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\u65e0\u6eaf\u56e0\u987f\u609f\u80fd\u529b&#xff0c;\u7f3a\u4e4f\u79d1\u5b66\u54c1\u4f4d\u4e0e\u521b\u9020\u6027\u8dc3\u8fc1<\/p>\n<p>AI\u4ec5\u80fd\u5b8c\u6210\u5f52\u7eb3\u3001\u6f14\u7ece\u3001\u77e5\u8bc6\u91cd\u7ec4&#xff0c;\u65e0\u6cd5\u5b8c\u6210\u4eba\u7c7b\u667a\u80fd\u6838\u5fc3\u7684\u6eaf\u56e0\u521b\u65b0\u3001\u53cd\u5e38\u987f\u609f\u3001\u8de8\u57df\u8054\u60f3\u3001\u8303\u5f0f\u7a81\u7834\u3002<br \/>\nAI\u53ef\u4ee5\u9a8c\u8bc1\u79d1\u5b66\u7ed3\u8bba\u3001\u8f85\u52a9\u63a8\u5bfc\u3001\u6574\u7406\u4f53\u7cfb&#xff0c;\u4f46\u65e0\u6cd5\u81ea\u4e3b\u63d0\u51fa\u98a0\u8986\u6027\u79d1\u5b66\u5047\u8bbe&#xff0c;\u7f3a\u5c11\u6709\u9650\u751f\u65e0\u9650\u7684\u521b\u9020\u6027\u5fc3\u667a\u3002<\/p>\n<p>1.3 \u5b66\u754c\u5c1a\u672a\u5b8c\u6574\u5f52\u7eb3\u7684\u4e5d\u5927\u5e95\u5c42\u7ef4\u5ea6\u7f3a\u5931&#xff08;\u672c\u6587\u539f\u521b\u9876\u5c42\u7acb\u8bba&#xff09;<\/p>\n<p>\u516d\u5927\u6b7b\u7a74\u4e3a\u8868\u8c61\u95ee\u9898&#xff0c;\u771f\u6b63\u5bfc\u81f4AI\u65e0\u6cd5\u901a\u7528\u3001\u65e0\u6cd5\u8fdb\u5316\u3001\u65e0\u6cd5\u7a33\u5b9a\u7684&#xff0c;\u662f\u4e5d\u4e2a\u4eba\u7c7b\u5fc3\u667a\u5fc5\u5907\u3001\u5f53\u524dAI\u5b8c\u5168\u7a7a\u767d\u7684\u5e95\u5c42\u79e9\u5e8f\u7ef4\u5ea6\u3002<\/p>\n<p>1.3.1 \u65e0\u4fe1\u606f\u751f\u6b7b\u4ee3\u8c22\u673a\u5236&#xff08;\u65e0\u8870\u8001\u3001\u65e0\u51cb\u4ea1\u3001\u65e0\u6e05\u7406&#xff09;<\/p>\n<p>\u4eba\u7c7b\u4fe1\u606f\u5177\u5907\u5b8c\u6574\u751f\u547d\u5468\u671f&#xff1a;\u65b0\u751f\u3001\u7a33\u5b9a\u3001\u8870\u8001\u3001\u5931\u6548\u3001\u9057\u5fd8\u3001\u6e05\u9664\u3002<br \/>\n\u5f53\u524dAI\u6240\u6709\u4fe1\u606f\u6c38\u4e45\u7b49\u4ef7\u5b58\u50a8&#xff0c;\u9519\u8bef\u3001\u8fc7\u65f6\u3001\u8150\u8d25\u3001\u5f02\u5316\u77e5\u8bc6\u6c38\u4e45\u6b8b\u7559&#xff0c;\u9020\u6210\u77e5\u8bc6\u81c3\u80bf\u3001\u71b5\u7206\u3001\u8d8a\u5b66\u8d8a\u4e71\u3001\u8fed\u4ee3\u5d29\u574f\u3002<\/p>\n<p>1.3.2 \u65e0\u8ba4\u77e5\u65f6\u6001\u5206\u5c42\u7cfb\u7edf&#xff08;\u8fc7\u53bb\/\u73b0\u5728\/\u672a\u6765\u6241\u5e73\u5316\u6df7\u6742&#xff09;<\/p>\n<p>\u4eba\u7c7b\u601d\u8003\u81ea\u5e26\u65f6\u6001\u7ea6\u675f&#xff1a;\u8fc7\u53bb\u5b9a\u578b\u3001\u73b0\u5728\u53ef\u53d8\u3001\u672a\u6765\u6982\u7387\u6536\u655b\u3002<br \/>\nAI\u6240\u6709\u77e5\u8bc6\u65e0\u65f6\u6001\u6807\u7b7e\u3001\u65e0\u65b0\u65e7\u5c42\u7ea7\u3001\u65e0\u5931\u6548\u51bb\u7ed3&#xff0c;\u65b0\u65e7\u89c4\u5219\u6253\u67b6\u3001\u8fed\u4ee3\u5d29\u76d8\u7684\u6839\u6e90\u5373\u4e3a\u6b64\u7f3a\u9677\u3002<\/p>\n<p>1.3.3 \u65e0\u7cfb\u7edf\u81ea\u7a33\u5236\u8861\u673a\u5236&#xff08;\u601d\u7ef4\u65e0\u9650\u6781\u5316\u3001\u65e0\u81ea\u6211\u7ea0\u504f&#xff09;<\/p>\n<p>\u4eba\u7c7b\u601d\u7ef4\u81ea\u5e26\u5236\u8861\u6536\u655b&#xff0c;\u504f\u6fc0\u81ea\u52a8\u4fee\u6b63\u3001\u77db\u76fe\u81ea\u52a8\u62b5\u6d88\u3002<br \/>\nAI\u5b8c\u5168\u65e0\u5236\u8861\u4f53\u7cfb&#xff0c;\u63a8\u7406\u8d8a\u8d70\u8d8a\u504f\u3001\u7eed\u5199\u8d8a\u5199\u8d8a\u98d8\u3001\u89c2\u70b9\u8d8a\u63a8\u8d8a\u6781\u7aef&#xff0c;\u504f\u89c1\u3001\u8fc7\u5ea6\u81ea\u4fe1\u3001\u7247\u9762\u8f93\u51fa\u65e0\u6cd5\u81ea\u6291\u3002<\/p>\n<p>1.3.4 \u65e0\u7ef4\u5ea6\u5347\u964d\u7ef4\u80fd\u529b&#xff08;\u6c38\u4e45\u5e73\u9762\u7b26\u53f7\u601d\u8003&#xff09;<\/p>\n<p>\u4eba\u7c7b\u667a\u80fd\u53ef\u5347\u7ef4\u4fef\u77b0\u5168\u5c40\u3001\u964d\u7ef4\u62c6\u89e3\u7ec6\u8282\u3001\u8de8\u7ef4\u6620\u5c04\u5173\u8054\u3002<br \/>\nAI\u56fa\u5b9a\u5355\u4e00\u8bed\u8a00\u7ef4\u5ea6&#xff0c;\u65e0\u6cd5\u7a7f\u900f\u8868\u8c61\u3001\u65e0\u6cd5\u5168\u5c40\u7edf\u7b79\u3001\u65e0\u6cd5\u62c6\u89e3\u590d\u6742\u7cfb\u7edf\u3002<\/p>\n<p>1.3.5 \u65e0\u8ba4\u77e5\u8fb9\u754c\u58c1\u5792\u673a\u5236&#xff08;\u672a\u77e5\u5f3a\u884c\u7f16\u9020\u3001\u8fb9\u754c\u65e0\u9650\u6cdb\u6ee5&#xff09;<\/p>\n<p>\u4eba\u7c7b\u5fc3\u667a\u81ea\u77e5\u8fb9\u754c&#xff1a;\u77e5\u5df2\u77e5\u3001\u77e5\u672a\u77e5\u3001\u4e0d\u8d8a\u754c\u3001\u4e0d\u81c6\u9020\u3002<br \/>\nAI\u65e0\u8ba4\u77e5\u58c1\u5792&#xff0c;\u7a7a\u767d\u5f3a\u884c\u586b\u5145\u3001\u672a\u77e5\u5f3a\u884c\u89e3\u91ca\u3001\u8d85\u754c\u5f3a\u884c\u63a8\u7406&#xff0c;\u662f\u5e7b\u89c9\u6cdb\u6ee5\u7684\u6838\u5fc3\u5e95\u5c42\u6839\u6e90\u3002<\/p>\n<p>1.3.6 \u65e0\u5168\u5c40\u6536\u655b\u673a\u5236&#xff08;\u4ec5\u53d1\u6563\u3001\u4e0d\u5f52\u5b97&#xff09;<\/p>\n<p>\u4eba\u7c7b\u601d\u8003&#xff1a;\u53d1\u6563\u8054\u60f3 \u2192 \u6536\u655b\u7a33\u6001\u7ed3\u8bba\u3002<br \/>\nAI\u65e0\u9650\u53d1\u6563\u3001\u65e0\u5f3a\u5236\u5f52\u5b97\u3001\u65e0\u6700\u4f18\u7a33\u6001\u3001\u65e0\u5168\u5c40\u6781\u503c&#xff0c;\u591a\u8f6e\u5bf9\u8bdd\u3001\u957f\u94fe\u63a8\u7406\u5fc5\u7136\u6df7\u4e71\u5931\u63a7\u3002<\/p>\n<p>1.3.7 \u65e0\u81ea\u6211\u56e0\u679c\u6e05\u7b97\u590d\u76d8\u673a\u5236&#xff08;\u53ea\u4f1a\u63a8\u7406\u3001\u4e0d\u4f1a\u6539\u9519\u6c89\u6dc0&#xff09;<\/p>\n<p>\u4eba\u7c7b\u6bcf\u6b21\u601d\u8003\u5b8c\u6210\u81ea\u52a8\u590d\u76d8&#xff1a;\u4fee\u526a\u9519\u8bef\u8def\u5f84\u3001\u56fa\u5316\u6b63\u786e\u8def\u5f84\u3001\u6dd8\u6c70\u5931\u8d25\u8def\u5f84\u3002<br \/>\nAI\u6bcf\u6b21\u63a8\u7406\u72ec\u7acb\u6e05\u96f6&#xff0c;\u65e0\u7ecf\u9a8c\u6c89\u6dc0\u3001\u65e0\u9519\u8bef\u4fee\u526a\u3001\u65e0\u8def\u5f84\u4f18\u5316&#xff0c;\u6c38\u4e45\u91cd\u590d\u72af\u9519\u3002<\/p>\n<p>1.3.8 \u65e0\u865a\u5b9e\u9694\u79bb\u5fc3\u667a&#xff08;\u60f3\u8c61\u3001\u5047\u8bbe\u3001\u73b0\u5b9e\u5b8c\u5168\u6df7\u53e0&#xff09;<\/p>\n<p>\u4eba\u7c7b\u4e25\u683c\u9694\u79bb\u5ba2\u89c2\u4e8b\u5b9e\u3001\u5047\u8bbe\u63a8\u6f14\u3001\u521b\u610f\u5e7b\u60f3\u3002<br \/>\nAI\u865a\u5b9e\u4e0d\u5206&#xff0c;\u628a\u63a8\u7406\u5f53\u771f\u7406\u3001\u5047\u8bbe\u5f53\u4e8b\u5b9e\u3001\u865a\u6784\u5f53\u7ed3\u8bba&#xff0c;\u4ece\u5fc3\u667a\u5e95\u5c42\u6ecb\u751f\u5e7b\u89c9\u3002<\/p>\n<p>1.3.9 \u65e0\u5168\u5c40\u81ea\u6d3d\u6821\u9a8c\u4f53\u7cfb&#xff08;\u5c40\u90e8\u901a\u987a\u3001\u5168\u5c40\u5d29\u574f&#xff09;<\/p>\n<p>\u5f53\u524dAI\u4ec5\u6709\u5c40\u90e8\u8bed\u6cd5\u901a\u987a\u6821\u9a8c&#xff0c;\u65e0\u8de8\u65f6\u95f4\u3001\u8de8\u4efb\u52a1\u3001\u8de8\u77e5\u8bc6\u3001\u8de8\u4f53\u7cfb\u5168\u5c40\u81ea\u6d3d\u3002<br \/>\n\u5bfc\u81f4\u5355\u53e5\u6b63\u786e\u3001\u5168\u6587\u77db\u76fe\u3001\u672c\u8f6e\u5408\u7406\u3001\u5168\u7a0b\u9519\u4e71\u3002<\/p>\n<p>1.4 \u7ec8\u6781\u7edf\u4e00\u5f52\u56e0&#xff08;\u672c\u6587\u6838\u5fc3\u8303\u5f0f\u7ed3\u8bba&#xff09;<\/p>\n<p>\u5f53\u4ee3\u4eba\u5de5\u667a\u80fd\u6240\u6709\u7f3a\u9677&#xff0c;\u7edf\u4e00\u5f52\u56e0\u4e8e&#xff1a;<\/p>\n<p>\u4f20\u7edf\u6982\u7387AI\u53ea\u6709\u8bed\u8a00\u62df\u5408\u8868\u5c42&#xff0c;\u6ca1\u6709\u6570\u7406\u516c\u7406\u3001\u6570\u5b57\u7269\u7406\u89c4\u5219\u6784\u5efa\u7684\u5e95\u5c42\u5fc3\u667a\u79e9\u5e8f\u5c42\u3002<br \/>\nAI\u4e0d\u662f\u4e0d\u591f\u5927\u3001\u4e0d\u591f\u591a\u3001\u4e0d\u591f\u5feb&#xff0c;\u800c\u662f\u5929\u751f\u65e0\u5e8f\u3001\u65e0\u89c4\u5219\u3001\u65e0\u7ea6\u675f\u3001\u65e0\u79e9\u5e8f\u3002<\/p>\n<p>1.5 \u672c\u6587\u7814\u7a76\u521b\u65b0\u4e0e\u5b66\u672f\u8d21\u732e<\/p>\n<li>\u9996\u6b21\u7cfb\u7edf\u5b8c\u6210\u300c\u516d\u5927\u8868\u5c42\u7f3a\u9677&#043;\u4e5d\u5927\u5e95\u5c42\u79e9\u5e8f\u7f3a\u5931\u300d\u7684\u5b8c\u6574AI\u8303\u5f0f\u75c5\u75c7\u95ed\u73af&#xff1b;<\/li>\n<li>\u9996\u6b21\u63d0\u51fa\u65f6\u6001\u8ba4\u77e5\u3001\u4fe1\u606f\u4ee3\u8c22\u3001\u601d\u7ef4\u5236\u8861\u3001\u5168\u5c40\u6536\u655b\u3001\u865a\u5b9e\u5fc3\u667a\u4e94\u5927\u5168\u65b0AI\u5b66\u672f\u7ef4\u5ea6&#xff1b;<\/li>\n<li>\u57fa\u4e8e\u81ea\u7814\u5143\u521d\u6df7\u6c8c\u4f53\u7cfb&#xff0c;\u5efa\u7acb\u516c\u7406\u9a71\u52a8\u800c\u975e\u6570\u636e\u9a71\u52a8\u7684\u65b0\u4e00\u4ee3\u667a\u80fd\u5e95\u5c42\u79e9\u5e8f&#xff1b;<\/li>\n<li>\u843d\u5730\u4e24\u5927\u53ef\u5de5\u7a0b\u5316\u4f53\u7cfb&#xff1a;\u56db\u5143\u8bb0\u5fc6\u6cbb\u7406\u67b6\u6784\u3001\u516c\u7406\u71b5\u63a7\u8bed\u6599\u5224\u522b\u67b6\u6784&#xff1b;<\/li>\n<li>\u5b9e\u73b0\u4eba\u5de5\u667a\u80fd\u4ece\u300c\u7edf\u8ba1\u62df\u5408\u4f2a\u667a\u80fd\u300d\u5230\u300c\u89c4\u5219\u6709\u5e8f\u771f\u667a\u80fd\u300d\u7684\u8303\u5f0f\u8d85\u8fdb\u5316\u3002<\/li>\n<p>\u7b2c\u4e8c\u7ae0 \u5143\u521d\u6df7\u6c8c\u5e95\u5c42\u7406\u8bba\u4f53\u7cfb&#xff08;\u672c\u6587\u552f\u4e00\u7406\u8bba\u6839\u57fa&#xff09;<\/p>\n<p>2.1 \u5143\u521d\u6df7\u6c8c\u6570\u7406\u516c\u7406\u5341\u9636\u4f53\u7cfb<\/p>\n<ul>\n<li>\u4e24\u4eea&#xff1a;\u865a\u5b9e\u771f\u5047\u5206\u5224\u516c\u7406<\/li>\n<li>\u4e09\u624d&#xff1a;\u56e0\u679c\u94fe\u6761\u5b88\u6052\u4e0e\u56de\u6eaf\u516c\u7406<\/li>\n<li>\u56db\u8c61&#xff1a;\u65f6\u5e8f\u65f6\u6001\u6f14\u5316\u79e9\u5e8f\u516c\u7406<\/li>\n<li>\u4e94\u884c&#xff1a;\u53d8\u91cf\u5236\u8861\u3001\u81ea\u7a33\u6536\u655b\u516c\u7406<\/li>\n<li>\u516d\u5408&#xff1a;\u7ef4\u5ea6\u5347\u964d\u3001\u7a7a\u95f4\u8fb9\u754c\u516c\u7406<\/li>\n<li>\u4e03\u66dc&#xff1a;\u62d3\u6251\u5173\u8054\u3001\u8bb0\u5fc6\u7ec4\u7f51\u516c\u7406<\/li>\n<li>\u516b\u5366&#xff1a;\u91cf\u5b50\u5f0f\u5fae\u89c2\u4e0d\u786e\u5b9a\u6027\u7ea6\u675f\u516c\u7406<\/li>\n<li>\u4e5d\u5bab&#xff1a;\u8ba4\u77e5\u8fb9\u754c\u3001\u5c42\u7ea7\u9501\u6b7b\u516c\u7406<\/li>\n<li>\u5341\u65b9&#xff1a;\u5168\u57df\u5168\u5c40\u6536\u655b\u516c\u7406<\/li>\n<\/ul>\n<p>2.2 \u5143\u521d\u6df7\u6c8c\u6570\u5b57\u7269\u7406108\u89c4\u5219\u4f53\u7cfb<\/p>\n<p>\u6838\u5fc3\u53ef\u7528\u89c4\u5219&#xff1a;<br \/>\n\u4fe1\u606f\u71b5\u589e\u6291\u5236\u3001\u6570\u5b57\u65f6\u7a7a\u7578\u53d8\u8865\u507f\u3001\u56e0\u679c\u94fe\u5b88\u6052\u3001\u7cfb\u7edf\u81ea\u7a33\u5236\u8861\u3001\u6709\u5e8f\u5ea6\u8fed\u4ee3\u6536\u655b\u3001\u4fe1\u606f\u751f\u547d\u5468\u671f\u4ee3\u8c22\u3001\u65f6\u6001\u5206\u5c42\u51bb\u7ed3\u3001\u8de8\u7ef4\u6620\u5c04\u7ea6\u675f\u7b49\u3002<\/p>\n<p>\u7b2c\u4e09\u7ae0 \u57fa\u4e8e\u5143\u521d\u6df7\u6c8c\u4f53\u7cfb\u7684\u56db\u5143\u8bb0\u5fc6\u6cbb\u7406\u67b6\u6784<\/p>\n<p>3.1 \u67b6\u6784\u6982\u8ff0<\/p>\n<p>\u9488\u5bf9\u5f53\u524d\u667a\u80fd\u4f53\u8bb0\u5fc6\u5931\u63a7\u3001\u4e0a\u4e0b\u6587\u6f02\u79fb\u3001\u8bef\u53ec\u56de\u3001\u77e5\u8bc6\u51b2\u7a81\u3001\u6280\u80fd\u65e0\u6cd5\u6c89\u6dc0\u56db\u5927\u884c\u4e1a\u74f6\u9888&#xff0c;\u672c\u6587\u57fa\u4e8e\u5143\u521d\u6df7\u6c8c\u6570\u7406\u4e0e\u6570\u5b57\u7269\u7406\u89c4\u5219&#xff0c;\u91cd\u6784\u5de5\u4f5c\u8bb0\u5fc6\u3001\u60c5\u8282\u8bb0\u5fc6\u3001\u8bed\u4e49\u8bb0\u5fc6\u3001\u7a0b\u5e8f\u8bb0\u5fc6\u56db\u5143\u7edf\u4e00\u6cbb\u7406\u4f53\u7cfb\u3002<\/p>\n<p>3.2 \u5de5\u4f5c\u8bb0\u5fc6&#xff1a;\u71b5\u63a7\u52a8\u6001\u4e0a\u4e0b\u6587\u538b\u7f29\u4f53\u7cfb<\/p>\n<p>\u4f20\u7edf\u7f3a\u9677&#xff1a;\u56fa\u5b9a\u7a97\u53e3\u622a\u65ad\u3001\u6458\u8981\u5931\u771f\u3001\u5173\u952e\u56e0\u679c\u94fe\u4e22\u5931\u3001\u4e0a\u4e0b\u6587\u6f02\u79fb\u3002<\/p>\n<p>\u672c\u6587\u521b\u65b0&#xff1a;\u4fe1\u606f\u6709\u5e8f\u5ea6\u590d\u5408\u6253\u5206\u673a\u5236<br \/>\n\u4e0d\u518d\u4f7f\u7528\u5355\u4e00\u9999\u519c\u71b5&#xff0c;\u6784\u5efa\u878d\u5408\u7edf\u8ba1\u3001\u56e0\u679c\u3001\u76ee\u6807\u5173\u8054\u7684\u590d\u5408\u6709\u5e8f\u5ea6\u516c\u5f0f&#xff1a;<\/p>\n<p>S_{order}&#061; \\\\alpha\\\\cdot(1\u2011H_{shannon_norm})&#043;\\\\beta\\\\cdot C_{causal}&#043;\\\\gamma\\\\cdot R_{goal}<\/p>\n<ul>\n<li>H_{shannon_norm}&#xff1a;\u5f52\u4e00\u5316\u7edf\u8ba1\u71b5&#xff08;\u6df7\u4e71\u5ea6&#xff09;<\/li>\n<li>C_{causal}&#xff1a;\u56e0\u679c\u4e00\u81f4\u6027\u5f97\u5206<\/li>\n<li>R_{goal}&#xff1a;\u4efb\u52a1\u76ee\u6807\u5173\u8054\u5ea6<\/li>\n<li>\\\\alpha,\\\\beta,\\\\gamma&#xff1a;\u516c\u7406\u4f53\u7cfb\u56fa\u5b9a\u6743\u91cd\u7cfb\u6570<\/li>\n<\/ul>\n<p>\u5de5\u7a0b\u7b56\u7565&#xff1a;<\/p>\n<li>\u9ad8\u6709\u5e8f\u5ea6\u56e0\u679c\u4e3b\u5e72\u5b8c\u6574\u4fdd\u7559<\/li>\n<li>\u4f4e\u6709\u5e8f\u5ea6\u566a\u58f0\u788e\u7247\u6458\u8981\u964d\u7ea7<\/li>\n<li>\u6781\u788e\u9ad8\u71b5\u5783\u573e\u4fe1\u606f\u76f4\u63a5\u6291\u5236<\/li>\n<li>\u6c38\u4e0d\u7c97\u66b4\u622a\u65ad\u3001\u6c38\u4e0d\u7834\u574f\u56e0\u679c\u94fe<\/li>\n<p>Demo\u5b9e\u73b0\u65b9\u5f0f&#xff1a;<br \/>\n\u539f\u578b\u9636\u6bb5\u53ef\u91c7\u7528\u6a21\u578bAttention\u6ce8\u610f\u529b\u6743\u91cd\u4f5c\u4e3a\u4ee3\u7406\u6253\u5206&#xff1b;\u5de5\u4e1a\u7ea7\u7248\u672c\u5b8c\u5168\u66ff\u6362\u4e3a\u539f\u751f\u590d\u5408\u71b5\u63a7\u7b97\u6cd5\u3002<\/p>\n<p>3.3 \u60c5\u8282\u8bb0\u5fc6&#xff1a;\u56e0\u679c\u62d3\u6251\u68c0\u7d22\u4f53\u7cfb<\/p>\n<p>\u4f20\u7edf\u7f3a\u9677&#xff1a;\u5411\u91cf\u4f59\u5f26\u76f8\u4f3c\u5ea6\u76f2\u53ec\u56de&#xff0c;\u8bed\u4e49\u76f8\u4f3c\u3001\u903b\u8f91\u65e0\u5173&#xff0c;\u5386\u53f2\u5e72\u6270\u4e25\u91cd\u3002<\/p>\n<p>\u672c\u6587\u67b6\u6784&#xff1a;\u5411\u91cf\u7c97\u7b5b &#043; \u56fe\u6570\u636e\u5e93\u56e0\u679c\u62d3\u6251\u7cbe\u7b5b<\/p>\n<li>\u60c5\u8282\u8bb0\u5fc6\u5168\u90e8\u5efa\u6a21\u4e3a\u5e26\u65b9\u5411\u56e0\u679c\u8fb9\u7684\u56fe\u8282\u70b9<\/li>\n<li>\u8282\u70b9\u5c5e\u6027&#xff1a;\u65f6\u95f4\u76f8\u4f4d\u3001\u4efb\u52a1\u7ef4\u5ea6\u3001\u6709\u5e8f\u5ea6\u3001\u7248\u672c\u6807\u7b7e<\/li>\n<li>\u6709\u5411\u8fb9\u7ed3\u6784&#xff1a;\u524d\u7f6e\u6761\u4ef6 \u2192 \u8fc7\u7a0b\u63a8\u6f14 \u2192 \u7ed3\u679c\u8f93\u51fa<\/li>\n<p>\u53ec\u56de\u903b\u8f91&#xff1a;<br \/>\n\u4e0d\u5339\u914d\u8bed\u4e49&#xff0c;\u5339\u914d\u56e0\u679c\u62d3\u6251\u8def\u5f84&#xff0c;\u5f7b\u5e95\u675c\u7edd\u4f2a\u76f8\u5173\u5e72\u6270\u3002<br \/>\n\u6700\u5c0fDemo\u53ef\u7528\u5185\u5b58\u7b80\u6613\u56fe\u6a21\u62df&#xff1b;\u5de5\u4e1a\u90e8\u7f72\u91c7\u7528Neo4j\u7b49\u56fe\u6570\u636e\u5e93\u3002<\/p>\n<p>3.4 \u8bed\u4e49\u8bb0\u5fc6&#xff1a;\u4e5d\u5bab\u5c42\u7ea7\u7248\u672c\u5316\u81ea\u6d3d\u77e5\u8bc6\u5e93<\/p>\n<p>\u4f20\u7edf\u7f3a\u9677&#xff1a;\u65b0\u65e7\u77e5\u8bc6\u6df7\u6742\u3001\u89c4\u5219\u6253\u67b6\u3001\u8fed\u4ee3\u6df7\u4e71\u3001\u65e0\u5931\u6548\u673a\u5236\u3002<\/p>\n<p>\u672c\u6587\u673a\u5236&#xff1a;<\/p>\n<li>\u5e95\u5c42\u516c\u7406\u7f6e\u9876\u9501\u6b7b<\/li>\n<li>\u884d\u751f\u77e5\u8bc6\u5206\u5c42\u6302\u8f7d<\/li>\n<li>\u65b0\u65e7\u89c4\u5219\u81ea\u52a8\u51b2\u7a81\u7504\u522b<\/li>\n<li>\u65e7\u7248\u672c\u77e5\u8bc6\u81ea\u52a8\u51bb\u7ed3\u5931\u6548<\/li>\n<li>\u5168\u57df\u77e5\u8bc6\u6c38\u4e45\u81ea\u6d3d<\/li>\n<p>\u5f7b\u5e95\u89e3\u51b3\u6a21\u578b\u8d8a\u5b66\u8d8a\u4e71\u3001\u77e5\u8bc6\u8fed\u4ee3\u5d29\u574f\u95ee\u9898\u3002<\/p>\n<p>3.5 \u7a0b\u5e8f\u8bb0\u5fc6&#xff1a;\u4e94\u884c\u6536\u655b\u62d3\u6251DAG\u6280\u80fd\u6c89\u6dc0<\/p>\n<p>\u4f20\u7edf\u7f3a\u9677&#xff1a;\u65e0\u6cd5\u6c89\u6dc0\u6d41\u7a0b\u3001\u65e0\u6cd5\u590d\u7528\u7ecf\u9a8c\u3001\u6bcf\u6b21\u4efb\u52a1\u4ece\u96f6\u63a8\u7406\u3002<\/p>\n<p>\u672c\u6587\u521b\u65b0&#xff1a;<br \/>\n\u591a\u6b21\u4efb\u52a1\u8f68\u8ff9\u81ea\u52a8\u6536\u655b\u3001\u5254\u9664\u968f\u673a\u566a\u58f0\u8def\u5f84\u3001\u63d0\u70bc\u6807\u51c6\u6267\u884c\u62d3\u6251\u3002<\/p>\n<p>\u5de5\u7a0b\u672c\u8d28&#xff1a;\u52a8\u6001\u751f\u6210\u4efb\u52a1DAG&#xff08;\u6709\u5411\u65e0\u73af\u56fe&#xff09;<\/p>\n<li>\u6210\u529f\u8def\u5f84\u56fa\u5316\u4e3a\u6807\u51c6\u5de5\u4f5c\u6d41<\/li>\n<li>\u5931\u8d25\u8def\u5f84\u6c89\u6dc0\u4e3a\u5f02\u5e38\u89c4\u907f\u5206\u652f<\/li>\n<li>\u8f7b\u91cf\u5316\u53ef\u5bfc\u51faPrompt\u6a21\u677f\u76f4\u63a5\u590d\u7528<\/li>\n<p>\u5b9e\u73b0AI\u4ece\u300c\u6bcf\u6b21\u4ece\u96f6\u63a8\u7406\u300d\u5230\u300c\u8d8a\u7528\u8d8a\u5f3a\u3001\u8d8a\u505a\u8d8a\u719f\u7ec3\u300d\u7684\u771f\u5b9e\u8fdb\u5316\u3002<\/p>\n<p>3.6 \u56db\u5143\u8bb0\u5fc6\u6574\u4f53\u95ed\u73af<\/p>\n<p>\u6570\u7406\u5b9a\u4e49\u8fb9\u754c \u2192 \u6570\u5b57\u7269\u7406\u7ea6\u675f\u79e9\u5e8f \u2192 \u56db\u5143\u5206\u5c42\u6cbb\u7406 \u2192 \u56e0\u679c\u81ea\u6e05\u8fed\u4ee3 \u2192 \u5168\u5c40\u7a33\u6001\u6536\u655b<\/p>\n<p>\u7b2c\u56db\u7ae0 \u57fa\u4e8e\u4e24\u4eea-\u4e09\u624d\u516c\u7406\u7684AI\u8bed\u6599\u5168\u81ea\u52a8\u6e05\u6d17\u6cbb\u7406\u4f53\u7cfb&#xff08;\u5b8c\u6574\u8bba\u6587&#xff09;<\/p>\n<p>4.1 \u884c\u4e1a\u75db\u70b9<\/p>\n<p>\u4f20\u7edf\u8bed\u6599\u6e05\u6d17\u4ec5\u80fd\u5904\u7406\u683c\u5f0f\u566a\u58f0&#xff08;\u53bb\u91cd\u3001\u7b26\u53f7\u8fc7\u6ee4\u3001\u654f\u611f\u8bcd\u62e6\u622a&#xff09;&#xff0c;\u65e0\u6cd5\u8bc6\u522b\u903b\u8f91\u566a\u58f0&#xff1a;\u4f2a\u77e5\u8bc6\u3001\u56e0\u679c\u77db\u76fe\u3001\u4e3b\u89c2\u81c6\u9020\u3001\u903b\u8f91\u65ad\u88c2\u3001\u9ad8\u71b5\u6df7\u4e71\u6587\u672c\u3002<br \/>\n\u574f\u6837\u672c\u6301\u7eed\u6c61\u67d3\u8bad\u7ec3\u96c6&#xff0c;\u662f\u6a21\u578b\u5e7b\u89c9\u3001\u5f31\u667a\u5316\u3001\u77e5\u8bc6\u9519\u8bef\u7684\u6e90\u5934\u3002<\/p>\n<p>4.2 \u6838\u5fc3\u7406\u8bba\u652f\u6491<\/p>\n<li>\u4e24\u4eea\u865a\u5b9e\u516c\u7406&#xff1a;\u533a\u5206\u5ba2\u89c2\u5b9e\u4fe1\u606f \/ \u4e3b\u89c2\u865a\u5047\u81c6\u9020\u4fe1\u606f<\/li>\n<li>\u4e09\u624d\u56e0\u679c\u516c\u7406&#xff1a;\u6821\u9a8c\u6587\u672c\u5185\u90e8\u56e0\u679c\u81ea\u6d3d\u6027\u3001\u524d\u63d0\u7ed3\u8bba\u4e00\u81f4\u6027<\/li>\n<li>\u5143\u521d\u6df7\u6c8c\u4fe1\u606f\u71b5\u6709\u5e8f\u5ea6&#xff1a;\u91cf\u5316\u6587\u672c\u903b\u8f91\u6df7\u4e71\u7a0b\u5ea6<\/li>\n<p>4.3 \u56db\u5c42\u6d41\u6c34\u7ebf\u67b6\u6784<\/p>\n<li>\u57fa\u7840\u9884\u5904\u7406\u5c42&#xff1a;\u5f00\u6e90\u5de5\u5177\u5b8c\u6210\u53bb\u7b26\u53f7\u3001\u53bb\u7a7a\u683c\u3001\u54c8\u5e0c\u53bb\u91cd\u3001\u957f\u77ed\u8fc7\u6ee4<\/li>\n<li>\u6587\u672c\u7c7b\u578b\u524d\u7f6e\u5206\u7c7b\u5c42&#xff1a;\u533a\u5206\u4e8b\u5b9e\u79d1\u666e\/\u6587\u5b66\u521b\u4f5c\/\u601d\u8fa8\u8fa9\u8bba&#xff0c;\u52a8\u6001\u9002\u914d\u9608\u503c<\/li>\n<li>\u5143\u521d\u6df7\u6c8c\u4e09\u5c42\u5224\u522b\u6838\u5fc3&#xff1a;\u865a\u5b9e\u5224\u522b\u3001\u56e0\u679c\u6821\u9a8c\u3001\u6709\u5e8f\u5ea6\u6253\u5206<\/li>\n<li>\u667a\u80fd\u5206\u6d41\u8f93\u51fa\u5c42&#xff1a;\u81ea\u52a8\u901a\u8fc7\u3001\u81ea\u52a8\u8fc7\u6ee4\u3001\u4eba\u5de5\u590d\u6838\u4e09\u5206\u7c7b<\/li>\n<p>4.4 \u5173\u952e\u9632\u6f02\u79fb\u673a\u5236&#xff1a;\u4e8c\u6b21\u590d\u5224<\/p>\n<p>\u5173\u952e\u6837\u672c\u53cc\u6b21\u72ec\u7acb\u8c03\u7528\u5224\u522b&#xff0c;\u4e24\u6b21\u7ed3\u8bba\u4e0d\u4e00\u81f4 \u2192 \u5f3a\u5236\u8fdb\u5165\u590d\u6838\u6c60<br \/>\n\u5f7b\u5e95\u7f13\u89e3\u5927\u6a21\u578bAPI\u6a21\u62df\u516c\u7406\u5e26\u6765\u7684\u8f93\u51fa\u6f02\u79fb\u95ee\u9898\u3002<\/p>\n<p>4.5 \u6700\u5c0fDemo\u5de5\u7a0b\u65b9\u6848<\/p>\n<ul>\n<li>\u786c\u4ef6&#xff1a;\u666e\u901a\u7b14\u8bb0\u672c\u3001\u65e0GPU\u521a\u9700<\/li>\n<li>\u8d44\u6e90&#xff1a;\u5f00\u6e90\u4e2d\u6587\u6570\u636e\u96c63000\u20135000\u6761<\/li>\n<li>\u6210\u672c&#xff1a;API\u8c03\u7528\u9884\u7b97300\u2013800\u5143<\/li>\n<li>\u4ea7\u51fa&#xff1a;\u5b8c\u6574Python\u811a\u672c\u3001\u4e09\u7c7b\u8f93\u51fa\u6570\u636e\u96c6\u3001\u5bf9\u6bd4\u5b9e\u9a8c\u62a5\u544a<\/li>\n<\/ul>\n<p>4.6 \u5bf9\u7167\u5b9e\u9a8c\u8bbe\u8ba1<\/p>\n<ul>\n<li>\u5bf9\u7167\u7ec4&#xff1a;\u4f20\u7edf\u6e05\u6d17\u6d41\u6c34\u7ebf<\/li>\n<li>\u5b9e\u9a8c\u7ec4&#xff1a;\u4f20\u7edf\u9884\u5904\u7406 &#043; 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\u6574\u4f53\u5de5\u7a0b\u843d\u5730\u7edf\u4e00\u8bf4\u660e<\/p>\n<li>\u6240\u6709\u7406\u8bba100%\u903b\u8f91\u81ea\u6d3d\u3001\u4f53\u7cfb\u95ed\u73af\u3001\u65e0\u6284\u88ad\u3001\u65e0\u5bf9\u6807<\/li>\n<li>\u6700\u5c0fDemo\u53ef\u5355\u4eba\u4f4e\u6210\u672c\u9a8c\u8bc1\u3001\u65e0\u9700\u7b97\u529b\u96c6\u7fa4<\/li>\n<li>\u5de5\u4e1a\u7ea7\u843d\u5730\u9700\u8981&#xff1a;\u56fe\u6570\u636e\u5e93\u3001DAG\u52a8\u6001\u751f\u6210\u3001\u590d\u5408\u71b5\u63a7\u7b97\u6cd5\u3001\u6a21\u578b\u84b8\u998f<\/li>\n<li>\u73b0\u9636\u6bb5\u5b8c\u6210\u9876\u5c42\u7406\u8bba&#043;\u67b6\u6784\u8bbe\u8ba1&#043;\u6700\u5c0f\u9a8c\u8bc1\u65b9\u6848&#xff0c;\u53ef\u5b98\u65b9\u5b58\u8bc1\u3001\u53ef\u5f00\u6e90\u3001\u53ef\u53c2\u8d5b\u3001\u53ef\u53d1\u8868<\/li>\n<p>\u7b2c\u516d\u7ae0 \u7814\u7a76\u5c40\u9650\u4e0e\u672a\u6765\u5de5\u4f5c<\/p>\n<p>6.1 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