{"id":52318,"date":"2025-08-11T13:09:10","date_gmt":"2025-08-11T05:09:10","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/52318.html"},"modified":"2025-08-11T13:09:10","modified_gmt":"2025-08-11T05:09:10","slug":"%e3%80%90%e8%be%89%e5%85%89%e5%a4%a7%e5%b0%8f%e5%a7%90%e5%b0%8f%e8%af%be%e5%a0%82%e3%80%91-6-1%ef%bc%9a%e6%95%88%e7%8e%87%e7%9a%84%e6%9a%b4%e6%94%bf%ef%bc%9a%e4%b8%ba%e7%9f%a9","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/52318.html","title":{"rendered":"\u3010\u8f89\u5149\u5927\u5c0f\u59d0\u5c0f\u8bfe\u5802\u3011 6.1\uff1a\u201c\u6548\u7387\u7684\u66b4\u653f\u201d\uff1a\u4e3a\u77e9\u9635\u4e58\u6cd5\u4f18\u5316\u7684\u4e16\u754c"},"content":{"rendered":"<h4>\u3010\u7b2c\u56db\u9636\u6bb5\u5f15\u8a00&#xff1a;\u5e95\u5c42\u54f2\u5b66\u7684\u91cd\u5851\u2014\u2014AI\u57fa\u7840\u8bbe\u65bd\u3011<\/h4>\n<p>\u62a5\u544a\u6807\u9898&#xff1a; \u300a\u52a8\u673a\u5bfc\u5411\u67b6\u6784&#xff1a;\u4e3a\u4e0b\u4e00\u4e2a\u5341\u5e74\u7684\u4eba\u5de5\u667a\u80fd\u5960\u57fa\u300b<\/p>\n<p>\u5f00\u7bc7&#xff1a;\u6211\u4eec\u7528\u4ec0\u4e48\u6837\u7684\u5de5\u5177&#xff0c;\u5c31\u5efa\u9020\u51fa\u4ec0\u4e48\u6837\u7684\u4e16\u754c<\/p>\n<p>\u7eb5\u89c2\u4eba\u7c7b\u6280\u672f\u53f2&#xff0c;\u4ece\u9752\u94dc\u5230\u84b8\u6c7d\u673a&#xff0c;\u518d\u5230\u6676\u4f53\u7ba1&#xff0c;\u6211\u4eec\u6240\u4f7f\u7528\u7684\u201c\u5e95\u5c42\u5de5\u5177\u201d\u6df1\u523b\u5730\u5b9a\u4e49\u4e86\u6211\u4eec\u80fd\u591f\u6784\u5efa\u7684\u201c\u4e0a\u5c42\u5efa\u7b51\u201d\u7684\u5f62\u6001\u3001\u89c4\u6a21\u548c\u6781\u9650\u3002\u5de5\u5177\u4e0d\u4ec5\u662f\u6548\u7387\u7684\u5ef6\u4f38&#xff0c;\u66f4\u662f\u601d\u60f3\u7684\u56fa\u5316\u3002<\/p>\n<p>\u4eca\u5929&#xff0c;\u6211\u4eec\u6b63\u5904\u5728\u4e00\u4e2a\u7531**\u4eba\u5de5\u667a\u80fd&#xff08;AI&#xff09;**\u9a71\u52a8\u7684\u6df1\u523b\u53d8\u9769\u65f6\u4ee3\u3002\u800c\u652f\u6491\u8fd9\u573a\u53d8\u9769\u7684\u5e95\u5c42\u5de5\u5177&#xff0c;\u4ece\u786c\u4ef6&#xff08;GPU\/TPU&#xff09;\u5230\u8f6f\u4ef6&#xff08;TensorFlow\/PyTorch&#xff09;&#xff0c;\u90fd\u56f4\u7ed5\u7740\u4e00\u4e2a\u6838\u5fc3\u64cd\u4f5c\u8fdb\u884c\u4e86\u6781\u81f4\u7684\u4f18\u5316&#xff1a;\u77e9\u9635\u4e58\u6cd5&#xff08;Matrix Multiplication&#xff09;\u3002\u795e\u7ecf\u7f51\u7edc\u7684\u5de8\u5927\u6210\u529f&#xff0c;\u4f7f\u5f97\u6574\u4e2aAI\u4e16\u754c\u90fd\u5efa\u7acb\u5728\u4e86\u8fd9\u4e2a\u6570\u5b66\u8fd0\u7b97\u7684\u57fa\u77f3\u4e4b\u4e0a\u3002\u6211\u4eec\u4e3a\u5b83\u8bbe\u8ba1\u4e13\u95e8\u7684\u82af\u7247&#xff0c;\u4e3a\u5b83\u91cd\u6784\u7f16\u7a0b\u6846\u67b6&#xff0c;\u4e3a\u5b83\u53d1\u660e\u65b0\u7684\u7b97\u6cd5\u3002<\/p>\n<p>\u8fd9\u79cd\u4e13\u6ce8\u5e26\u6765\u4e86\u60ca\u4eba\u7684\u201c\u6548\u7387\u201d\u3002\u7136\u800c&#xff0c;\u5f53\u6211\u4eec\u56de\u987e\u524d\u4e09\u4e2a\u9636\u6bb5\u7684\u63a8\u6f14\u2014\u2014\u4ece\u5e7f\u544a\u7cfb\u7edf\u4e2d\u7684\u4ef7\u503c\u626d\u66f2&#xff0c;\u5230\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u7cbe\u795e\u71b5\u589e&#xff0c;\u518d\u5230\u641c\u7d22\u7cfb\u7edf\u4e2d\u7684\u610f\u56fe\u8ff7\u822a\u2014\u2014\u6211\u4eec\u5fc5\u987b\u63d0\u51fa\u4e00\u4e2a\u4ee4\u4eba\u4e0d\u5b89\u7684\u95ee\u9898&#xff1a;<\/p>\n<p>\u6211\u4eec\u662f\u5426\u56e0\u4e3a\u8fc7\u5ea6\u75f4\u8ff7\u4e8e\u63d0\u5347\u201c\u8ba1\u7b97\u6548\u7387\u201d&#xff0c;\u800c\u7cfb\u7edf\u6027\u5730\u5ffd\u89c6\u4e86\u6211\u4eec\u771f\u6b63\u60f3\u89e3\u51b3\u7684\u95ee\u9898\u7684\u201c\u5185\u5728\u590d\u6742\u6027\u201d&#xff1f;<\/p>\n<p>\u6211\u4eec\u53d1\u73b0&#xff0c;\u6240\u6709\u4e0a\u5c42\u5e94\u7528\u7684\u56f0\u5883&#xff0c;\u6700\u7ec8\u90fd\u6307\u5411\u4e00\u4e2a\u5171\u540c\u7684\u6839\u6e90&#xff1a;\u73b0\u6709AI\u57fa\u7840\u8bbe\u65bd\u5728\u8bbe\u8ba1\u4e4b\u521d&#xff0c;\u5c31\u7f3a\u5c11\u5bf9\u67d0\u4e9b\u5173\u952e\u6982\u5ff5\u7684\u201c\u4e00\u7b49\u516c\u6c11\u201d\u652f\u6301\u3002\u8fd9\u4e9b\u6982\u5ff5\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u591a\u667a\u80fd\u4f53\u95f4\u7684\u535a\u5f08&#xff08;Multi-agent Game Theory&#xff09;&#xff1a; \u73b0\u5b9e\u4e16\u754c\u4e0d\u662f\u4e00\u4e2a\u5355\u4eba\u6e38\u620f&#xff0c;\u800c\u662f\u5145\u6ee1\u4e86\u5229\u76ca\u51b2\u7a81\u4e0e\u5408\u4f5c\u7684\u590d\u6742\u535a\u5f08\u3002<\/li>\n<li>\u957f\u671f\u4ef7\u503c\u51fd\u6570&#xff08;Long-term Value Function&#xff09;&#xff1a; \u77ed\u671f\u6307\u6807\u7684\u4f18\u5316&#xff0c;\u5f80\u5f80\u4ee5\u727a\u7272\u957f\u671f\u751f\u6001\u5065\u5eb7\u4e3a\u4ee3\u4ef7\u3002<\/li>\n<li>\u53ef\u89e3\u91ca\u7684\u52a8\u673a&#xff08;Explainable Motives&#xff09;&#xff1a; \u6211\u4eec\u4e0d\u4ec5\u60f3\u77e5\u9053AI\u201c\u505a\u4e86\u4ec0\u4e48\u201d&#xff0c;\u66f4\u60f3\u77e5\u9053\u5b83\u201c\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a\u201d\u3002<\/li>\n<li>\u7cfb\u7edf\u5e72\u9884\u7684\u4f26\u7406\u53cd\u601d&#xff08;Ethical