{"id":38972,"date":"2025-02-26T22:01:39","date_gmt":"2025-02-26T14:01:39","guid":{"rendered":"https:\/\/17aitech.com\/?p=38972"},"modified":"2025-02-26T22:01:39","modified_gmt":"2025-02-26T14:01:39","slug":"transformer%e9%9d%a9%e6%96%b0%e8%8d%af%e7%89%a9%e7%a0%94%e5%8f%91%ef%bc%9atracer%e6%a1%86%e6%9e%b6%e5%ae%9e%e7%8e%b0%e5%8f%8d%e5%ba%94%e6%84%9f%e7%9f%a5%e7%9a%84%e5%88%86%e5%ad%90%e8%ae%be%e8%ae%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38972","title":{"rendered":"Transformer\u9769\u65b0\u836f\u7269\u7814\u53d1\uff1aTRACER\u6846\u67b6\u5b9e\u73b0\u53cd\u5e94\u611f\u77e5\u7684\u5206\u5b50\u8bbe\u8ba1\u4e0e\u5408\u6210\u4f18\u5316"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Transformer\u9769\u65b0\u836f\u7269\u7814\u53d1\uff1aTRACER\u6846\u67b6\u5b9e\u73b0\u53cd\u5e94\u611f\u77e5\u7684\u5206\u5b50\u8bbe\u8ba1\u4e0e\u5408\u6210\u4f18\u5316<\/a><\/p>\n

<\/a><\/section>\n
\u7f16\u8f91 | 2049<\/section>\n

\u836f\u7269\u7814\u53d1\u5468\u671f\u957f\u3001\u6210\u672c\u9ad8\u662f\u5236\u836f\u884c\u4e1a\u9762\u4e34\u7684\u91cd\u5927\u6311\u6218\u3002\u636e\u7edf\u8ba1\uff0c\u4e00\u4e2a\u65b0\u836f\u4ece\u7814\u53d1\u5230\u4e0a\u5e02\u5e73\u5747\u9700\u8981 12 \u5e74\u65f6\u95f4\uff0c\u6295\u5165\u9ad8\u8fbe 26 \u4ebf\u7f8e\u5143\u3002\u4e3a\u63d0\u5347\u7814\u53d1\u6548\u7387\uff0c\u6df1\u5ea6\u5b66\u4e60<\/mark>\u5728\u5206\u5b50\u751f\u6210\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u5927\u591a\u6570\u65b9\u6cd5\u4ec5\u5173\u6ce8\u300c\u8bbe\u8ba1\u4ec0\u4e48\u300d\uff0c\u800c\u5ffd\u89c6\u4e86\u300c\u5982\u4f55\u5408\u6210\u300d\u8fd9\u4e00\u5173\u952e\u95ee\u9898\u3002<\/p>\n

\u6765\u81ea\u4e1c\u4eac\u79d1\u5b66\u5927\u5b66\uff08Institute of Science Tokyo\uff09\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3a TRACER \u7684\u521b\u65b0\u6846\u67b6\uff0c\u901a\u8fc7\u5c06\u5206\u5b50\u6027\u8d28\u4f18\u5316\u4e0e\u5408\u6210\u8def\u5f84\u751f\u6210\u6709\u673a\u7ed3\u5408\uff0c\u5b9e\u73b0\u4e86\u53cd\u5e94\u611f\u77e5<\/mark>\u7684\u5316\u5408\u7269\u667a\u80fd\u63a2\u7d22\u3002<\/p>\n

\u8be5\u7814\u7a76\u4ee5\u300cMolecular optimization using a conditional transformer for reaction-aware compound exploration with reinforcement learning<\/em>\u300d\u4e3a\u9898\uff0c\u4e8e 2025 \u5e74 2 \u6708 8 \u65e5\u53d1\u8868\u5728\u300aCommunications Chemistry<\/em>\u300b\u3002<\/section>\n
<\/a><\/section>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s42004-025-01437-x<\/em><\/p>\n

