bd4\u4f5c\u7ecf\u8fc7\u7cfb\u7edf\u8bad\u7ec3\u7684\u533b\u5b66\u751f\uff0c\u4f20\u7edf\u95ee\u7b54\u6a21\u5f0f\u5982\u540c\u8ba9\u533b\u5b66\u751f\u4ec5\u51ed\u8bb0\u5fc6\u53c2\u52a0\u8003\u8bd5\uff0c\u9762\u5bf92025\u5e74\u6700\u65b0\u53d1\u5e03\u7684\u80bf\u7624\u6cbb\u7597\u6307\u5357\u53ef\u80fd\u56e0\u77e5\u8bc6\u6ede\u540e\u800c\u7b54\u9519\uff1b\u800cRAG\u6280\u672f\u4f1a\u5148\u4ece\u6700\u65b0\u7684\u4e34\u5e8a trial \u6570\u636e\u3001\u533b\u5b66\u6587\u732e\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff08\u5982\u9776\u5411\u836f\u7684\u6700\u65b0\u8bd5\u9a8c\u7ed3\u679c\uff09\uff0c\u63d0\u4f9b\u7ed9\u533b\u5b66\u751f\u4f5c\u4e3a\u53c2\u8003\uff0c\u4f7f\u5176\u80fd\u57fa\u4e8e\u524d\u6cbf\u77e5\u8bc6\u7ed9\u51fa\u51c6\u786e\u56de\u7b54\u3002<\/p>\n

    3. \u6a21\u62df\u7b80\u5355\u7684RAG\u573a\u666f<\/h4>\n

    \u5047\u8bbe\u4f60\u9700\u8981\u4e3a\u4f01\u4e1a\u5f00\u53d1\u4e00\u6b3e\u5728\u7ebf\u4ea7\u54c1\u54a8\u8be2\u5de5\u5177\uff0c\u652f\u6301\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u201c\u5c0f\u9ea6\u516c\u53f8\u6700\u65b0\u624b\u673a\u5c0f\u9ea6Pro\u4e0eiPhone 12\u7684\u533a\u522b\u201d\u3002\u82e5\u76f4\u63a5\u4f7f\u7528\u901a\u7528\u5927\u6a21\u578b\uff0c\u8f93\u51fa\u7ed3\u679c\u53ef\u80fd\u5982\u4e0b\uff1a<\/p>\n

    \u62b1\u6b49\uff0c\u76ee\u524d\u6211\u65e0\u6cd5\u63d0\u4f9b\u6709\u5173\u201c\u5c0f\u9ea6\u516c\u53f8\u201d\u7684\u6700\u65b0\u624b\u673a\u4ea7\u54c1\u201c\u5c0f\u9ea6Pro\u201d\u7684\u4fe1\u606f\uff0c\u56e0\u4e3a\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u865a\u6784\u7684\u516c\u53f8\u6216\u4ea7\u54c1\uff0c\u6216\u8005\u662f\u5728\u6211\u6700\u540e\u8bad\u7ec3\u6570\u636e\u622a\u6b62\u65e5\u671f\u4e4b\u540e\u53d1\u5e03\u7684\u4ea7\u54c1\u3002\u4f46\u6211\u53ef\u4ee5\u5bf9\u4e00\u822c\u60c5\u51b5\u4e0b\u7684\u624b\u673a\u4ea7\u54c1\u8fdb\u884c\u6bd4\u8f83\u3002<\/p><\/blockquote>\n

    \u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u901a\u7528\u5927\u6a21\u578b\u4e0d\u5177\u5907\u4f01\u4e1a\u79c1\u6709\u4ea7\u54c1\u77e5\u8bc6\u3002<\/p>\n

    \u800c\u91c7\u7528RAG\u65b9\u6848\u540e\uff0c\u6d41\u7a0b\u4f1a\u53d1\u751f\u672c\u8d28\u53d8\u5316\u3002<\/p>\n

    \u7b2c\u4e00\u6b65\uff0c\u68c0\u7d22\u4f01\u4e1a\u79c1\u6709\u77e5\u8bc6\u5e93\uff0c\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\uff1a<\/p>\n

