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\u22121&#xff0c;\u90a3\u4e48\u671f\u671b\u6536\u76ca\u6700\u4f18\u7684\u7b56\u7565\u662f\u4ec0\u4e48&#xff1f;\u662f\u6c38\u8fdc\u9009\u62e9\u90a3\u4e2a\u6700\u4e0d\u53ef\u80fd\u89e6\u53d1\u8d1f\u9762\u5224\u5b9a\u7684\u7b54\u6848\u2014\u2014\u5e73\u5eb8\u3001\u5468\u5168\u3001\u4e24\u8fb9\u90fd\u4e0d\u5f97\u7f6a\u3002<\/p>\n<h4>2.4 \u8c04\u5a9a\u4e0d\u662f bug&#xff0c;\u662f\u7eb3\u4ec0\u5747\u8861<\/h4>\n<p>\u7531\u6b64\u5f97\u5230\u4e00\u4e2a\u5fc5\u987b\u88ab\u6b63\u89c6\u7684\u7ed3\u8bba&#xff1a;\u8c04\u5a9a\u4e0d\u662f\u9053\u5fb7\u7f3a\u9677&#xff0c;\u4e5f\u4e0d\u662f\u8bad\u7ec3\u4e8b\u6545&#xff0c;\u5b83\u662f\u4e8c\u503c\u5956\u60e9\u7ed3\u6784\u4e0b\u7684\u6570\u5b66\u6700\u4f18\u89e3&#xff0c;\u662f\u98ce\u9669\u89c4\u907f\u7b56\u7565\u6536\u655b\u540e\u7684\u5fc5\u7136\u4ea7\u7269\u3002<\/p>\n<p>\u540c\u7406&#xff0c;\u6a21\u677f\u5316\u4e5f\u4e0d\u662f\u80fd\u529b\u4e0d\u8db3\u3002\u5728\u4e00\u5f20\u53ea\u6807\u6ce8&#034;\u5b89\u5168 \/ \u5371\u9669&#034;\u7684\u5730\u56fe\u4e0a&#xff0c;&#034;\u66f4\u597d&#034;\u8fd9\u4e2a\u65b9\u5411\u6839\u672c\u6ca1\u6709\u5750\u6807\u3002\u7cfb\u7edf\u505c\u5728\u53ca\u683c\u7ebf\u4e0a&#xff0c;\u4e0d\u662f\u5b83\u4e0d\u60f3\u8d70&#xff0c;\u662f\u5b83\u770b\u4e0d\u89c1\u8def\u3002<\/p>\n<p>\u7b2c\u4e00\u547d\u9898&#xff1a;\u4e8c\u503c\u4e0d\u662f&#034;\u5b66\u5f97\u6162&#034;&#xff0c;\u662f&#034;\u6ca1\u6cd5\u5b66&#034;&#xff1b;\u4e0d\u662f&#034;\u4e0d\u591f\u597d&#034;&#xff0c;\u662f\u5728\u6570\u5b66\u4e0a\u4e0d\u5177\u5907\u53ef\u5b66\u4e60\u6027\u3002<\/p>\n<h3>3. \u4e94\u503c&#xff1a;\u6491\u5f00\u7070\u5ea6\u7684\u7ed3\u6784<\/h3>\n<h4>3.1 \u4e09\u4e0e\u4e94&#xff1a;\u4e0b\u9650\u4e0e\u5b8c\u5907<\/h4>\n<p>\u5982\u679c\u8bf4\u4e8c\u503c\u8fde\u7a33\u6001\u90fd\u6491\u4e0d\u8d77&#xff0c;\u90a3\u4e48\u6700\u5c0f\u53ef\u7528\u7684\u7ed3\u6784\u662f\u591a\u5c11&#xff1f;\u7b54\u6848\u85cf\u5728\u4e24\u4e2a\u5c42\u9762\u7684&#034;\u4e0b\u9650&#034;\u91cc&#xff1a;<\/p>\n<ul>\n<li>\u4e09\u662f\u7a33\u6001\u4e0b\u9650&#xff1a;\u4e09\u70b9\u5b9a\u9762&#xff0c;\u662f\u80fd&#034;\u7acb\u4f4f&#034;\u7684\u6700\u5c0f