Reflection on Intervention&#xff09;&#xff1a; AI\u7684\u51b3\u7b56\u4f1a\u53cd\u8fc7\u6765\u5851\u9020\u73b0\u5b9e&#xff0c;\u5f62\u6210\u96be\u4ee5\u6253\u7834\u7684\u53cd\u9988\u5faa\u73af\u3002<\/li>\n<\/ul>\n<p>\u73b0\u6709\u7684AI\u57fa\u7840\u8bbe\u65bd&#xff0c;\u5c31\u50cf\u4e00\u628a\u4e3a\u201c\u9524\u9489\u5b50\u201d\u800c\u8bbe\u8ba1\u7684\u3001\u65e0\u6bd4\u7cbe\u826f\u7684\u9524\u5b50\u3002\u4f46\u6211\u4eec\u9762\u5bf9\u7684\u73b0\u5b9e\u4e16\u754c&#xff0c;\u5374\u5145\u6ee1\u4e86\u9700\u8981\u7528\u87ba\u4e1d\u5200\u3001\u6273\u624b\u751a\u81f3\u624b\u672f\u5200\u624d\u80fd\u89e3\u51b3\u7684\u95ee\u9898\u3002\u6211\u4eec\u8bd5\u56fe\u7528\u201c\u9524\u5b50\u201d\u53bb\u62e7\u87ba\u4e1d&#xff0c;\u7ed3\u679c\u5f80\u5f80\u662f\u628a\u4e8b\u60c5\u641e\u5f97\u66f4\u7cdf\u3002<\/p>\n<p>\u672c\u62a5\u544a&#xff0c;\u4f5c\u4e3a\u6211\u4eec\u7cfb\u5217\u63a8\u6f14\u7684\u7ec8\u7ae0&#xff0c;\u5c06\u4e0d\u518d\u6ee1\u8db3\u4e8e\u5bf9\u4e0a\u5c42\u5e94\u7528\u7684\u4fee\u8865\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u76f4\u51fb\u6839\u6e90&#xff0c;\u63d0\u51fa\u4e00\u4e2a\u5168\u65b0\u7684AI\u57fa\u7840\u8bbe\u65bd\u8bbe\u8ba1\u54f2\u5b66\u2014\u2014\u52a8\u673a\u5bfc\u5411\u67b6\u6784&#xff08;Motive-Oriented Architecture, MOA&#xff09;\u3002<\/p>\n<p>MOA\u4e3b\u5f20&#xff0c;\u672a\u6765\u7684AI\u57fa\u7840\u8bbe\u65bd&#xff0c;\u5176\u6838\u5fc3\u8bbe\u8ba1\u7406\u5ff5\u5fc5\u987b\u4ece\u201c\u4f18\u5316\u8ba1\u7b97\u8fc7\u7a0b\u201d\u8f6c\u5411\u201c\u6a21\u62df\u4e0e\u5f15\u5bfc\u52a8\u673a\u201d\u3002\u5b83\u5e94\u8be5\u5728\u6700\u5e95\u5c42\u5c31\u4e3a\u201c\u535a\u5f08\u201d\u3001\u201c\u4ef7\u503c\u201d\u3001\u201c\u4f26\u7406\u201d\u548c\u201c\u610f\u56fe\u201d\u8fd9\u4e9b\u590d\u6742\u6982\u5ff5\u63d0\u4f9b\u539f\u751f\u652f\u6301\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u901a\u8fc7\u4e24\u4e2a\u6700\u7ec8\u7684\u6848\u4f8b&#xff0c;\u6765\u9610\u8ff0\u6784\u5efaMOA\u7684\u5fc5\u8981\u6027\u4e0e\u53ef\u80fd\u6027&#xff1a;<\/p>\n<li>\u201c\u6548\u7387\u7684\u66b4\u653f\u201d&#xff1a;\u5256\u6790\u5f53\u524d\u4e3a\u77e9\u9635\u4e58\u6cd5\u4f18\u5316\u7684\u4e16\u754c&#xff0c;\u5176\u8def\u5f84\u4f9d\u8d56\u5982\u4f55\u9650\u5236\u4e86\u6211\u4eec\u7684\u60f3\u8c61\u529b\u3002<\/li>\n<li>\u201c\u770b\u4e0d\u89c1\u7684\u67b7\u9501\u201d&#xff1a;\u63ed\u793a\u73b0\u6709MLOps\u4f53\u7cfb\u5982\u4f55\u5ffd\u89c6\u4e86\u6a21\u578b\u4e0e\u73b0\u5b9e\u4e4b\u95f4\u5371\u9669\u7684\u201c\u81ea\u6211\u5b9e\u73b0\u201d\u5faa\u73af\u3002<\/li>\n<p>\u8fd9\u4e0d\u518d\u662f\u4e00\u4efd\u5173\u4e8e\u7b97\u6cd5\u7684\u62a5\u544a\u3002\u8fd9\u662f\u4e00\u4efd\u5173\u4e8e\u201c\u5730\u57fa\u201d\u7684\u84dd\u56fe&#xff0c;\u4e00\u4efd\u5173\u4e8e\u6211\u4eec\u5e0c\u671b\u5728\u4e0b\u4e00\u4e2a\u5341\u5e74&#xff0c;\u7528AI\u5efa\u9020\u4e00\u4e2a\u4ec0\u4e48\u6837\u7684\u4e16\u754c\u7684\u5ba3\u8a00\u3002<\/p>\n<h4>\u3010\u7b2c\u56db\u9636\u6bb5 \u00b7 \u6848\u4f8b6.1&#xff1a;\u201c\u6548\u7387\u7684\u66b4\u653f\u201d&#xff1a;\u4e3a\u77e9\u9635\u4e58\u6cd5\u4f18\u5316\u7684\u4e16\u754c\u3011<\/h4>\n<p>1. \u76ee\u6807\u5b9a\u4e49 (Objective Definition):<\/p>\n<ul>\n<li>\u6838\u5fc3\u95ee\u9898&#xff1a; \u6df1\u5165\u8bba\u8bc1\u5f53\u524d\u6574\u4e2aAI\u6280\u672f\u6808&#xff08;\u4ece\u786c\u4ef6\u82af\u7247\u5230\u8f6f\u4ef6\u6846\u67b6&#xff09;\u5bf9\u201c\u77e9\u9635\u4e58\u6cd5\u201d\u7684\u6781\u81f4\u4f18\u5316&#xff0c;\u867d\u7136\u5e26\u6765\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u7e41\u8363&#xff0c;\u4f46\u4e5f\u5f62\u6210\u4e86\u4e00\u79cd\u5f3a\u5927\u7684\u201c\u6280\u672f\u8def\u5f84\u4f9d\u8d56\u201d\u3002\u8fd9\u79cd\u4f9d\u8d56\u5982\u4f55\u7cfb\u7edf\u6027\u5730\u589e\u52a0\u4e86\u6211\u4eec\u6784\u5efa\u5176\u4ed6\u7c7b\u578bAI&#xff08;\u5982\u56fe\u8ba1\u7b97\u3001\u7b26\u53f7\u63a8\u7406\u3001\u591a\u667a\u80fd\u4f53\u6a21\u62df&#xff09;\u7684\u6210\u672c\u4e0e\u96be\u5ea6&#xff0c;\u5e76\u63a8\u6f14\u4e00\u4e2a\u4e3a\u201c\u52a8\u673a\u535a\u5f08\u6a21\u62df\u201d\u800c\u751f\u7684\u65b0\u578b\u8ba1\u7b97\u67b6\u6784\u7684\u6838\u5fc3\u7279\u5f81\u3002<\/li>\n<\/ul>\n<p>2. \u73b0\u72b6\u89e3\u6784 (Deconstruction of Status Quo):<\/p>\n<ul>\n<li>\n<p>\u6280\u672f\u6808\u7684\u201c\u534f\u540c\u8fdb\u5316\u201d&#xff1a;<\/p>\n<ul>\n<li>\u786c\u4ef6\u5c42&#xff08;GPU\/TPU&#xff09;&#xff1a; \u5176\u6838\u5fc3\u8bbe\u8ba1\u5c31\u662f\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u5355\u5143&#xff08;\u5982CUDA\u6838\u5fc3\u3001Tensor Core&#xff09;&#xff0c;\u4e13\u95e8\u7528\u4e8e\u9ad8\u901f\u5904\u7406\u77e9\u9635\u548c\u5f20\u91cf\u8fd0\u7b97\u3002NVIDIA\u7684\u5d1b\u8d77&#xff0c;\u672c\u8d28\u4e0a\u5c31\u662f\u201c\u77e9\u9635\u4e58\u6cd5\u201d\u9700\u6c42\u7684\u80dc\u5229\u3002<\/li>\n<li>\u8f6f\u4ef6\u6846\u67b6\u5c42&#xff08;TensorFlow\/PyTorch&#xff09;&#xff1a; \u5176\u6838\u5fc3\u662f\u8ba1\u7b97\u56fe&#xff08;Computational