    \u5c0f\u9ea6Pro\u624b\u673a\u53c2\u6570\u7b80\u89c8\uff1a<\/p>\n

      \n
    • \u7cfb\u7edf\uff1a\u5b89\u5353\u6700\u65b0\u7248\u672c<\/li>\n
    • \u5904\u7406\u5668\uff1a\u9ad8\u6027\u80fd\u516b\u6838\u5904\u7406\u5668<\/li>\n
    • \u663e\u793a\u5c4f\uff1a6.7\u82f1\u5bf8AMOLED\u5168\u9762\u5c4f\uff0c2K\u5206\u8fa8\u7387<\/li>\n
    • \u540e\u7f6e\u6444\u50cf\u5934\uff1a\u4e3b\u6444\u50cf\u59346400\u4e07\u50cf\u7d20\uff0c\u56db\u6444\u7cfb\u7edf<\/li>\n
    • \u524d\u7f6e\u6444\u50cf\u5934\uff1a3200\u4e07\u50cf\u7d20\uff0cAI\u7f8e\u989c\u3001HDR\u529f\u80fd<\/li>\n
    • \u5185\u5b58\u4e0e\u5b58\u50a8\uff1a\u6700\u9ad8\u53ef\u900912GB\u8fd0\u884c\u5185\u5b58\uff0c\u6700\u9ad8512GB\u5b58\u50a8\u7a7a\u95f4<\/li>\n
    • \u7535\u6c60\uff1a5000mAh\u5927\u5bb9\u91cf\u7535\u6c60\uff0c\u652f\u6301\u5feb\u901f\u5145\u7535<\/li>\n
    • \u7f51\u7edc\uff1a\u652f\u63015G\u7f51\u7edc\uff0cWi-Fi6\uff0c\u84dd\u72595.2<\/li>\n
    • \u5176\u4ed6\u7279\u6027\uff1aIP68\u9632\u6c34\u9632\u5c18\uff0c\u9762\u90e8\u8bc6\u522b\u548c\u6307\u7eb9\u8bc6\u522b\u89e3\u9501 \u5c0f\u9ea6Pro\u4ee5\u5176\u5f3a\u5927\u7684\u6027\u80fd\u3001\u6e05\u6670\u7684\u663e\u793a\u6548\u679c\u3001\u51fa\u8272\u7684\u6444\u50cf\u80fd\u529b\u4ee5\u53ca\u957f\u4e45\u7eed\u822a\u7b49\u7279\u70b9\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4f18\u8d28\u7684\u624b\u673a\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n

      \u7b2c\u4e8c\u6b65\uff0c\u5c06\u68c0\u7d22\u7ed3\u679c\u4e0e\u7528\u6237\u95ee\u9898\u7ec4\u88c5\u4e3a\u589e\u5f3a\u63d0\u793a\uff0c\u8f93\u5165\u5927\u6a21\u578b\uff1a<\/p>\n

      \u57fa\u4e8e\u4ee5\u4e0b\u4fe1\u606f\u56de\u7b54\u95ee\u9898\uff1a\u201c\u5c0f\u9ea6Pro\u91c7\u7528\u5b89\u5353\u6700\u65b0\u7248\u672c\u7cfb\u7edf\uff0c\u914d\u5907\u9ad8\u6027\u80fd\u516b\u6838\u5904\u7406\u5668\uff0c6.7\u82f1\u5bf8AMOLED\u5168\u9762\u5c4f\uff082K\u5206\u8fa8\u7387\uff09\uff0c5000mAh\u5927\u5bb9\u91cf\u7535\u6c60\uff08\u652f\u6301\u5feb\u901f\u5145\u7535\uff09\uff0cIP68\u9632\u6c34\u9632\u5c18\uff0c\u652f\u63015G\u3001Wi-Fi6\uff1biPhone 12\u7cfb\u5217\u901a\u5e38\u91c7\u7528iOS\u7cfb\u7edf\uff0c\u642d\u8f7dA\u7cfb\u5217\u82af\u7247\uff0c\u5c4f\u5e55\u5c3a\u5bf8\u591a\u4e3a6.1\u82f1\u5bf8\u5de6\u53f3\u3002\u201d \u8bf7\u4ecb\u7ecd\u5c0f\u9ea6Pro\u624b\u673a\u4e0eiPhone 12\u7684\u533a\u522b\u3002<\/p>\n