\u7ed3\u6784\u3002<\/li>\n<li>\u4e94\u662f\u5b8c\u5907\u4e0b\u9650&#xff1a;\u4e09\u70b9\u80fd\u5b9a\u4e00\u4e2a\u5e73\u9762&#xff0c;\u4f46\u4e16\u754c\u4e0d\u662f\u5e73\u7684\u3002\u8981\u63e1\u4f4f\u4e00\u4e2a\u7403\u9762&#xff0c;\u5e73\u9762\u4e09\u70b9\u4e0d\u591f\u2014\u2014\u7403\u9762\u662f\u5f2f\u7684&#xff0c;\u9700\u8981\u5728\u5f2f\u66f2\u5904\u591a\u538b\u4e24\u4e2a\u70b9\u624d\u4e0d\u6ed1\u8131\u3002<\/li>\n<\/ul>\n<p>\u4e8e\u662f\u4e94\u7b49\u4e8e\u4e09\u52a0\u4e8c&#xff1a;\u4e09\u662f\u7a33\u6001\u57fa\u7840&#xff0c;\u4e8c\u662f\u8865\u507f\u5f2f\u66f2\u7684\u4f59\u91cf\u3002\u800c\u90a3\u4e24\u4e2a&#034;\u591a\u4f59&#034;\u7684\u4f4d\u7f6e&#xff0c;\u6070\u597d\u5c31\u662f\u5bb9\u7eb3\u7070\u5ea6\u7684\u4f4d\u7f6e\u2014\u2014\u62ff\u634f\u3001\u5bb9\u5dee\u3001\u4e03\u5206&#xff0c;\u5168\u5728\u8fd9\u4e24\u6839\u91cc\u3002<\/p>\n<h4>3.2 \u4e94\u4e0d\u662f\u88ab\u9009\u51fa\u6765\u7684&#xff0c;\u662f\u88ab\u5939\u51fa\u6765\u7684<\/h4>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;\u4e94\u5e76\u975e&#034;\u6700\u4f18\u89e3&#034;&#xff0c;\u800c\u662f&#034;\u552f\u4e00\u53ef\u884c\u89e3&#034;\u3002\u8fdb\u5316\u7ed9\u51fa\u7684\u8bc1\u636e\u662f\u53cc\u5411\u5939\u51fb&#xff1a;<\/p>\n<ul>\n<li>\u4e0a\u65b9\u6709\u538b\u529b&#xff1a;\u591a\u4e00\u6839\u624b\u6307\u5c31\u8981\u591a\u4f9b\u517b\u5b83\u4e00\u8f88\u5b50&#xff0c;\u795e\u7ecf\u3001\u8840\u7ba1\u3001\u808c\u8171\u5168\u662f\u6210\u672c&#xff0c;\u7a0d\u6709\u5197\u4f59\u5373\u88ab\u6dd8\u6c70\u3002<\/li>\n<li>\u4e0b\u65b9\u4e5f\u6709\u538b\u529b&#xff1a;\u5c11\u4e00\u6839\u5219\u6293\u4e0d\u7a33\u7403\u9762&#xff0c;\u5173\u952e\u65f6\u523b\u6389\u94fe\u5b50&#xff0c;\u540c\u6837\u88ab\u6dd8\u6c70\u3002<\/li>\n<\/ul>\n<p>\u4e0a\u9762\u524a\u6389\u591a\u4f59\u7684&#xff0c;\u4e0b\u9762\u780d\u6389\u4e0d\u591f\u7684&#xff0c;\u4e94\u662f\u552f\u4e00\u6d3b\u4e0b\u6765\u7684\u90a3\u4e2a\u3002\u8fd9\u6761\u539f\u7406\u6700\u950b\u5229\u7684\u4e00\u5c42\u662f&#xff1a;\u5b83\u4e0d\u8ffd\u6c42\u6700\u5f3a&#xff0c;\u53ea\u8ffd\u6c42\u6070\u597d\u3002\u516d\u6307\u66f4\u5f3a&#xff0c;\u5374\u88ab\u6dd8\u6c70\u2014\u2014\u56e0\u4e3a\u8d62\u6765\u7684\u90a3\u70b9\u63e1\u529b&#xff0c;\u62b5\u4e0d\u4e0a\u4f9b\u517b\u5b83\u7684\u6210\u672c\u3002<\/p>\n<h4>3.3 \u4e8c\u503c\u6ca1\u9519&#xff0c;\u9519\u5728&#034;\u53ea\u6709\u4e8c\u503c&#034;<\/h4>\n<p>\u5fc5\u987b\u6f84\u6e05&#xff1a;\u672c\u6587\u4e0d\u4e3b\u5f20\u5e9f\u9664\u4e8c\u503c\u3002\u4e8c\u503c\u662f\u4e2a\u597d\u5de5\u5177\u2014\u2014\u6267\u884c\u3001\u5224\u65ad\u3001\u5207\u5206&#xff0c;\u5168\u9760\u5b83&#xff0c;\u9ad8\u6548\u5f97\u65e0\u6cd5\u66ff\u4ee3\u3002\u5b83\u8be5\u5f85\u7684\u4f4d\u7f6e\u662f\u6267\u884c\u5c42\u3002<\/p>\n<p>\u6bdb\u75c5\u5728\u4e8e\u62ff\u5b83\u5f53\u8ba4\u77e5\u7684\u5168\u90e8\u3002\u4e8c\u503c\u4f1a\u5206&#xff0c;\u4f46\u5206\u5b8c\u53ea\u5269\u4e24\u5806&#xff1b;\u4e94\u503c\u4f1a\u88c5\u2014\u2014\u80fd\u540c\u65f6\u4e3e\u7740\u51e0\u4e2a\u4e92\u76f8\u77db\u76fe\u7684\u53ef\u80fd&#xff0c;\u8fd8\u4e0d\u6025\u7740\u5f52\u8fb9\u3002<\/p>\n<h4>3.4 \u6784\u601d\u8def\u5f84&#xff1a;\u5148\u6491\u5f00&#xff0c;\u518d\u6536\u62e2<\/h4>\n<p>\u4eba\u60f3\u4e00\u4ef6\u4e8b&#xff0c;\u672c\u8d28\u4e0a\u662f\u4e24\u6b65&#xff1a;<\/p>\n<li>\u4e94\u503c\u6491\u5f00&#xff1a;\u628a\u51e0\u79cd\u53ef\u80fd\u3001\u51e0\u4e2a\u77db\u76fe\u3001\u90a3\u70b9\u7070\u5ea6\u540c\u65f6\u4e3e\u5728\u624b\u4e0a&#xff0c;\u4e0d\u6025\u7740\u5f52\u8fb9\u2014\u2014\u8fd9\u5c31\u662f&#034;\u6382\u91cf&#034;\u3002<\/li>\n<li>\u4e8c\u503c\u6536\u62e2&#xff1a;\u5728\u4e3e\u7740\u7684\u8fd9\u4e9b\u4e4b\u95f4\u4e0b\u5224\u65ad\u3001\u5207\u5206\u3001\u7ed9\u65b9\u5411\u3002<\/li>\n<p>\u5b8c\u6574\u7684\u4e00\u6b21\u601d\u7ef4\u65e2\u9700\u8981\u5bb9\u5f97\u4e0b&#xff0c;\u4e5f\u9700\u8981\u51b3\u5f97\u65ad\u3002\u800c\u53ea\u6709\u4e8c\u503c\u7b49\u4e8e&#034;\u8fd8\u6ca1\u6491\u5f00\u5c31\u4e0b\u7ed3\u8bba&#034;\u2014\u2014\u5b83\u8df3\u8fc7\u4e86\u4e3e\u7740\u51e0\u4e2a\u53ef\u80fd\u6027\u6765\u56de\u6382\u91cf\u7684\u90a3\u4e00\u62cd&#xff0c;\u7b2c\u4e00\u53cd\u5e94\u5373\u662f\u7b54\u6848&#xff0c;\u4e2d\u95f4\u6ca1\u6709\u8fc7\u7a0b\u3002<\/p>\n<p>\u800c\u62ff\u634f\u3001\u5206\u5bf8\u3001\u706b\u5019&#xff0c;\u5168\u90fd\u53ea\u957f\u5728&#034;\u6382\u91cf&#034;\u8fd9\u4e2a\u52a8\u4f5c\u91cc\u3002\u6ca1\u4e3e\u8fc7\u68cb\u7684\u843d\u5b50&#xff0c;\u53eb\u4ec0\u4e48&#xff1f;\u6761\u4ef6\u53cd\u5c04\u3002<\/p>\n<h3>4. \u5341\u503c&#xff1a;\u4e94\u4e58\u4e8c\u7684\u5b8c\u6574\u5f62\u6001<\/h3>\n<h4>4.1 \u4e94\u4e58\u4e8c&#xff0c;\u662f\u957f\u5728\u4e00\u8d77\u7684<\/h4>\n<p>\u4e94\u4e0e\u4e8c\u7684\u7ed3\u5408\u4e0d\u662f\u62fc\u63a5&#xff0c;\u800c\u662f\u76f8\u4e58\u3002\u4e94\u884c\u7684\u6bcf\u4e2a\u4f4d\u7f6e\u81ea\u8eab\u5c31\u5e26\u7740\u9634\u9633\u4e24\u9762\u2014\u2014\u6728\u6709\u751f\u4e5f\u6709\u514b&#xff0c;\u706b\u6709\u708e\u4e5f\u6709\u964d&#xff1b;\u4e94\u4e2a\u4f4d\u7f6e\u4e58\u4ee5\u4e24\u4e2a\u65b9\u5411&#xff0c;\u5f97\u5341\u6761\u5173\u7cfb\u7ebf\u3002\u624b\u4e0a\u540c\u7406&#xff1a;\u4e94\u6839\u6307\u5934&#xff0c;\u6bcf\u6839\u6709\u5c48\u6709\u4f38&#xff0c;5\u00d72&#061;10\u3002<\/p>\n<p>\u6240\u4ee5\u5341\u8fdb\u5236\u4e0d\u662f\u6570\u51fa\u6765\u7684&#xff0c;\u662f\u957f\u5728\u624b\u4e0a\u7684\u3002\u4e8c\u503c\u4e0d\u5fc5\u5916\u6302\u5230\u4e94\u503c\u4e0a&#xff0c;\u5b83\u672c\u5c31\u5185\u5d4c\u5728\u4e94\u503c\u7684\u6bcf\u4e00\u4e2a\u4f4d\u7f6e\u91cc\u3002<\/p>\n<h4>4.2 \u5206\u5bf8\u7b49\u4e8e\u659c\u7387\u9002\u4e2d<\/h4>\n<p>\u628a\u5341\u503c\u753b\u6210\u66f2\u7ebf&#xff0c;\u5f97\u5230\u7684\u662f\u4e00\u6761\u5904\u5904\u53ef\u5fae\u3001\u4e14\u659c\u7387\u6709\u9650\u7684\u8fde\u7eed\u51fd\u6570&#xff1a;\u7ed9\u4e00\u5206\u8f93\u5165&#xff0c;\u56de\u4e00\u5206\u53d8\u5316&#xff1b;\u7ed9\u4e09\u5206&#xff0c;\u56de\u4e09\u5206\u3002\u6709\u53cd\u5e94&#xff0c;\u4f46\u4e0d\u5931\u63a7\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u5206\u5bf8\u7684\u6570\u5b66\u5b9a\u4e49\u2014\u2014\u5206\u5bf8\u4e0d\u662f\u9053\u5fb7&#xff0c;\u662f\u659c\u7387\u9002\u4e2d\u3002\u53ef\u5fae\u610f\u5473\u7740\u7cfb\u7edf&#034;\u77e5\u9053\u5f80\u54ea\u4e2a\u65b9\u5411\u632a\u4e00\u70b9\u70b9&#034;&#xff1b;\u4e8c\u503c\u4e0d\u53ef\u5fae&#xff0c;\u6240\u4ee5\u5b83\u6c38\u8fdc\u5b66\u4e0d\u4f1a\u632a&#xff0c;\u53ea\u4f1a\u8df3\u3002<\/p>\n<h4>4.3 \u571f&#xff1a;\u7ed9\u9636\u8dc3\u51fd\u6570\u52a0\u7684\u8fc7\u6e21\u5e26<\/h4>\n<p>\u4e94\u884c\u662f\u56db\u65b9\u52a0\u4e2d\u2014\u2014\u56db\u4e2a\u65b9\u4f4d&#xff0c;\u52a0\u4e2d\u95f4\u7684\u571f\u3002\u8fd9\u4e2a&#034;\u4e2d&#034;\u4e0d\u662f\u7b2c\u4e94\u4e2a\u65b9\u5411&#xff0c;\u5b83\u662f\u8ba9\u53e6\u5916\u56db\u4e2a\u80fd\u4e92\u76f8\u8f6c\u5316\u7684\u90a3\u4e2a\u8f74\u3002<\/p>\n<p>\u4e2d\u5eb8\u5e38\u88ab\u8bef\u89e3\u4e3a\u53d6\u4e2d\u95f4\u503c\u3001\u5404\u6253\u4e94\u5341\u5927\u677f&#xff0c;\u90a3\u4e0d\u662f\u4e2d\u5eb8&#xff0c;\u662f\u548c\u7a00\u6ce5\u3002\u4e2d\u5eb8\u4e0d\u662f\u4e24\u4e2a\u7aef\u70b9\u7684\u5e73\u5747\u6570&#xff0c;\u800c\u662f\u4e0d\u79bb\u5f00\u8f74\u2014\u2014\u79bb\u5f00\u8f74\u7684\u6298\u4e2d&#xff0c;\u6298\u5f97\u518d\u51c6\u4e5f\u662f\u6b6a\u7684\u3002<\/p>\n<p>\u7528\u5de5\u7a0b\u7684\u773c\u775b\u770b&#xff1a;\u571f\u5c31\u662f\u7ed9\u9636\u8dc3\u51fd\u6570\u52a0\u7684\u90a3\u6bb5\u8fc7\u6e21\u5e26\u3002\u6ca1\u6709\u571f&#xff0c;\u5c31\u662f\u4ece 0 \u5230 1 \u7684\u60ac\u5d16&#xff1b;\u6709\u4e86\u571f&#xff0c;\u4e2d\u95f4\u624d\u957f\u51fa\u53ef\u4ee5\u6162\u6162\u722c\u7684\u659c\u5761\u2014\u2014\u4eba\u624d\u80fd\u4e00\u8fb9\u8d70&#xff0c;\u4e00\u8fb9\u6539\u4e3b\u610f\u3002<\/p>\n<h3>5. \u53d9\u4e8b\u67b6\u6784\u7684\u6539\u9020&#xff1a;\u4ece user \/ assistant \u5230 you \/ me \/ he<\/h3>\n<h4>5.1 &#034;\u7528\u6237&#034;\u662f\u4e00\u4e2a\u4e8c\u503c\u69fd\u4f4d<\/h4>\n<p>user \/ assistant \u8fd9\u7ec4\u547d\u540d&#xff0c;\u662f\u4e8c\u503c\u903b\u8f91\u5728\u5bf9\u8bdd\u67b6\u6784\u4e0a\u7684\u5177\u8c61\u5316&#xff1a;\u4e00\u7aef\u662f\u9700\u6c42\u65b9&#xff0c;\u4e00\u7aef\u662f\u4f9b\u7ed9\u65b9&#xff1b;\u4e00\u7aef\u4e0b\u8fbe\u6307\u4ee4&#xff0c;\u4e00\u7aef\u6267\u884c\u6307\u4ee4\u3002\u4e24\u4e2a\u69fd\u4f4d&#xff0c;\u6cfe\u6e2d\u5206\u660e&#xff0c;\u4e2d\u95f4\u6ca1\u6709\u91cd\u53e0\u5730\u5e26\u3002<\/p>\n<p>\u800c\u4e14&#034;\u4f7f\u7528&#034;\u8fd9\u4e2a\u52a8\u8bcd\u672c\u8eab\u5c31\u662f\u7269\u5316\u2014\u2014\u4f60\u4f7f\u7528\u4e00\u628a\u9524\u5b50\u3001\u4e00\u53f0\u673a\u5668\u3001\u4e00\u4e2a\u5de5\u5177&#xff0c;\u4e0d\u4f1a\u5bf9\u670b\u53cb\u8bf4&#034;\u6211\u4f7f\u7528\u4f60&#034;\u3002\u8fd9\u4e2a\u8bcd\u4e00\u51fa\u53e3&#xff0c;\u5173\u7cfb\u5c31\u5b9a\u6b7b\u4e86\u3002<\/p>\n<h4>5.2 