Graph&#xff09;\u548c\u81ea\u52a8\u5fae\u5206&#xff08;Automatic Differentiation&#xff09;\u3002\u6574\u4e2a\u6846\u67b6\u7684\u8bbe\u8ba1\u54f2\u5b66&#xff0c;\u5c31\u662f\u5c06\u590d\u6742\u7684\u6a21\u578b\u9ad8\u6548\u5730\u7f16\u8bd1\u6210\u4e00\u7cfb\u5217\u5e95\u5c42\u7684\u77e9\u9635\u8fd0\u7b97&#xff0c;\u4ee5\u4fbf\u5728GPU\u4e0a\u6267\u884c\u3002<\/li>\n<li>\u7b97\u6cd5\u4e0e\u6a21\u578b\u5c42&#xff08;\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc&#xff09;&#xff1a; \u8fd1\u5341\u5e74\u6765\u6700\u6210\u529f\u7684\u6a21\u578b&#xff0c;\u4eceCNN\u5230Transformer&#xff0c;\u5176\u57fa\u672c\u6784\u4ef6&#xff08;\u5377\u79ef\u3001\u81ea\u6ce8\u610f\u529b\u7b49&#xff09;\u90fd\u53ef\u4ee5\u88ab\u5206\u89e3\u4e3a\u5927\u91cf\u7684\u77e9\u9635\u4e58\u6cd5\u3002\u7814\u7a76\u8005\u4eec\u5728\u8bbe\u8ba1\u65b0\u6a21\u578b\u65f6&#xff0c;\u4f1a\u4e0d\u81ea\u89c9\u5730\u4f18\u5148\u8003\u8651\u90a3\u4e9b\u201cGPU\u53cb\u597d\u201d\u7684\u7ed3\u6784\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6838\u5fc3\u75db\u70b9&#xff1a;\u8def\u5f84\u4f9d\u8d56\u7684\u201c\u673a\u4f1a\u6210\u672c\u201d<\/p>\n<ul>\n<li>\u8ba4\u77e5\u4e0a\u7684\u60f0\u6027&#xff1a; \u6574\u4e2aAI\u793e\u533a\u7684\u601d\u7ef4\u6a21\u5f0f\u88ab\u201c\u9a6f\u5316\u201d\u4e86\u3002\u6211\u4eec\u503e\u5411\u4e8e\u5c06\u6240\u6709\u95ee\u9898\u90fd\u8f6c\u5316\u4e3a\u4e00\u4e2a\u201c\u7aef\u5230\u7aef\u7684\u3001\u53ef\u5fae\u5206\u7684\u201d\u6a21\u578b&#xff0c;\u56e0\u4e3a\u8fd9\u662f\u6211\u4eec\u5de5\u5177\u7bb1\u91cc\u6700\u5f3a\u5927\u7684\u9524\u5b50\u3002\u5bf9\u4e8e\u90a3\u4e9b\u96be\u4ee5\u88ab\u77e9\u9635\u8868\u8fbe\u7684\u95ee\u9898&#xff0c;\u6211\u4eec\u4e0b\u610f\u8bc6\u5730\u9009\u62e9\u56de\u907f\u6216\u7b80\u5316\u3002<\/li>\n<li>\u5de5\u7a0b\u4e0a\u7684\u5de8\u5927\u4ee3\u4ef7&#xff1a; \u5f53\u6211\u4eec\u5c1d\u8bd5\u6784\u5efa\u975e\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u65f6&#xff0c;\u4f1a\u53d1\u73b0\u81ea\u5df1\u201c\u9006\u6d41\u800c\u4e0a\u201d\u3002\n<ul>\n<li>\u56fe\u8ba1\u7b97&#xff08;Graph Computing&#xff09;&#xff1a; \u867d\u7136\u6709\u4e13\u95e8\u7684\u56fe\u6570\u636e\u5e93\u548c\u7b97\u6cd5&#xff0c;\u4f46\u5b83\u4eec\u901a\u5e38\u65e0\u6cd5\u5145\u5206\u5229\u7528GPU\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b&#xff0c;\u56e0\u4e3a\u56fe\u7684\u7a00\u758f\u548c\u4e0d\u89c4\u5219\u6027\u4e0eGPU\u4e3a\u5bc6\u96c6\u8ba1\u7b97\u8bbe\u8ba1\u7684\u67b6\u6784\u76f8\u51b2\u7a81\u3002<\/li>\n<li>\u7b26\u53f7\u63a8\u7406&#xff08;Symbolic Reasoning&#xff09;&#xff1a; \u57fa\u4e8e\u903b\u8f91\u89c4\u5219\u7684\u7cfb\u7edf&#xff0c;\u5176\u6838\u5fc3\u64cd\u4f5c\u662f\u201c\u6a21\u5f0f\u5339\u914d\u201d\u548c\u201c\u7b26\u53f7\u66ff\u6362\u201d&#xff0c;\u8fd9\u5728GPU\u4e0a\u51e0\u4e4e\u65e0\u6cd5\u9ad8\u6548\u6267\u884c&#xff0c;\u5bfc\u81f4\u5176\u53d1\u5c55\u7f13\u6162\u3002<\/li>\n<li>\u591a\u667a\u80fd\u4f53\u6a21\u62df&#xff08;Multi-agent Simulation&#xff09;&#xff1a; \u8fd9\u6b63\u662f\u6211\u4eec\u201c\u52a8\u673a\u6a21\u578b\u201d\u6700\u9700\u8981\u7684\u8ba1\u7b97\u7c7b\u578b\u3002\u5b83\u6d89\u53ca\u5927\u91cf\u72ec\u7acb\u7684\u3001\u6709\u72b6\u6001\u7684\u667a\u80fd\u4f53&#xff0c;\u5b83\u4eec\u4e4b\u95f4\u8fdb\u884c\u5f02\u6b65\u7684\u3001\u57fa\u4e8e\u89c4\u5219\u6216\u6a21\u578b\u7684\u4ea4\u4e92\u3002\u8fd9\u79cd\u8ba1\u7b97\u8303\u5f0f\u4e0eGPU\u7684\u540c\u6b65\u3001\u5927\u89c4\u6a21\u5355\u6307\u4ee4\u591a\u6570\u636e\u6d41&#xff08;SIMD&#xff09;\u6a21\u578b\u683c\u683c\u4e0d\u5165&#xff0c;\u5bfc\u81f4\u6a21\u62df\u7684\u89c4\u6a21\u548c\u590d\u6742\u5ea6\u53d7\u5230\u6781\u5927\u9650\u5236\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u201c\u9ad8\u901f\u516c\u8def\u7cfb\u7edf\u4e0e\u57ce\u5e02\u4ea4\u901a\u201d&#xff1a; \u6211\u4eec\u5f53\u524d\u7684AI\u57fa\u7840\u8bbe\u65bd&#xff0c;\u5c31\u50cf\u4e00\u4e2a\u4e3a\u201c\u57ce\u9645\u8fd0\u8f93\u201d\u800c\u5efa\u7684\u3001\u65e0\u6bd4\u53d1\u8fbe\u7684\u201c\u56fd\u5bb6\u9ad8\u901f\u516c\u8def\u7f51\u201d&#xff08;\u5bf9\u5e94\u77e9\u9635\u4e58\u6cd5&#xff09;\u3002\u5b83\u6781\u5927\u5730\u63d0\u5347\u4e86\u57ce\u5e02\u4e4b\u95f4\u5927\u89c4\u6a21\u3001\u6807\u51c6\u5316\u8d27\u7269\u8fd0\u8f93\u7684\u6548\u7387\u3002\u4f46\u662f&#xff0c;\u6211\u4eec\u5374\u8bd5\u56fe\u7528\u8fd9\u5957\u9ad8\u901f\u516c\u8def\u7cfb\u7edf\u6765\u89e3\u51b3\u590d\u6742\u7684\u201c\u5e02\u5185\u4ea4\u901a\u201d\u95ee\u9898&#xff08;\u5bf9\u5e94\u591a\u667a\u80fd\u4f53\u6a21\u62df\u7b49&#xff09;\u3002\u7ed3\u679c\u662f&#xff0c;\u6211\u4eec\u628a\u6240\u6709\u5e02\u5185\u7684\u5c0f\u5df7\u3001\u4eba\u884c\u9053\u90fd\u6539\u9020\u6210\u4e86\u9ad8\u901f\u516c\u8def\u7684\u5f15\u6865&#xff0c;\u5bfc\u81f4\u57ce\u5e02\u5931\u53bb\u4e86\u6bdb\u7ec6\u8840\u7ba1&#xff0c;\u53d8\u5f97\u62e5\u5835\u4e0d\u582a\u3001\u6beb\u65e0\u751f\u673a\u3002\u6211\u4eec\u62e5\u6709\u4e86\u6700\u5feb\u7684\u201c\u5e72\u9053\u201d&#xff0c;\u5374\u5931\u53bb\u4e86\u6700\u6709\u6d3b\u529b\u7684\u201c\u90bb\u91cc\u201d\u3002<\/p>\n<\/li>\n<\/ul>\n<p>4. \u7406\u8bba\u6846\u67b6 (Theoretical Framework):<\/p>\n<ul>\n<li>\u6838\u5fc3\u7406\u8bba&#xff1a;\u52a8\u673a\u5bfc\u5411\u67b6\u6784&#xff08;Motive-Oriented Architecture, MOA&#xff09;\u7684\u8bbe\u8ba1\u54f2\u5b66\u3002\n<ul>\n<li>\u7406\u8bba\u6838\u5fc3&#xff1a; MOA\u4e3b\u5f20&#xff0c;\u8ba1\u7b97\u67b6\u6784\u7684\u8bbe\u8ba1\u5e94\u8be5\u7531\u201c\u95ee\u9898\u57df\u7684\u5185\u5728\u7ed3\u6784\u201d\u51b3\u5b9a&#xff0c;\u800c\u975e\u7531\u201c\u73b0\u6709\u5de5\u5177\u7684\u4f18\u52bf\u201d\u51b3\u5b9a\u3002\u5bf9\u4e8e\u4e00\u4e2a\u6838\u5fc3\u662f\u201c\u591a\u65b9\u535a\u5f08\u201d\u548c\u201c\u52a8\u673a\u6a21\u62df\u201d\u7684\u95ee\u9898\u57df&#xff08;\u5982\u6211\u4eec\u524d\u4e09\u9636\u6bb5\u5206\u6790\u7684\u6240\u6709\u7cfb\u7edf&#xff09;&#xff0c;\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u539f\u751f\u652f\u6301\u201c\u667a\u80fd\u4f53&#xff08;Agent&#xff09;\u201d\u3001\u201c\u72b6\u6001&#xff08;State&#xff09;\u201d\u3001\u201c\u52a8\u673a&#xff08;Motive&#xff09;\u201d\u548c\u201c\u4ea4\u4e92&#xff08;Interaction&#xff09;\u201d\u8fd9\u4e9b\u6982\u5ff5\u7684\u8ba1\u7b97\u67b6\u6784\u3002\u8ba1\u7b97\u7684\u6838\u5fc3&#xff0c;\u5e94\u8be5\u4ece\u201c\u6570\u636e\u6d41&#xff08;Data Flow&#xff09;\u201d\u8f6c\u5411\u201c\u667a\u80fd\u4f53\u6d41&#xff08;Agent Flow&#xff09;\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<hr \/>\n<p>5. \u67b6\u6784\u65b9\u6848\u4e0e\u4ee3\u7801\u5b9e\u73b0 (Solution Architecture &amp; Implementation):<\/p>\n<ul>\n<li>\u65b9\u6848\u540d\u79f0&#xff1a; \u201c\u96c5\u5178\u5a1c\u201d\u2014\u2014\u4e00\u4e2a\u52a8\u673a\u5bfc\u5411\u7684\u5f02\u6784\u8ba1\u7b97\u67b6\u6784 (Project Athena: A Motive-Oriented Heterogeneous Computing Architecture)\u3002<\/li>\n<li>\u6838\u5fc3\u601d\u60f3&#xff1a; \u6211\u4eec\u4e0d\u518d\u8bd5\u56fe\u5c06\u6240\u6709\u8ba1\u7b97\u90fd\u5f3a\u884c\u585e\u8fdbGPU\u7684\u77e9\u9635\u8fd0\u7b97\u6a21\u578b\u3002\u76f8\u53cd&#xff0c;\u6211\u4eec\u8bbe\u8ba1\u4e00\u4e2a\u5305\u542b\u591a\u79cd\u4e13\u7528\u8ba1\u7b97\u5355\u5143\u7684\u5f02\u6784\u7cfb\u7edf&#xff0c;\u6bcf\u4e2a\u5355\u5143\u90fd\u4e3a\u5176\u6700\u64c5\u957f\u7684\u4efb\u52a1\u800c\u751f&#xff0c;\u5e76\u901a\u8fc7\u4e00\u4e2a\u9ad8\u901f\u7684\u201c\u52a8\u673a\u603b\u7ebf\u201d\u8fdb\u884c\u534f\u540c\u5de5\u4f5c\u3002\u8fd9\u5c31\u50cf\u4e00\u4e2a\u56e2\u961f&#xff0c;\u91cc\u9762\u65e2\u6709\u64c5\u957f\u4f53\u529b\u6d3b\u7684\u58ee\u6c49&#xff08;GPU&#xff09;&#xff0c;\u4e5f\u6709\u64c5\u957f\u7cbe\u7ec6\u64cd\u4f5c\u7684\u5de5\u5320&#xff08;CPU&#xff09;&#xff0c;\u8fd8\u6709\u64c5\u957f\u6c9f\u901a\u534f\u8c03\u7684\u9886\u5bfc\u8005&#xff08;\u65b0\u8bbe\u8ba1\u7684MPU&#xff09;\u3002<\/li>\n<\/ul>\n<p>\u201c\u96c5\u5178\u5a1c\u201d\u67b6\u6784\u7684\u4e09\u5927\u6838\u5fc3\u7ec4\u4ef6&#xff1a;<\/p>\n<li>MPU (Motive Processing Unit &#8211; \u52a8\u673a\u5904\u7406\u5355\u5143): \u8fd9\u662f\u201c\u96c5\u5178\u5a1c\u201d\u67b6\u6784\u7684\u201c\u5927\u8111\u201d\u548c\u201c\u6307\u6325\u5b98\u201d&#xff0c;\u662f\u6211\u4eec\u7684\u6838\u5fc3\u521b\u65b0\u3002\u5b83\u4e0d\u64c5\u957f\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97&#xff0c;\u4f46\u6781\u5176\u64c5\u957f\u5904\u7406\u72b6\u6001\u7ba1\u7406\u3001\u903b\u8f91\u63a8\u7406\u548c\u5f02\u6b65\u4e8b\u4ef6\u9a71\u52a8\u7684\u8ba1\u7b97\u3002<\/li>\n<li>GPU (Graphics Processing Unit &#8211; \u56fe\u5f62\u5904\u7406\u5355\u5143): \u89d2\u8272\u4e0d\u53d8&#xff0c;\u4f9d\u7136\u662f\u201c\u8ba1\u7b97\u4e3b\u529b\u201d&#xff0c;\u8d1f\u8d23\u6240\u6709\u53ef\u88ab\u5411\u91cf\u5316\u548c\u77e9\u9635\u5316\u7684\u5bc6\u96c6\u578b\u8ba1\u7b97\u4efb\u52a1&#xff0c;\u5982\u795e\u7ecf\u7f51\u7edc\u63a8\u7406\u3001\u7269\u7406\u6a21\u62df\u7b49\u3002<\/li>\n<li>\u9ad8\u901f\u52a8\u673a\u603b\u7ebf (High-speed Motive Bus): \u8fde\u63a5MPU\u548cGPU\u7684\u4e13\u7528\u6570\u636e\u901a\u9053&#xff0c;\u5b83\u4e0d\u4ec5\u4f20\u8f93\u6570\u636e&#xff0c;\u66f4\u91cd\u8981\u7684\u662f\u4f20\u8f93\u201c\u6307\u4ee4\u201d\u548c\u201c\u72b6\u6001\u66f4\u65b0\u201d&#xff0c;\u786e\u4fdd\u4e24\u5927\u5355\u5143\u9ad8\u6548\u534f\u540c\u3002<\/li>\n<p>\u67b6\u6784\u5de5\u4f5c\u6d41\u7a0b\u4e0e\u4f2a\u4ee3\u7801\u5b9e\u73b0&#xff1a;<\/p>\n<p>\u5047\u8bbe\u6211\u4eec\u8981\u6a21\u62df\u4e00\u4e2a\u5e7f\u544a\u62cd\u5356\u5e02\u573a&#xff08;\u53c2\u8003\u6848\u4f8b1.3&#xff09;&#xff0c;\u5176\u4e2d\u5305\u542b\u5927\u91cf\u7684\u5e7f\u544a\u4e3b&#xff08;Agents&#xff09;\u548c\u7528\u6237&#xff08;Events&#xff09;\u3002<\/p>\n<p><span class=\"token comment\"># \u8fd9\u6bb5\u4f2a\u4ee3\u7801\u5e76\u975e\u5728\u6807\u51c6Python\u73af\u5883\u4e0b\u8fd0\u884c&#xff0c;\u800c\u662f\u63cf\u8ff0\u4e86\u5728\u201c\u96c5\u5178\u5a1c\u201d\u67b6\u6784\u4e0a&#xff0c;<\/span><br \/>\n<span class=\"token comment\"># \u5f00\u53d1\u8005\u5c06\u5982\u4f55\u7f16\u5199\u4ee3\u7801\u3002\u5176\u8bed\u6cd5\u65e8\u5728\u4f53\u73b0MPU\u548cGPU\u7684\u5206\u5de5\u4e0e\u534f\u4f5c\u3002<\/span><\/p>\n<p><span class=\"token comment\"># &#8212; 1. \u5728 MPU \u4e0a\u5b9a\u4e49\u667a\u80fd\u4f53 (Agent) \u7684\u201c\u52a8\u673a\u201d\u548c\u201c\u884c\u4e3a\u201d &#8212;<\/span><br \/>\n<span class=\"token comment\"># \u8fd9\u90e8\u5206\u4ee3\u7801\u5c06\u5728 MPU \u4e0a\u7f16\u8bd1\u548c\u6267\u884c\u3002<\/span><br \/>\n<span class=\"token comment\"># &#064;mpu.agent_template \u662f\u4e00\u4e2a\u88c5\u9970\u5668&#xff0c;\u544a\u8bc9\u7f16\u8bd1\u5668\u8fd9\u662f\u4e00\u4e2a\u667a\u80fd\u4f53\u6a21\u677f\u3002<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;mpu<span class=\"token punctuation\">.<\/span>agent_template<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AdvertiserAgent<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u667a\u80fd\u4f53\u7684\u5185\u5728\u72b6\u6001&#xff08;\u5728MPU\u7684\u9ad8\u901f\u7f13\u5b58\u4e2d\u7ba1\u7406&#xff09;<\/span><br \/>\n    state <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#039;budget&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1000.0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#039;tCPA_goal&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">20.0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#039;products&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;widget_A&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;widget_B&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\"># \u667a\u80fd\u4f53\u7684\u201c\u52a8\u673a\u51fd\u6570\u201d&#xff1a;\u5b9a\u4e49\u5176\u6838\u5fc3\u51b3\u7b56\u903b\u8f91<\/span><br \/>\n    <span class=\"token comment\"># \u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u89c4\u5219\u548c\u7b80\u5355\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b&#xff0c;\u975e\u5e38\u9002\u5408\u5728MPU\u4e0a\u9ad8\u6548\u6267\u884c<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">decide_bid_strategy<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> user_profile<span class=\"token punctuation\">,<\/span> context<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;budget&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;<\/span> self<span class=\"token punctuation\">.<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;tCPA_goal&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#039;PAUSE&#039;<\/span> <span class=\"token comment\"># \u9884\u7b97\u4e0d\u8db3&#xff0c;\u6682\u505c\u6295\u653e<\/span><\/p>\n<p>        <span class=\"token comment\"># \u7b80\u5355\u7684\u903b\u8f91\u5224\u65ad<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> user_profile<span class=\"token punctuation\">.<\/span>interest <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;products&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u51c6\u5907\u8c03\u7528GPU\u8fdb\u884c\u590d\u6742\u9884\u6d4b<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#039;PREDICT_AND_BID&#039;<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#039;SKIP&#039;<\/span><\/p>\n<p><span class=\"token comment\"># &#8212; 2. \u5728 GPU \u4e0a\u5b9a\u4e49\u7528\u4e8e\u590d\u6742\u9884\u6d4b\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b &#8212;<\/span><br \/>\n<span class=\"token comment\"># \u8fd9\u90e8\u5206\u4ee3\u7801\u4e0e\u6211\u4eec\u719f\u6089\u7684PyTorch\/TensorFlow\u975e\u5e38\u76f8\u4f3c&#xff0c;\u5c06\u88ab\u7f16\u8bd1\u6210GPU\u6307\u4ee4\u3002<\/span><br \/>\n<span class=\"token comment\"># &#064;gpu.model \u662f\u4e00\u4e2a\u88c5\u9970\u5668&#xff0c;\u8868\u793a\u8fd9\u662f\u4e00\u4e2a\u90e8\u7f72\u5728GPU\u4e0a\u7684\u6a21\u578b\u3002<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;gpu<span class=\"token punctuation\">.<\/span>model<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ConversionPredictor<\/span><span class=\"token punctuation\">(<\/span>NN_Model<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># &#8230; \u5b9a\u4e49\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc\u5c42 &#8230;<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>fc1 <span class=\"token operator\">&#061;<\/span> Linear<span class=\"token punctuation\">(<\/span><span class=\"token number\">128<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">64<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>relu <span class=\"token operator\">&#061;<\/span> ReLU<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>fc2 <span class=\"token operator\">&#061;<\/span> Linear<span class=\"token punctuation\">(<\/span><span class=\"token number\">64<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>sigmoid <span class=\"token operator\">&#061;<\/span> Sigmoid<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">forward<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> user_embedding<span class=\"token punctuation\">,<\/span> ad_embedding<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># &#8230; \u6807\u51c6\u7684\u77e9\u9635\u8fd0\u7b97 &#8230;<\/span><br \/>\n        x <span class=\"token operator\">&#061;<\/span> concat<span class=\"token punctuation\">(<\/span>user_embedding<span class=\"token punctuation\">,<\/span> ad_embedding<span class=\"token punctuation\">)<\/span><br \/>\n        x <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>relu<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>fc1<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>sigmoid<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>fc2<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212; 3. \u6838\u5fc3\u6a21\u62df\u5faa\u73af&#xff1a;MPU\u4f5c\u4e3a\u6307\u6325\u5b98&#xff0c;GPU\u4f5c\u4e3a\u8ba1\u7b97\u5f15\u64ce &#8212;<\/span><br \/>\n<span class=\"token comment\"># \u8fd9\u6bb5\u4e3b\u63a7\u5236\u6d41\u5728MPU\u4e0a\u8fd0\u884c\u3002<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">run_auction_simulation<\/span><span class=\"token punctuation\">(<\/span>users<span class=\"token punctuation\">,<\/span> advertisers<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5728MPU\u4e0a\u5b9e\u4f8b\u5316\u6570\u767e\u4e07\u4e2a\u5e7f\u544a\u4e3b\u667a\u80fd\u4f53<\/span><br \/>\n    <span class=\"token comment\"># MPU\u7684\u67b6\u6784\u88ab\u8bbe\u8ba1\u7528\u6765\u9ad8\u6548\u7ba1\u7406\u5927\u91cf\u6709\u72b6\u6001\u7684\u3001\u72ec\u7acb\u7684\u667a\u80fd\u4f53\u5b9e\u4f8b<\/span><br \/>\n    agent_pool <span class=\"token operator\">&#061;<\/span> mpu<span class=\"token punctuation\">.<\/span>create_agents<span class=\"token punctuation\">(<\/span>AdvertiserAgent<span class=\"token punctuation\">,<\/span> advertisers<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u52a0\u8f7dGPU\u6a21\u578b<\/span><br \/>\n    pConv_model <span class=\"token operator\">&#061;<\/span> gpu<span class=\"token punctuation\">.<\/span>load_model<span class=\"token punctuation\">(<\/span>ConversionPredictor<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># MPU\u5904\u7406\u4e8b\u4ef6\u6d41&#xff08;\u7528\u6237\u641c\u7d22\u8bf7\u6c42&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> user_search_event <span class=\"token keyword\">in<\/span> users<span class=\"token punctuation\">:<\/span><\/p>\n<p>        bidding_requests <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        candidate_agents <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6b65\u9aa4A: MPU\u8fdb\u884c\u5feb\u901f\u7684\u3001\u57fa\u4e8e\u903b\u8f91\u7684\u521d\u6b65\u7b5b\u9009<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> agent <span class=\"token keyword\">in<\/span> agent_pool<span class=\"token punctuation\">:<\/span><br \/>\n            decision <span class=\"token operator\">&#061;<\/span> agent<span class=\"token punctuation\">.<\/span>decide_bid_strategy<span class=\"token punctuation\">(<\/span>user_search_event<span class=\"token punctuation\">.<\/span>profile<span class=\"token punctuation\">,<\/span> user_search_event<span class=\"token punctuation\">.<\/span>context<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> decision <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#039;PREDICT_AND_BID&#039;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token comment\"># \u6784\u5efa\u4e00\u4e2a\u9700\u8981GPU\u8fdb\u884c\u590d\u6742\u8ba1\u7b97\u7684\u8bf7\u6c42\u5305<\/span><br \/>\n                request <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#039;agent_id&#039;<\/span><span class=\"token punctuation\">:<\/span> agent<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#039;user_embedding&#039;<\/span><span class=\"token punctuation\">:<\/span> user_search_event<span class=\"token punctuation\">.<\/span>embedding<span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#039;ad_embedding&#039;<\/span><span class=\"token punctuation\">:<\/span> agent<span class=\"token punctuation\">.<\/span>get_ad_embedding<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><br \/>\n                bidding_requests<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><br \/>\n                candidate_agents<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>agent<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6b65\u9aa4B: MPU\u5c06\u6240\u6709\u590d\u6742\u8ba1\u7b97\u4efb\u52a1\u6253\u5305&#xff0c;\u901a\u8fc7\u201c\u52a8\u673a\u603b\u7ebf\u201d\u6279\u91cf\u53d1\u9001\u7ed9GPU<\/span><br \/>\n        <span class=\"token comment\"># gpu.batch_predict \u662f\u4e00\u4e2a\u5f02\u6b65\u8c03\u7528<\/span><br \/>\n        gpu_prediction_job <span class=\"token operator\">&#061;<\/span> pConv_model<span class=\"token punctuation\">.