\u7814\u7a76\u80cc\u666f<\/strong><\/p>\n

\u5f53\u524d\u5206\u5b50\u751f\u6210\u6a21\u578b<\/mark>\u9762\u4e34\u7684\u6838\u5fc3\u77db\u76fe\u5728\u4e8e\u300c\u751f\u6210\u80fd\u529b\u300d\u4e0e\u300c\u5408\u6210\u53ef\u884c\u6027\u300d\u7684\u5272\u88c2\u3002\u4e3b\u6d41\u65b9\u6cd5\u5982 Molecule Chef \u7b49\u57fa\u4e8e\u6f5c\u7a7a\u95f4\u4f18\u5316\u7684\u6a21\u578b\uff0c\u867d\u80fd\u901a\u8fc7\u53cd\u5e94\u6570\u636e\u96c6\u5b66\u4e60\u5316\u5b66\u8f6c\u5316\u6a21\u5f0f\uff0c\u4f46\u53d7\u9650\u4e8e\u5355\u6b65\u53cd\u5e94\u5904\u7406\u548c\u56fa\u5b9a\u6a21\u677f\u5e93\uff08\u7ea6 100 \u4e2a\u53cd\u5e94\u7c7b\u578b\uff09\uff0c\u96be\u4ee5\u5e94\u5bf9\u771f\u5b9e\u5408\u6210\u4e2d\u590d\u6742\u7684\u533a\u57df\u9009\u62e9\u6027\u548c\u5316\u5b66\u9009\u62e9\u6027\uff09\u3002<\/p>\n

\u4f20\u7edf SA \u8bc4\u5206\u7b49\u62d3\u6251\u65b9\u6cd5\u867d\u80fd\u5feb\u901f\u8bc4\u4f30\u5408\u6210\u96be\u5ea6\uff0c\u5374\u65e0\u6cd5\u6355\u6349\u52a8\u6001\u53cd\u5e94\u6761\u4ef6\u7684\u5f71\u54cd\u3002\u66f4\u6df1\u5c42\u7684\u77db\u76fe\u5728\u4e8e\uff0c\u73b0\u6709\u6a21\u578b\u8981\u4e48\u50cf CasVAE \u822c\u4f9d\u8d56\u9884\u5b9a\u4e49\u6a21\u677f\u5e93\u5bfc\u81f4\u521b\u65b0\u6027\u53d7\u9650\uff0c\u8981\u4e48\u5982 DoG-Gen \u91c7\u7528\u7aef\u5230\u7aef\u67b6\u6784\u727a\u7272\u4e86\u53cd\u5e94\u77e5\u8bc6\u7684\u663e\u5f0f\u5efa\u6a21\u3002\u8fd9\u79cd\u6280\u672f\u65ad\u5c42\u5bfc\u81f4\u751f\u6210\u5206\u5b50\u4e2d\u4ec5 17-43% \u5177\u6709\u5b9e\u9645\u5408\u6210\u4ef7\u503c\u3002<\/p>\n

TRACER \u7684\u521b\u65b0\u7a81\u7834\u5728\u4e8e\u5c06 1000 \u79cd\u771f\u5b9e\u53cd\u5e94\u7c7b\u578b\u7f16\u7801\u4e3a\u6761\u4ef6\u4ee4\u724c\uff0c\u4f7f Transformer \u80fd\u540c\u65f6\u5b66\u4e60\u300c\u751f\u6210\u4ec0\u4e48\u300d\u548c\u300c\u5982\u4f55\u751f\u6210\u300d\uff0c\u4e3a\u836f\u7269\u53d1\u73b0<\/mark>\u5f00\u8f9f\u53cd\u5e94\u611f\u77e5<\/mark>\u7684\u5206\u5b50\u8bbe\u8ba1\u65b0\u7ef4\u5ea6\u3002<\/p>\n

<\/a><\/section>\n
\u56fe\u793a\uff1a\u5148\u524d\u7814\u7a76\u548c\u62df\u8bae\u65b9\u6cd5\u7684\u6bd4\u8f83\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/section>\n

\u7406\u8bba\u6846\u67b6\uff1a\u53cd\u5e94\u77e5\u8bc6\u7684\u4e09\u91cd\u7f16\u7801\u673a\u5236<\/strong><\/p>\n