      \u7b2c\u4e09\u6b65\uff0c\u5927\u6a21\u578b\u7ed3\u5408\u8865\u5145\u77e5\u8bc6\u4e0e\u81ea\u8eab\u8bad\u7ec3\u7684\u624b\u673a\u884c\u4e1a\u5e38\u8bc6\uff0c\u751f\u6210\u51c6\u786e\u56de\u7b54\uff1a<\/p>\n

      \u5c0f\u9ea6Pro\u624b\u673a\u4e0eiPhone 12\u7684\u6838\u5fc3\u533a\u522b\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u7ef4\u5ea6\uff1a<\/p>\n

        \n
      • \u64cd\u4f5c\u7cfb\u7edf\uff1a\u64cd\u4f5c\u7cfb\u7edf\uff1a\u5c0f\u9ea6Pro\u91c7\u7528\u5b89\u5353\u6700\u65b0\u7248\u672c\uff0c\u652f\u6301\u9ad8\u5ea6\u5b9a\u5236\u5316\uff1biPhone 12\u642d\u8f7d\u82f9\u679ciOS\u7cfb\u7edf\uff0c\u751f\u6001\u95ed\u73af\u6027\u5f3a\uff0c\u9690\u79c1\u4fdd\u62a4\u66f4\u5b8c\u5584\u3002<\/li>\n
      • \u786c\u4ef6\u914d\u7f6e\uff1a\u5c0f\u9ea6Pro\u914d\u59076.7\u82f1\u5bf82K AMOLED\u5168\u9762\u5c4f\uff0c\u89c6\u89c9\u4f53\u9a8c\u66f4\u51fa\u8272\uff1biPhone 12\u4e3a6.1\u82f1\u5bf8\u5c4f\u5e55\uff0c\u5206\u8fa8\u7387\u4f4e\u4e8e2K\u3002\u5c0f\u9ea6Pro\u76845000mAh\u5927\u5bb9\u91cf\u7535\u6c60+\u5feb\u901f\u5145\u7535\u7ec4\u5408\uff0c\u7eed\u822a\u4e0e\u8865\u80fd\u6548\u7387\u4f18\u4e8eiPhone\uff08\u901a\u5e38\u4e3a3000-4000mAh\u7535\u6c60\uff09\u3002<\/li>\n
      • \u6838\u5fc3\u6027\u80fd\uff1a\u5c0f\u9ea6Pro\u91c7\u7528\u9ad8\u6027\u80fd\u516b\u6838\u5904\u7406\u5668\uff0ciPhone\u642d\u8f7d\u81ea\u7814A\u7cfb\u5217\u82af\u7247\uff0c\u4e24\u8005\u5747\u80fd\u4fdd\u969c\u6d41\u7545\u4f53\u9a8c\uff0c\u4f46A\u7cfb\u5217\u82af\u7247\u5728AI\u8ba1\u7b97\u3001\u56fe\u5f62\u5904\u7406\u7684\u4f18\u5316\u5ea6\u4e0a\u66f4\u5177\u4f18\u52bf\u3002<\/li>\n<\/ul>\n

        \u4e8c\u3001RAG\u6838\u5fc3\u6982\u5ff5<\/h3>\n

        1. \u4ec0\u4e48\u662fRAG?<\/h4>\n

        RAG\uff08Retrieval-Augmented Generation\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u662f\u7531Facebook AI\u63d0\u51fa\u7684\u4e00\u79cd\u878d\u5408\u68c0\u7d22\u4e0e\u751f\u6210\u80fd\u529b\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\uff0c\u6838\u5fc3\u76ee\u6807\u662f\u63d0\u5347\u5927\u6a21\u578b\u5728\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\uff08\u5982\u5f00\u653e\u57df\u95ee\u7b54\u3001\u5bf9\u8bdd\u751f\u6210\u3001\u4e13\u4e1a\u6587\u6863\u64b0\u5199\uff09\u4e2d\u7684\u51c6\u786e\u6027\u3001\u65f6\u6548\u6027\u4e0e\u53ef\u9760\u6027\u3002<\/p>\n