<\/span>batch_predict<span class=\"token punctuation\">(<\/span>bidding_requests<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># MPU\u53ef\u4ee5\u7ee7\u7eed\u5904\u7406\u5176\u4ed6\u4efb\u52a1&#xff0c;\u76f4\u5230GPU\u5b8c\u6210\u8ba1\u7b97<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6b65\u9aa4C: MPU\u4eceGPU\u5f02\u6b65\u63a5\u6536\u56de\u9884\u6d4b\u7ed3\u679c<\/span><br \/>\n        predicted_pConvs <span class=\"token operator\">&#061;<\/span> gpu_prediction_job<span class=\"token punctuation\">.<\/span>get_results<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\"># { &#039;agent_id&#039;: pConv, &#8230; }<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6b65\u9aa4D: MPU\u57fa\u4e8eGPU\u7684\u9884\u6d4b\u7ed3\u679c&#xff0c;\u5b8c\u6210\u6700\u7ec8\u7684\u3001\u57fa\u4e8e\u89c4\u5219\u7684\u62cd\u5356\u88c1\u51b3<\/span><br \/>\n        winner<span class=\"token punctuation\">,<\/span> price <span class=\"token operator\">&#061;<\/span> mpu<span class=\"token punctuation\">.<\/span>run_pva_auction<span class=\"token punctuation\">(<\/span>candidate_agents<span class=\"token punctuation\">,<\/span> predicted_pConvs<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6b65\u9aa4E: MPU\u66f4\u65b0\u80dc\u51fa\u8005\u7684\u72b6\u6001&#xff08;\u5982\u6263\u9664\u9884\u7b97&#xff09;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> winner<span class=\"token punctuation\">:<\/span><br \/>\n            winner<span class=\"token punctuation\">.<\/span>update_state<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;budget&#039;<\/span><span class=\"token punctuation\">,<\/span> winner<span class=\"token punctuation\">.<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;budget&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#8211;<\/span> price<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u4ee3\u7801\u6838\u5fc3\u89e3\u8bfb\u4e0e\u67b6\u6784\u4f18\u52bf&#xff1a;<\/p>\n<li>\u4e13\u4e1a\u5206\u5de5&#xff1a; MPU\u8d1f\u8d23\u5b83\u6700\u64c5\u957f\u7684\u90e8\u5206\u2014\u2014\u7ba1\u7406\u6570\u767e\u4e07\u4e2a\u667a\u80fd\u4f53\u7684\u72b6\u6001\u3001\u6267\u884c\u57fa\u4e8e\u903b\u8f91\u89c4\u5219\u7684\u5feb\u901f\u51b3\u7b56\u3001\u5904\u7406\u5f02\u6b65\u4e8b\u4ef6\u3002GPU\u5219\u8d1f\u8d23\u5b83\u6700\u64c5\u957f\u7684\u90e8\u5206\u2014\u2014\u5c06\u6240\u6709\u9700\u8981\u590d\u6742\u8ba1\u7b97\u7684\u4efb\u52a1\u6253\u5305&#xff0c;\u8fdb\u884c\u5927\u89c4\u6a21\u7684\u5e76\u884c\u77e9\u9635\u8fd0\u7b97\u3002\u4e24\u8005\u5404\u53f8\u5176\u804c&#xff0c;\u907f\u514d\u4e86\u7528\u4e00\u79cd\u5de5\u5177\u5904\u7406\u6240\u6709\u95ee\u9898\u7684\u5c34\u5c2c\u3002<\/li>\n<li>\u201c\u667a\u80fd\u4f53\u6d41\u201d\u800c\u975e\u201c\u6570\u636e\u6d41\u201d&#xff1a; \u6574\u4e2a\u7f16\u7a0b\u8303\u5f0f\u90fd\u56f4\u7ed5\u7740Agent&#xff08;\u667a\u80fd\u4f53&#xff09;\u6765\u7ec4\u7ec7\u3002\u5f00\u53d1\u8005\u601d\u8003\u7684\u662f\u201c\u4e00\u4e2a\u667a\u80fd\u4f53\u5e94\u8be5\u6709\u4ec0\u4e48\u72b6\u6001\u548c\u884c\u4e3a\u201d&#xff0c;\u800c\u4e0d\u662f\u201c\u4e00\u5806\u6570\u636e\u5e94\u8be5\u5982\u4f55\u6d41\u52a8\u548c\u53d8\u6362\u201d\u3002\u8fd9\u4f7f\u5f97\u4ee3\u7801\u7684\u903b\u8f91\u4e0e\u95ee\u9898\u7684\u672c\u8d28&#xff08;\u591a\u667a\u80fd\u4f53\u535a\u5f08&#xff09;\u9ad8\u5ea6\u540c\u6784\u3002<\/li>\n<li>\u6548\u7387\u7684\u98de\u8dc3&#xff1a; \u5728\u4f20\u7edf\u67b6\u6784\u4e2d&#xff0c;\u6a21\u62df\u5927\u91cf\u667a\u80fd\u4f53\u9700\u8981\u5728CPU\u548cGPU\u4e4b\u95f4\u8fdb\u884c\u9891\u7e41\u3001\u4f4e\u6548\u7684\u6570\u636e\u62f7\u8d1d\u548c\u4e0a\u4e0b\u6587\u5207\u6362\u3002\u5728\u201c\u96c5\u5178\u5a1c\u201d\u67b6\u6784\u4e2d&#xff0c;MPU\u6781\u5927\u5730\u51cf\u5c11\u4e86\u5bf9GPU\u7684\u65e0\u6548\u8c03\u7528\u3002\u53ea\u6709\u5f53\u667a\u80fd\u4f53\u7684\u5185\u5728\u903b\u8f91\u5224\u65ad\u9700\u8981\u8fdb\u884c\u590d\u6742\u9884\u6d4b\u65f6&#xff0c;\u624d\u4f1a\u201c\u5524\u9192\u201dGPU\u3002\u8fd9\u79cd**\u201c\u6309\u9700\u8c03\u7528\u201d**\u7684\u6a21\u5f0f&#xff0c;\u5c06\u4f7f\u591a\u667a\u80fd\u4f53\u6a21\u62df\u7684\u89c4\u6a21\u548c\u901f\u5ea6\u63d0\u5347\u6570\u4e2a\u6570\u91cf\u7ea7\u3002<\/li>\n<hr \/>\n<p>6. \u65b0\u65e7\u5bf9\u6bd4\u4e0e\u4ef7\u503c\u5206\u6790 (Before\/After &amp; Value Analysis):<\/p>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6\u65e7\u67b6\u6784 (GPU\u4e2d\u5fc3\u4e3b\u4e49)\u65b0\u67b6\u6784 (\u201c\u96c5\u5178\u5a1c\u201dMOA)<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u6838\u5fc3\u9690\u55bb<\/td>\n<td align=\"left\">\u56fd\u5bb6\u9ad8\u901f\u516c\u8def\u7f51 (\u4e3a\u57ce\u9645\u8fd0\u8f93\u8bbe\u8ba1)<\/td>\n<td