TRACER \u7684\u6838\u5fc3\u7406\u5ff5\u5efa\u7acb\u5728\u300c\u53cd\u5e94\u6761\u4ef6-\u7ed3\u6784\u8f6c\u5316-\u5c5e\u6027\u4f18\u5316\u300d\u7684\u534f\u540c\u5b66\u4e60\u4e0a\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u6f5c\u7a7a\u95f4\u6a21\u578b\u5c06\u5206\u5b50\u4e0e\u53cd\u5e94\u4fe1\u606f\u538b\u7f29\u4e3a\u8fde\u7eed\u5411\u91cf\uff0c\u7814\u7a76\u56e2\u961f\u91c7\u7528\u663e\u5f0f\u5206\u79bb\u67b6\u6784\uff1a\u56fe\u5377\u79ef\u7f51\u7edc<\/mark>\uff08GCN\uff09\u9884\u6d4b\u9002\u7528\u53cd\u5e94\u6a21\u677f\uff0c\u6761\u4ef6 Transformer \u6267\u884c\u5177\u4f53\u8f6c\u5316\uff0cMCTS \u8d1f\u8d23\u5168\u5c40\u4f18\u5316\u3002<\/p>\n

<\/a><\/section>\n

\u56fe\u793a\uff1a\u5168\u9762\u6982\u8ff0\u5305\u542b\u6761\u4ef6\u53d8\u538b\u5668\u548c MCTS \u7684\u7efc\u5408\u6a21\u578b\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u8fd9\u79cd\u89e3\u8026\u8bbe\u8ba1\u4f7f\u6a21\u578b\u80fd\u540c\u65f6\u5904\u7406\u4e24\u7c7b\u5173\u952e\u4fe1\u606f\u6d41\u2014\u2014GCN \u4ece\u5206\u5b50\u56fe\u4e2d\u63d0\u53d6\u7684\u62d3\u6251\u7279\u5f81\u4e0e Transformer \u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236<\/mark>\u6355\u6349\u7684\u5e8f\u5217\u6a21\u5f0f\u3002<\/p>\n

<\/a><\/section>\n

\u56fe\u793a\uff1a\u6761\u4ef6\u8f6c\u6362\u5668\u7528\u4e8e\u5728\u53cd\u5e94\u6a21\u677f\u6761\u4ef6\u4e0b\u5b66\u4e60\u7ed3\u6784\u8f6c\u6362\u7684\u7a0b\u5e8f\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u7279\u522b\u503c\u5f97\u5173\u6ce8\u7684\u662f\u6761\u4ef6\u4ee4\u724c\u7684\u5f15\u5165\uff0c\u5c06\u53cd\u5e94\u7c7b\u578b\u7d22\u5f15\u5d4c\u5165 SMILES \u5e8f\u5217\u5934\u90e8\uff0c\u4f7f\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u80fd\u533a\u5206\u80fa\u5316\u3001\u5076\u8054\u7b49\u4e0d\u540c\u8f6c\u5316\u7c7b\u578b\u3002\u5982\u8868 1 \u6240\u793a\uff0c\u52a0\u5165\u53cd\u5e94\u6761\u4ef6\u4f7f\u5b8c\u7f8e\u51c6\u786e\u7387<\/mark>\u4ece 0.2 \u8dc3\u5347\u81f3 0.6\uff0c\u8bc1\u660e\u6761\u4ef6\u4fe1\u606f\u80fd\u6709\u6548\u7f29\u5c0f\u5316\u5b66\u7a7a\u95f4\u641c\u7d22\u8303\u56f4\u3002<\/p>\n

\u6280\u672f\u5b9e\u73b0\uff1a\u865a\u62df\u5408\u6210\u6811\u7684\u52a8\u6001\u6784\u5efa<\/strong><\/p>\n

\u5728\u7b97\u6cd5\u5c42\u9762\uff0cTRACER \u901a\u8fc7\u56db\u9636\u6bb5 MCTS \u5b9e\u73b0\u5206\u5b50\u4f18\u5316\u4e0e\u8def\u5f84\u751f\u6210\u7684\u95ed\u73af\u3002<\/p>\n