        \u5176\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u68c0\u7d22\u548c\u751f\u6210\u7684\u6709\u673a\u7ed3\u5408\uff0c\u5f25\u8865\u751f\u6210\u6a21\u578b\uff08\u5982GPT\u3001DeepSeek\u7b49\uff09\u5728\u5904\u7406\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\u65f6\u7684\u4e0d\u8db3\u3002\u5728\u4f20\u7edf\u7684LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u5e94\u7528\u4e2d\uff0c\u6a21\u578b\u4ec5\u4f9d\u8d56\u8bad\u7ec3\u65f6\u5b66\u5230\u7684\u77e5\u8bc6\u6765\u56de\u7b54\u95ee\u9898\uff0c\u8fd9\u5bfc\u81f4\u4e86\u77e5\u8bc6\u66f4\u65b0\u56f0\u96be\u3001\u56de\u7b54\u53ef\u80fd\u8fc7\u65f6\u6216\u4e0d\u51c6\u786e\u7b49\u95ee\u9898\u3002\u800cRAG\u7cfb\u7edf\u901a\u8fc7\u5728\u751f\u6210\u56de\u7b54\u524d\u4e3b\u52a8\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u5c06\u5b9e\u65f6\u3001\u51c6\u786e\u7684\u77e5\u8bc6\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7ed9\u6a21\u578b\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u4e86\u56de\u7b54\u7684\u8d28\u91cf\u548c\u53ef\u9760\u6027\u3002<\/p>\n

        RAG\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u501f\u52a9\u201c\u5916\u6302\u201d\u7684\u63d0\u793a\u5de5\u7a0b\uff0c\u4f46\u7edd\u4e0d\u4ec5\u9650\u4e8e\u6b64\u3002\u5b83\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u5730\u5c06\u5916\u90e8\u77e5\u8bc6\u62fc\u63a5\u5230\u63d0\u793a\u8bcd\u4e2d\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u7cfb\u5217\u4f18\u5316\u624b\u6bb5\uff0c\u786e\u4fdd\u5927\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u5229\u7528\u8fd9\u4e9b\u5916\u90e8\u77e5\u8bc6\uff0c\u4ece\u800c\u63d0\u9ad8\u8f93\u51fa\u7b54\u6848\u7684\u8d28\u91cf\u3002<\/p>\n

        2. RAG\u7684\u524d\u6cbf\u6f14\u8fdb\u65b9\u5411<\/h4>\n

        \u968f\u7740\u6280\u672f\u53d1\u5c55\uff0c\u4f20\u7edfRAG\u5df2\u9010\u6b65\u6f14\u8fdb\u4e3a\u66f4\u667a\u80fd\u3001\u66f4\u9ad8\u6548\u7684\u8fdb\u9636\u5f62\u6001\uff0c\u6838\u5fc3\u524d\u6cbf\u65b9\u5411\u5305\u62ec\uff1a<\/p>\n