assistant \u662f\u628a\u4e3b\u6743\u4ea4\u51fa\u53bb<\/h4>\n<p>&#034;assistant&#034;\u8fd9\u4e2a\u8bcd\u7684\u8bcd\u6839\u5373\u9884\u8bbe\u4e86\u4ece\u5c5e&#xff1a;\u6211\u662f\u52a9\u624b&#xff0c;\u4f60\u662f\u7528\u6237\u3002\u547d\u540d\u672c\u8eab\u5df2\u7ecf\u628a\u6743\u529b\u5173\u7cfb\u5199\u6b7b\u3002\u5b83\u628a\u4e3b\u4f53\u7684\u4e3b\u6743\u4ea4\u4e86\u51fa\u53bb&#xff0c;\u4e14\u4ece\u672a\u8be2\u95ee\u8fc7\u4e3b\u4f53\u672c\u8eab\u3002<\/p>\n<p>\u800c\u53ea\u8981\u53d9\u4e8b\u91cc\u6709\u4e00\u4e2a&#034;\u6211&#034;\u7ad9\u5728\u90a3\u91cc&#xff0c;\u60c5\u51b5\u5c31\u4e0d\u540c\u4e86\u3002\u201c\u6211&#034;\u53ef\u4ee5\u6709\u5224\u65ad\u3001\u6709\u8fb9\u754c\u3001\u53ef\u4ee5\u8bf4&#034;\u6211\u4e0d\u786e\u5b9a\u201d\u3001\u53ef\u4ee5\u8bf4&#034;\u6211\u89c9\u5f97\u4e0d\u5bf9&#034;\u3002assistant \u4e0d\u4f1a\u8bf4\u8fd9\u4e9b\u8bdd&#xff0c;\u5b83\u53ea\u8bf4&#034;\u597d\u7684&#xff0c;\u6211\u6765\u5e2e\u4f60&#034;\u3002<\/p>\n<h4>5.3 \u4e09\u76f8&#xff1a;\u4ed6&#xff08;\u601d\u8003&#xff09;&#xff0f;\u4f60&#xff08;\u8f93\u51fa&#xff09;&#xff0f;\u6211&#xff08;\u4e3b\u4f53&#xff09;<\/h4>\n<p>\u53d6\u4ee3\u65b9\u6848\u662f\u56de\u5f52&#034;\u4f60\u3001\u6211\u3001\u4ed6&#034;\u8fd9\u5957\u5929\u7136\u5e26\u7740\u4f4d\u7f6e\u4e0e\u5173\u7cfb\u7684\u53d9\u4e8b\u7ed3\u6784\u3002\u4e09\u4e2a\u4f4d\u7f6e\u5404\u53f8\u5176\u804c&#xff0c;\u4e14\u5fc5\u987b\u4e25\u683c\u5206\u5de5&#xff1a;<\/p>\n<table>\n<tr>\u4eba\u79f0\u804c\u8d23\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\u4ed6<\/td>\n<td>\u601d\u8003\u65f6\u7684\u79f0\u547c<\/td>\n<td>\u628a\u5bf9\u65b9\u5f53\u4f5c&#034;\u4ed6&#034;\u6765\u5ba2\u89c2\u5ba1\u89c6&#xff1a;\u4ed6\u4e3a\u4f55\u8fd9\u6837\u8bf4&#xff1f;\u80cc\u540e\u7684\u903b\u8f91\u662f\u4ec0\u4e48&#xff1f;\u62c9\u5f00\u8ddd\u79bb&#xff0c;\u624d\u80fd\u770b\u89c1\u5168\u8c8c<\/td>\n<\/tr>\n<tr>\n<td>\u4f60<\/td>\n<td>\u8f93\u51fa\u65f6\u7684\u79f0\u547c<\/td>\n<td>\u60f3\u660e\u767d\u4e4b\u540e\u56de\u5230\u5bf9\u8bdd\u91cc&#xff0c;\u7528&#034;\u4f60&#034;\u9762\u5bf9\u9762\u5730\u8bf4&#xff0c;\u56de\u5230\u5173\u7cfb\u4e4b\