\u9009\u62e9\u9636\u6bb5\u91c7\u7528\u6539\u8fdb\u00a0UCB\u00a0\u516c\u5f0f\u5e73\u8861\u63a2\u7d22-\u5229\u7528\u77db\u76fe\uff0c\u5176\u4e2d\u4ef7\u503c\u51fd\u6570 Q(s) \u6574\u5408 QSAR \u9884\u6d4b\u503c\u548c\u5408\u6210\u590d\u6742\u5ea6\u8bc4\u4f30\u3002\u6269\u5c55\u9636\u6bb5\u7684\u53cc\u91cd\u8fc7\u6ee4\u673a\u5236\u662f\u5173\u952e\u521b\u65b0\uff1aGCN \u9996\u8f6e\u7b5b\u9009\u51fa 10 \u4e2a\u6700\u76f8\u5173\u53cd\u5e94\u6a21\u677f\uff08top-5 \u51c6\u786e\u7387<\/mark> 77.1%\uff09\uff0c\u968f\u540e\u901a\u8fc7\u5b50\u7ed3\u6784\u5339\u914d\u5254\u9664 30% \u4e0d\u9002\u7528\u65b9\u6848\u3002<\/p>\n

Transformer \u5728\u675f\u5bbd 10-50 \u6761\u4ef6\u4e0b\u751f\u6210\u5019\u9009\u4ea7\u7269\uff0c\u5176\u72ec\u7279\u7684\u591a\u6b65\u63a8\u7406\u80fd\u529b\u53ef\u5904\u7406 Friedel-Crafts \u9170\u5316\u7b49\u590d\u6742\u8f6c\u5316\u3002<\/p>\n

<\/a><\/section>\n

\u56fe\u793a\uff1a\u5bf9 DRD2 \u5177\u6709\u6700\u9ad8 QSAR \u503c\u7684\u5316\u5408\u7269\u53ca\u5176\u5408\u6210\u8def\u7ebf\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u5b9e\u9a8c\u663e\u793a\uff0c\u76f8\u8f83\u4e8e\u65e0\u7ea6\u675f Transformer \u4ec5 43.3% \u7684\u6bcd\u6838\u4fdd\u7559\u7387\uff0cTRACER \u8fbe\u5230 94.5%\uff0c\u8bc1\u660e\u5176\u80fd\u6709\u6548\u7ef4\u6301\u836f\u7269\u5206\u5b50\u5173\u952e\u9aa8\u67b6\u3002<\/p>\n

\u5b9e\u9a8c\u9a8c\u8bc1\uff1a\u8de8\u8d8a\u4e09\u4e2a\u9776\u70b9\u7684\u6027\u80fd\u7a81\u7834<\/strong><\/p>\n

\u5728 DRD2\u3001AKT1\u3001CXCR4 \u9776\u70b9\u7684\u5bf9\u6bd4\u5b9e\u9a8c\u4e2d\uff0cTRACER \u5c55\u73b0\u51fa\u72ec\u7279\u4f18\u52bf\u3002\u5f53\u675f\u5bbd\u4f18\u5316\u81f3 30 \u65f6\uff0c\u5bf9 USPTO \u5e93\u5916\u5206\u5b50\u7684\u751f\u6210\u6bd4\u4f8b\u8fbe 99.8%\uff0cFr\u00e9chet ChemNet \u8ddd\u79bb 14.3\uff0c\u8fdc\u8d85 Molecule Chef\uff082.60\uff09\u548c SynFlowNet\uff0817.0\uff09\u3002<\/p>\n

<\/a><\/section>\n

\u56fe\u793a\uff1a\u9488\u5bf9\u6bcf\u79cd\u86cb\u767d\u8d28\u7684\u5206\u5b50\u751f\u6210\u6a21\u578b<\/mark>\u4e4b\u95f4\u7684\u6bd4\u8f83\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4ece ZINC \u6570\u636e\u5e93<\/mark>\u7b5b\u9009\u7684\u521d\u59cb\u5206\u5b50\uff08QSAR\u22480\uff09\u51fa\u53d1\uff0c\u7ecf\u8fc7 3-4 \u6b65\u865a\u62df\u5408\u6210\u5373\u53ef\u83b7\u5f97\u6d3b\u6027\u503c > 0.5 \u7684\u5316\u5408\u7269\uff0c\u5176\u4e0e\u5df2\u77e5\u914d\u4f53\u7684 Tanimoto \u76f8\u4f3c\u5ea6\u6700\u9ad8\u8fbe 0.838\u3002<\/p>\n