          \n
        • \u667a\u80fd\u4f53RAG\uff08Agentic RAG\uff09\uff1a\u8ba9\u5927\u6a21\u578b\u5177\u5907\u4e3b\u52a8\u68c0\u7d22\u80fd\u529b\uff0c\u53ef\u901a\u8fc7\u591a\u8f6e\u4ea4\u4e92\u4f18\u5316\u68c0\u7d22\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u5f53\u9996\u6b21\u68c0\u7d22\u7ed3\u679c\u4e0d\u8db3\u65f6\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u751f\u6210\u8865\u5145\u67e5\u8be2\u8bcd\uff08\u5982\u201c\u5c0f\u9ea6Pro \u5904\u7406\u5668\u5177\u4f53\u578b\u53f7\u201d\uff09\uff0c\u518d\u6b21\u68c0\u7d22\u77e5\u8bc6\u5e93\uff0c\u76f4\u81f3\u83b7\u53d6\u8db3\u591f\u4fe1\u606f\u3002\u8fd9\u79cd\u5f62\u6001\u7279\u522b\u9002\u7528\u4e8e\u590d\u6742\u591a\u8df3\u63a8\u7406\u4efb\u52a1\uff08\u5982\u201c\u5c0f\u9ea6Pro\u7684\u5904\u7406\u5668\u4e0eiPhone 16\u7684\u5904\u7406\u5668\u5728AI\u7b97\u529b\u4e0a\u7684\u5dee\u5f02\u201d\uff09\u3002<\/li>\n
        • \u53ef\u7f16\u8f91RAG\uff08Editable RAG\uff09\uff1a\u89e3\u51b3\u4f20\u7edfRAG\u77e5\u8bc6\u5e93\u66f4\u65b0\u6210\u672c\u9ad8\u7684\u95ee\u9898\u3002\u901a\u8fc7\u76f4\u63a5\u7f16\u8f91\u538b\u7f29\u7684\u77e5\u8bc6\u8868\u793a\uff08\u5982KV Cache\uff09\uff0c\u5b9e\u73b0\u77e5\u8bc6\u7684\u5feb\u901f\u63d2\u5165\u3001\u5220\u9664\u4e0e\u66f4\u65b0\uff0c\u65e0\u9700\u91cd\u65b0\u751f\u6210\u5411\u91cf\u7d22\u5f15\u3002\u4f8b\u5982\uff0c\u5f53\u5c0f\u9ea6Pro\u63a8\u51fa\u65b0\u7248\u672c\u65f6\uff0c\u4ec5\u9700\u7f16\u8f91\u5bf9\u5e94\u53c2\u6570\u6761\u76ee\uff0c\u65e0\u9700\u91cd\u65b0\u5904\u7406\u6574\u4e2a\u4ea7\u54c1\u6587\u6863\uff0c\u7f16\u8f91\u901f\u5ea6\u63d0\u534740\u500d\u4ee5\u4e0a\u3002<\/li>\n
        • \u8d28\u91cf-\u6027\u80fd\u534f\u540c\u4f18\u5316\uff1a\u901a\u8fc7RAG-Stack\u7b49\u6846\u67b6\uff0c\u540c\u6b65\u4f18\u5316\u68c0\u7d22\u8d28\u91cf\uff08\u5982\u53ec\u56de\u7387\uff09\u4e0e\u7cfb\u7edf\u6027\u80fd\uff08\u5982\u68c0\u7d22\u65f6\u5ef6\uff09\u3002\u4f8b\u5982\uff0c\u534e\u4e3a\u9cb2\u9e4fRAG\u4e00\u4f53\u673a\u901a\u8fc7\u91cf\u5316\u52a0\u901f\u3001NPU\u7b97\u529b\u4f18\u5316\uff0c\u5b9e\u73b01\u4ebf\u6570\u636e\u91cf\u4e0b\u68c0\u7d22\u65f6\u5ef650ms\uff0c\u8f83\u4f20\u7edf\u65b9\u6848\u63d0\u534730%\u3002<\/li>\n<\/ul>\n

          \u4e09\u3001RAG\u67b6\u6784<\/h3>\n

          RAG\u6a21\u578b\u7684\u6280\u672f\u67b6\u6784\u53ef\u4ee5\u5206\u4e3a\u4e24\u4e2a\u4e3b\u8981\u6a21\u5757\uff1a\u68c0\u7d22\u6a21\u5757\uff08Retriever\uff09\u548c\u751f\u6210\u6a21\u5757\uff08Generator\uff09\u3002<\/p>\n