align=\"left\">\u5b8c\u6574\u7684\u57ce\u5e02\u4ea4\u901a\u7cfb\u7edf (\u9ad8\u901f&#043;\u5e02\u5185\u9053\u8def&#043;\u5730\u94c1)<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8ba1\u7b97\u8303\u5f0f<\/td>\n<td align=\"left\">\u6570\u636e\u6d41 (Data Flow)<\/td>\n<td align=\"left\">\u667a\u80fd\u4f53\u6d41 (Agent Flow)<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8bbe\u8ba1\u54f2\u5b66<\/td>\n<td align=\"left\">\u4f18\u5316\u8ba1\u7b97\u8fc7\u7a0b<\/td>\n<td align=\"left\">\u6a21\u62df\u4e0e\u5f15\u5bfc\u52a8\u673a<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5904\u7406\u591a\u667a\u80fd\u4f53\u6a21\u62df<\/td>\n<td align=\"left\">\u4f4e\u6548\u4e14\u7b28\u62d9\u3002CPU\u548cGPU\u4e4b\u95f4\u9891\u7e41\u5207\u6362&#xff0c;\u72b6\u6001\u7ba1\u7406\u6df7\u4e71\u3002<\/td>\n<td align=\"left\">\u539f\u751f\u652f\u6301\u3002MPU\u9ad8\u6548\u7ba1\u7406\u667a\u80fd\u4f53\u72b6\u6001\u548c\u903b\u8f91&#xff0c;GPU\u6309\u9700\u63d0\u4f9b\u7b97\u529b\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6784\u5efa\u975eNN\u6a21\u578b<\/td>\n<td align=\"left\">\u56f0\u96be\u3002\u6240\u6709\u95ee\u9898\u90fd\u503e\u5411\u4e8e\u88ab\u201c\u7f16\u8bd1\u201d\u6210\u77e9\u9635\u8fd0\u7b97\u3002<\/td>\n<td align=\"left\">\u7075\u6d3b\u3002\u903b\u8f91\u63a8\u7406\u3001\u56fe\u8ba1\u7b97\u5728MPU\u4e0a\u53ef\u9ad8\u6548\u6267\u884c\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u80fd\u89e3\u51b3\u7684\u95ee\u9898<\/td>\n<td align=\"left\">\u64c5\u957f\u611f\u77e5\u548c\u751f\u6210 (\u6a21\u5f0f\u8bc6\u522b)<\/td>\n<td align=\"left\">\u517c\u64c5\u611f\u77e5\u3001\u751f\u6210&#xff0c;\u5e76\u6781\u64c5\u51b3\u7b56\u4e0e\u535a\u5f08 (\u7b56\u7565\u6a21\u62df)<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5f00\u53d1\u8005\u4f53\u9a8c<\/td>\n<td align=\"left\">\u601d\u8003\u5982\u4f55\u5c06\u95ee\u9898\u201c\u9002\u914d\u201d\u7ed9GPU<\/td>\n<td align=\"left\">\u601d\u8003\u95ee\u9898\u7684\u672c\u8d28&#xff0c;\u5e76\u7528\u6700\u81ea\u7136\u7684\u8303\u5f0f\u6765\u63cf\u8ff0\u5b83<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<ul>\n<li>\u7ed3\u8bba&#xff1a; \u5bf9\u201c\u77e9\u9635\u4e58\u6cd5\u201d\u7684\u8def\u5f84\u4f9d\u8d56&#xff0c;\u6b63\u5728\u6210\u4e3aAI\u53d1\u5c55\u7684\u201c\u521b\u9020\u529b\u67b7\u9501\u201d\u3002\u201c\u96c5\u5178\u5a1c\u201d\u8fd9\u6837\u7684\u52a8\u673a\u5bfc\u5411\u5f02\u6784\u67b6\u6784&#xff08;MOA&#xff09;&#xff0c;\u901a\u8fc7\u5f15\u5165\u4e13\u95e8\u5904\u7406\u201c\u52a8\u673a\u4e0e\u535a\u5f08\u201d\u7684MPU&#xff0c;\u5c06AI\u57fa\u7840\u8bbe\u65bd\u4ece\u5355\u4e00\u7684\u201c\u8ba1\u7b97\u5f15\u64ce\u201d\u89e3\u653e\u51fa\u6765&#xff0c;\u4f7f\u5176\u6210\u4e3a\u4e00\u4e2a\u771f\u6b63\u80fd\u591f\u6a21\u62df\u73b0\u5b9e\u4e16\u754c\u590d\u6742\u6027\u7684\u201c\u4e16\u754c\u6a21\u62df\u5668\u201d\u3002<\/li>\n<li>\u6211\u4eec\u4e0d\u80fd\u7528\u6628\u5929\u7684\u5de5\u5177\u53bb\u6784\u5efa\u660e\u5929\u7684\u667a\u80fd&#xff1b;\u5f53\u95ee\u9898\u4ece\u2018\u8bc6\u522b\u4e16\u754c\u2019\u8f6c\u5411\u2018\u6539\u9020\u4e16\u754c\u2019\u65f6&#xff0c;\u6211\u4eec\u9700\u8981\u7684\u5c31\u4e0d\u518d\u4ec5\u4ec5\u662f\u66f4\u5feb\u7684\u2018\u773c\u775b\u2019&#xff08;GPU&#xff09;&#xff0c;\u66f4\u662f\u66f4\u667a\u6167\u7684\u2018\u5927\u8111\u2019&#xff08;MPU&#xff09;\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>\u5982\u679c\u4f60\u89c9\u5f97\u8fd9\u4e2a\u7cfb\u5217\u5bf9\u4f60\u6709\u542f\u53d1&#xff0c;\u522b\u5fd8\u4e86\u70b9\u8d5e\u3001\u6536\u85cf\u3001\u5173\u6ce8&#xff0c;\u8f6c\u53d1\u6211\u4eec\u4e0b\u7bc7\u89c1<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb363\u6b21\uff0c\u70b9\u8d5e12\u6b21\uff0c\u6536\u85cf10\u6b21\u3002\u6df1\u5165\u8bba\u8bc1\u5f53\u524d\u6574\u4e2aAI\u6280\u672f\u6808\uff08\u4ece\u786c\u4ef6\u82af\u7247\u5230\u8f6f\u4ef6\u6846\u67b6\uff09\u5bf9\u201c\u77e9\u9635\u4e58\u6cd5\u201d\u7684\u6781\u81f4\u4f18\u5316\uff0c\u867d\u7136\u5e26\u6765\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u7e41\u8363\uff0c\u4f46\u4e5f\u5f62\u6210\u4e86\u4e00\u79cd\u5f3a\u5927\u7684\u201c\u6280\u672f\u8def\u5f84\u4f9d\u8d56\u201d\u3002\u8fd9\u79cd\u4f9d\u8d56\u5982\u4f55\u7cfb\u7edf\u6027\u5730\u589e\u52a0\u4e86\u6211\u4eec\u6784\u5efa\u5176\u4ed6\u7c7b\u578bAI\uff08\u5982\u56fe\u8ba1\u7b97\u3001\u7b26\u53f7\u63a8\u7406\u3001\u591a\u667a\u80fd\u4f53\u6a21\u62df\uff09\u7684\u6210\u672c\u4e0e\u96be\u5ea6\uff0c\u5e76\u63a8\u6f14\u4e00\u4e2a\u4e3a\u201c\u52a8\u673a\u535a\u5f08\u6a21\u62df\u201d\u800c\u751f\u7684\u65b0\u578b\u8ba1\u7b97\u67b6\u6784\u7684\u6838\u5fc3\u7279\u5f81\u3002<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,1578,1649],"topic":[],"class_list":["post-52318","post","type-post","status-publish","format-standard","hentry","category-server","tag-50","tag-1578","tag-1649"],"yoast_head":"<!-- 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