\u60f3\u5728\u5408\u6210\u53ef\u884c\u6027\u65b9\u9762\uff0c\u751f\u6210\u5206\u5b50\u5e73\u5747 SA \u8bc4\u5206 2.52 \u4e0e\u57fa\u51c6<\/mark>\u6a21\u578b\u76f8\u5f53\uff0c\u4f46\u5206\u5b50\u91cf\u5206\u5e03\u66f4\u63a5\u8fd1\u4e0a\u5e02\u836f\u7269\uff08412 vs 465 Da\uff09\u3002\u8fd9\u4e9b\u6570\u636e\u9a8c\u8bc1\u4e86 TRACER \u5728\u63a2\u7d22\u6027\uff08\u751f\u6210\u65b0\u9896\u7ed3\u6784\uff09\u4e0e\u5b9e\u7528\u6027\uff08\u4fdd\u8bc1\u53ef\u5408\u6210\u6027\uff09\u4e4b\u95f4\u7684\u7cbe\u5999\u5e73\u8861\u3002<\/p>\n

<\/a><\/section>\n

\u56fe\u793a\uff1a\u968f\u673a\u68ee\u6797<\/mark>\u4e2d\u5305\u542b\u7684\u8d85\u53c2\u6570<\/mark>\u8303\u56f4\u548c\u6bcf\u4e2a\u76ee\u6807\u86cb\u767d\u8d28\u7684\u9009\u5b9a\u503c\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u672a\u6765\u5c55\u671b<\/strong><\/p>\n

TRACER \u6846\u67b6\u7684\u7a81\u7834\u6027\u4ef7\u503c\u5728\u4e8e\u9996\u6b21\u5b9e\u73b0\u4e86\u5206\u5b50\u5c5e\u6027\u4f18\u5316\u4e0e\u5408\u6210\u8def\u5f84\u751f\u6210\u7684\u8026\u5408\u5b66\u4e60\uff0c\u5c06 AI \u836f\u7269\u53d1\u73b0<\/mark>\u4ece\u300c\u7eb8\u4e0a\u8c08\u5175\u300d\u63a8\u5411\u300c\u5b9e\u6218\u63a8\u6f14\u300d\u3002\u5b9e\u9a8c\u8bc1\u660e\u5176\u751f\u6210\u7684\u5316\u5408\u7269\u4e2d\u5927\u90e8\u5206\u5305\u542b\u53ef\u5546\u4e1a\u5316\u83b7\u53d6\u7684\u780c\u5757\uff0c\u8fd9\u5bf9\u52a0\u901f DMTA\uff08\u8bbe\u8ba1-\u5408\u6210-\u6d4b\u8bd5-\u5206\u6790\uff09\u5faa\u73af\u5177\u6709\u73b0\u5b9e\u610f\u4e49\u3002<\/p>\n

\u5f53\u524d\u6a21\u578b\u4ecd\u53d7\u9650\u4e8e\u521d\u59cb\u5316\u5408\u7269\u9009\u62e9\u5bf9\u4f18\u5316\u6548\u7387\u7684\u5f71\u54cd\uff0c\u4e14\u5728\u6d89\u53ca\u591a\u7ec4\u5206\u53cd\u5e94\u7684\u573a\u666f\u4e2d\u9884\u6d4b\u7cbe\u5ea6\u6709\u6240\u4e0b\u964d\u3002\u672a\u6765\u7814\u7a76\u53ef\u901a\u8fc7\u5f15\u5165\u53cd\u5e94\u6761\u4ef6\u63a8\u8350\u6a21\u5757\u3001\u6574\u5408\u9006\u5408\u6210\u5206\u6790\uff0c\u4ee5\u53ca\u6269\u5c55\u81f3\u66f4\u5927\u89c4\u6a21\u7684\u53cd\u5e94\u7c7b\u578b\u8bad\u7ec3\u6570\u636e\u6765\u589e\u5f3a\u5b9e\u7528\u6027\u3002<\/p>\n