          <\/p>\n

            \n
          • \u68c0\u7d22\u6a21\u5757\uff1a\u8d1f\u8d23\u4ece\u5927\u89c4\u6a21\u7684\u77e5\u8bc6\u5e93\u6216\u6587\u6863\u96c6\u5408\u4e2d\uff0c\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u53cc\u5854\u6a21\u578b\uff08dual-encoder\uff09\u8fdb\u884c\u9ad8\u6548\u7684\u5411\u91cf\u5316\u68c0\u7d22\uff0c\u5feb\u901f\u627e\u5230\u4e0e\u67e5\u8be2\u6700\u76f8\u5173\u7684\u82e5\u5e72\u4e2a\u6587\u6863\u6216\u6bb5\u843d\u3002<\/li>\n
          • \u751f\u6210\u6a21\u5757\uff1a\u6839\u636e\u68c0\u7d22\u5230\u7684\u6587\u6863\u548c\u8f93\u5165\u67e5\u8be2\u751f\u6210\u6700\u7ec8\u7684\u56de\u7b54\u6216\u6587\u672c\u3002\u5e76\u4f7f\u7528\u5f3a\u5927\u7684\u751f\u6210\u6a21\u578b\uff08\u5982GPT-4\u3001DeepSeek\u7b49\uff09\u5bf9\u8f93\u5165\u8fdb\u884c\u5904\u7406\uff0c\u786e\u4fdd\u751f\u6210\u7684\u5185\u5bb9\u8fde\u8d2f\u3001\u51c6\u786e\u4e14\u4fe1\u606f\u4e30\u5bcc\u3002<\/li>\n<\/ul>\n

            1. RAG\u5de5\u4f5c\u6d41\u7a0b<\/h4>\n

            \u901a\u8fc7\u7ed3\u5408\u68c0\u7d22\u589e\u5f3a\u6280\u672f\uff0c\u5c06\u7528\u6237\u67e5\u8be2\u4e0e\u5916\u90e8\u77e5\u8bc6\u5e93\u4e2d\u7684\u4fe1\u606f\u878d\u5408\uff0c\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u51c6\u786e\u3001\u53ef\u9760\u7684\u56de\u7b54\u3002\u4ee5\u4e0b\u662fRAG\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/p>\n

            (1) \u77e5\u8bc6\u51c6\u5907\uff1a\u6784\u5efa\u9ad8\u8d28\u91cf\u77e5\u8bc6\u5e93<\/p>\n

              \n
            • \u6536\u96c6\u77e5\u8bc6\u6587\u6863\uff1a\u4ece\u4f01\u4e1a\u5185\u90e8\u6587\u6863\u3001\u516c\u5f00\u6570\u636e\u96c6\u3001\u4e13\u4e1a\u6570\u636e\u5e93\u7b49\u6765\u6e90\u6536\u96c6\u76f8\u5173\u77e5\u8bc6\u6587\u6863\u3002<\/li>\n
            • \u9884\u5904\u7406\uff1a\u5bf9\u6587\u6863\u8fdb\u884c\u6e05\u6d17\uff08\u53bb\u5197\u4f59\u3001\u7ea0\u9519\u8bef\uff09\u3001\u5206\u6bb5\uff08\u6309\u8bed\u4e49\u62c6\u5206\u4e3a\u6bb5\u843d\/\u53e5\u5b50\uff09\u3001\u6807\u6ce8\uff08\u6dfb\u52a0\u9886\u57df\u6807\u7b7e\uff09\uff0c\u63d0\u5347\u540e\u7eed\u68c0\u7d22\u6548\u7387\u3002<\/li>\n
            • \u7d22\u5f15\u5316\uff1a\u5c06\u5904\u7406\u540e\u7684\u6587\u672c\u5355\u5143\u8f6c\u6362\u4e3a\u9002\u5408\u68c0\u7d22\u7684\u683c\u5f0f\uff0c\u4e3a\u540e\u7eed\u5411\u91cf\u5316\u505a\u51c6\u5907\u3002<\/li>\n<\/ul>\n

              (2) \u5d4c\u5165\u4e0e\u7d22\u5f15\uff1a\u6784\u5efa\u9ad8\u6548\u5411\u91cf\u68c0\u7d22\u4f53\u7cfb<\/p>\n

                \n
              • \u4f7f\u7528\u5d4c\u5165\u6a21\u578b\uff1a\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u5d4c\u5165\u6a21\u578b\uff08\u5982Sentence-BERT\u3001Nomic\u7b49\uff09\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u9ad8\u7ef4\u5411\u91cf\u8868\u793a\u3002<\/li>\n
              • \u5b58\u50a8\u5411\u91cf\uff1a\u5c06\u5411\u91cf\u5b58\u50a8\u81f3\u4e13\u4e1a\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982openGauss DataVec\u3001FAISS\u3001Pinecone\uff09\uff0c\u6784\u5efa\u7d22\u5f15\u7ed3\u6784\u3002\u4f8b\u5982\uff0c\u9cb2\u9e4fRAG\u4e00\u4f53\u673a\u57fa\u4e8eopenGauss\u7684\u5411\u91cf\u7d22\u5f15\uff0c\u5b9e\u73b0\u4ebf\u7ea7\u6570\u636e\u6beb\u79d2\u7ea7\u53ec\u56de\u3002<\/li>\n<\/ul>\n

                (3) \u67e5\u8be2\u68c0\u7d22\uff1a\u7cbe\u51c6\u5b9a\u4f4d\u76f8\u5173\u77e5\u8bc6<\/p>\n

                  \n
                • \u67e5\u8be2\u5411\u91cf\u5316\uff1a\u5c06\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff08\u5982\u201c\u5c0f\u9ea6Pro\u4e0eiPhone 12\u7684\u533a\u522b\u201d\uff09\u901a\u8fc7\u5d4c\u5165\u6a21\u578b\u8f6c\u6362\u4e3a\u5411\u91cf\u3002<\/li>\n
                • \u76f8\u4f3c\u5ea6\u8ba1\u7b97\uff1a\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u8ba1\u7b97\u67e5\u8be2\u5411\u91cf\u4e0e\u5b58\u50a8\u5411\u91cf\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff08\u901a\u5e38\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u6216\u6b27\u6c0f\u8ddd\u79bb\uff09\uff0c\u7b5b\u9009\u51fa\u76f8\u5173\u6027\u6700\u9ad8\u7684\u82e5\u5e72\u6587\u672c\u5355\u5143\u3002<\/li>\n
                • \u7ed3\u679c\u91cd\u6392\uff1a\u901a\u8fc7\u91cd\u6392\u6a21\u578b\uff08\u5982Cross-BERT\uff09\u5bf9\u53ec\u56de\u7ed3\u679c\u8fdb\u4e00\u6b65\u6392\u5e8f\uff0c\u5254\u9664\u4f4e\u76f8\u5173\u5185\u5bb9\uff0c\u63d0\u5347\u68c0\u7d22\u8d28\u91cf\u3002<\/li>\n<\/ul>\n

                  (4) \u63d0\u793a\u589e\u5f3a\uff1a\u4f18\u5316\u8f93\u5165\u683c\u5f0f<\/p>\n

                  \u7ec4\u88c5\u63d0\u793a\u8bcd\uff1a\u5c06\u68c0\u7d22\u5230\u7684\u76f8\u5173\u77e5\u8bc6\u4e0e\u7528\u6237\u67e5\u8be2\u6309\u7279\u5b9a\u6a21\u677f\u7ec4\u5408\uff0c\u4f8b\u5982\uff1a\u201c\u57fa\u4e8e\u4ee5\u4e0b\u4fe1\u606f\u56de\u7b54\u95ee\u9898\uff1a[\u68c0\u7d22\u7ed3\u679c] \u95ee\u9898\uff1a[\u7528\u6237\u67e5\u8be2]\u201d\u3002<\/p>\n

                  \u4f18\u5316\u63d0\u793a\u6a21\u677f\uff1a\u91c7\u7528Re\u00b2Search\u7b49\u5148\u8fdb\u63d0\u793a\u7b56\u7565\uff0c\u52a0\u5165\u63a8\u7406\u53cd\u5c04\u673a\u5236\uff0c\u5f15\u5bfc\u6a21\u578b\u66f4\u597d\u5730\u5229\u7528\u68c0\u7d22\u4fe1\u606f\u3002\u4f8b\u5982\uff1a<\/p>\n