\u8fd9\u9879\u7814\u7a76\u66f4\u6df1\u8fdc\u7684\u610f\u4e49\u5728\u4e8e\u63ed\u793a\uff1a\u5f53 AI \u6a21\u578b\u80fd\u591f\u7406\u89e3\u5316\u5b66\u8f6c\u5316\u7684\u5185\u5728\u903b\u8f91<\/mark>\u65f6\uff0c\u865a\u62df\u5206\u5b50\u8bbe\u8ba1\u624d\u80fd\u771f\u6b63\u5bf9\u63a5\u5b9e\u9a8c\u5ba4\u7684\u5b9e\u9645\u9700\u6c42\u3002<\/p>\n

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Transformer\u9769\u65b0\u836f\u7269\u7814\u53d1\uff1aTRACER\u6846\u67b6\u5b9e\u73b0\u53cd\u5e94\u611f\u77e5\u7684\u5206\u5b50\u8bbe\u8ba1\u4e0e\u5408\u6210\u4f18\u5316<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Transformer […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[65],"class_list":["post-38972","post","type-post","status-publish","format-standard","hentry","category-news","tag-65"],"yoast_head":"\nTransformer\u9769\u65b0\u836f\u7269\u7814\u53d1\uff1aTRACER\u6846\u67b6\u5b9e\u73b0\u53cd\u5e94\u611f\u77e5\u7684\u5206\u5b50\u8bbe\u8ba1\u4e0e\u5408\u6210\u4f18\u5316 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=38972\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=38972\",\"url\":\"https:\/\/17aitech.com\/?p=38972\",\"name\":\"Transformer\u9769\u65b0\u836f\u7269\u7814\u53d1\uff1aTRACER\u6846\u67b6\u5b9e\u73b0\u53cd\u5e94\u611f\u77e5\u7684\u5206\u5b50\u8bbe\u8ba1\u4e0e\u5408\u6210\u4f18\u5316 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=38972#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=38972#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-835afe5d4c74b3ce18001c322eb90df2.png\",\"datePublished\":\"2025-02-26T14:01:39+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=38972#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=38972\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=38972#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-835afe5d4c74b3ce18001c322eb90df2.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-835afe5d4c74b3ce18001c322eb90df2.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=38972#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Transformer\u9769\u65b0\u836f\u7269\u7814\u53d1\uff1aTRACER\u6846\u67b6\u5b9e\u73b0\u53cd\u5e94\u611f\u77e5\u7684\u5206\u5b50\u8bbe\u8ba1\u4e0e\u5408\u6210\u4f18\u5316\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Transformer\u9769\u65b0\u836f\u7269\u7814\u53d1\uff1aTRACER\u6846\u67b6\u5b9e\u73b0\u53cd\u5e94\u611f\u77e5\u7684\u5206\u5b50\u8bbe\u8ba1\u4e0e\u5408\u6210\u4f18\u5316 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=38972","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=38972","url":"https:\/\/17aitech.com\/?p=38972","name":"Transformer\u9769\u65b0\u836f\u7269\u7814\u53d1\uff1aTRACER\u6846\u67b6\u5b9e\u73b0\u53cd\u5e94\u611f\u77e5\u7684\u5206\u5b50\u8bbe\u8ba1\u4e0e\u5408\u6210\u4f18\u5316 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=38972#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=38972#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-835afe5d4c74b3ce18001c322eb90df2.png","datePublished":"2025-02-26T14:01:39+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=38972#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=38972"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=38972#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-835afe5d4c74b3ce18001c322eb90df2.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-835afe5d4c74b3ce18001c322eb90df2.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=38972#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"Transformer\u9769\u65b0\u836f\u7269\u7814\u53d1\uff1aTRACER\u6846\u67b6\u5b9e\u73b0\u53cd\u5e94\u611f\u77e5\u7684\u5206\u5b50\u8bbe\u8ba1\u4e0e\u5408\u6210\u4f18\u5316"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38972","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38972"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38972\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38972"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38972"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38972"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}