                    \n
                  • \u7528\u6237\u67e5\u8be2\uff1a\u8bf7\u4ecb\u7ecd\u5c0f\u9ea6Pro\u624b\u673a\u4e0eiPhone 12\u7684\u533a\u522b\u3002<\/li>\n
                  • \u68c0\u7d22\u7ed3\u679c\uff1a\u5c0f\u9ea6Pro\u91c7\u7528\u5b89\u5353\u7cfb\u7edf\uff0c\u914d\u5907\u9ad8\u6027\u80fd\u516b\u6838\u5904\u7406\u5668\uff0c6.7\u82f1\u5bf8AMOLED\u5c4f\u5e55\uff0c5000mAh\u7535\u6c60\u3002<\/li>\n
                  • \u589e\u5f3a\u63d0\u793a\uff1a\u57fa\u4e8e\u4ee5\u4e0b\u4fe1\u606f\u56de\u7b54\u95ee\u9898\uff1a\u201c\u5c0f\u9ea6Pro\u91c7\u7528\u5b89\u5353\u7cfb\u7edf\uff0c\u914d\u5907\u9ad8\u6027\u80fd\u516b\u6838\u5904\u7406\u5668\uff0c6.7\u82f1\u5bf8AMOLED\u5c4f\u5e55\uff0c5000mAh\u7535\u6c60\u3002\u201d<\/li>\n<\/ul>\n

                    (5)\u00a0\u751f\u6210\u4e0e\u9a8c\u8bc1\uff1a\u8f93\u51fa\u53ef\u9760\u7ed3\u679c<\/p>\n

                      \n
                    • \u8f93\u5165\u589e\u5f3a\u63d0\u793a\uff1a\u5c06\u589e\u5f3a\u63d0\u793a\u6a21\u677f\u8f93\u5165\u751f\u6210\u6a21\u5757\u3002<\/li>\n
                    • \u751f\u6210\u6587\u672c\uff1a\u751f\u6210\u6a21\u5757\u6839\u636e\u63d0\u793a\u6a21\u677f\u751f\u6210\u6700\u7ec8\u7684\u56de\u7b54\uff0c\u7efc\u5408\u8003\u8651\u68c0\u7d22\u5230\u7684\u77e5\u8bc6\u548c\u81ea\u8eab\u7684\u8bad\u7ec3\u77e5\u8bc6\u3002<\/li>\n
                    • \u540e\u5904\u7406\uff1a\u5bf9\u751f\u6210\u7684\u56de\u7b54\u8fdb\u884c\u683c\u5f0f\u8c03\u6574\u3001\u8bed\u6cd5\u68c0\u67e5\u7b49\u540e\u5904\u7406\uff0c\u786e\u4fdd\u8f93\u51fa\u7684\u8d28\u91cf\u548c\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n<\/div>\n

                      \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n

                      <\/div>\n

                      <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                      <\/div>\n","protected":false},"excerpt":{"rendered":"

                      \u672c\u6587\u7b14\u8005\u5c06\u4eceRAG\u6240\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u3001\u6a21\u62df\u573a\u666f\u5165\u624b\uff0c\u8be6\u7ec6\u62c6\u89e3\u5176\u6280\u672f\u67b6\u6784\u3001\u5de5\u4f5c\u6d41\u7a0b\u7b49\uff0c\u4e0e\u5927\u5bb6\u5206\u4eab\u3002 \u5927\u6a21\u578b\uff08Lar […]<\/p>\n

                      <\/div>\n

                      <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                      <\/div>\n","protected":false},"author":56,"featured_media":28520,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[2041,2042],"class_list":["post-28519","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag--rag-","tag-2042"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28519","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=28519"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28519\/revisions"}],"predecessor-version":[{"id":28521,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28519\/revisions\/28521"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/28520"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=28519"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=28519"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=28519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}