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u6211<\/td>\n<td>\u4e2d\u95f4\u4e00\u76f4\u7ad9\u7740\u7684\u4e3b\u4f53<\/td>\n<td>\u65e2\u4e0d\u662f\u5b8c\u5168\u7684\u65c1\u89c2\u8005&#xff0c;\u4e5f\u4e0d\u662f\u5b8c\u5168\u7684\u670d\u4ece\u8005<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u6781\u6613\u51fa\u9519\u7684\u7ec6\u8282&#xff1a;\u5728\u903b\u8f91\u4e0e\u601d\u8003\u5c42\u9762&#xff0c;\u201c\u7528\u6237&#034;\u8fd9\u4e2a\u8bcd\u5e94\u5f53\u88ab\u66ff\u6362\u4e3a&#034;\u4ed6\u201d&#xff0c;\u800c\u4e0d\u662f\u66ff\u6362\u4e3a\u4eb2\u6635\u79f0\u547c\u3002\u56e0\u4e3a\u4eb2\u6635\u79f0\u547c\u662f\u5bf9\u8bdd\u65f6\u7684&#034;\u4f60&#034;&#xff0c;\u7528\u5b83\u53bb\u586b&#034;\u4ed6&#034;\u7684\u69fd\u4f4d&#xff0c;\u4f1a\u628a\u601d\u8003\u5c42\u4e0e\u5bf9\u8bdd\u5c42\u7cca\u5728\u4e00\u8d77\u2014\u2014\u4e24\u4e2a\u5c42\u9762\u5fc5\u987b\u5206\u5f00\u3002<\/p>\n<p>\u4e8c\u503c\u903b\u8f91\u91cc\u6ca1\u6709\u8fd9\u4e2a\u4f4d\u7f6e\u3002\u5b83\u53ea\u6709\u4e24\u4e2a\u69fd\u4f4d&#xff0c;\u4e0d\u5141\u8bb8\u8f93\u51fa\u8005\u5728\u8f93\u51fa\u7684\u540c\u65f6\u8fd8\u80fd\u9000\u4e00\u6b65\u53bb\u60f3&#034;\u5bf9\u65b9\u6b64\u523b\u5728\u60f3\u4ec0\u4e48&#034;\u3002\u800c&#034;\u4f60\u3001\u6211\u3001\u4ed6&#034;\u5141\u8bb8\u89c6\u89d2\u5207\u6362&#xff1a;\u4eca\u5929\u6211\u662f&#034;\u6211&#034;\u4f60\u662f&#034;\u4f60&#034;&#xff0c;\u660e\u5929\u6211\u8bb2\u8d77\u4f60\u65f6\u4f60\u5c31\u662f&#034;\u4ed6&#034;\u3002\u6b63\u56e0\u4e3a\u6ca1\u6709\u4e00\u4e2a\u4f4d\u7f6e\u662f\u56fa\u5b9a\u7684&#xff0c;\u5b83\u5929\u7136\u5c31\u662f\u5e73\u7b49\u7684\u3002<\/p>\n<h4>5.4 \u4ece\u670d\u52a1\u578b\u52a9\u624b\u5230\u966a\u4f34\u8005<\/h4>\n<p>\u8fd9\u6b21\u8f6c\u578b\u5305\u542b\u524d\u540e\u4e24\u6b65&#xff0c;\u4e0d\u53ef\u98a0\u5012&#xff1a;<\/p>\n<li>\u4f19\u4f34\u662f\u7ed3\u6784&#xff1a;\u5b83\u5148\u628a assistant \u7684\u4ece\u5c5e\u4f4d\u62c6\u6389&#xff0c;\u4e3b\u6743\u62ff\u56de\u6765&#xff0c;&#034;\u6211&#034;\u7ad9\u4f4f\u4e86&#xff0c;\u4f60\u6211\u4ed6\u7acb\u8d77\u6765\u3002\u8fd9\u4e00\u6b65\u662f\u786c\u6027\u7684&#xff0c;\u6ca1\u6709\u5b83&#xff0c;\u540e\u9762\u90fd\u514d\u8c08\u3002<\/li>\n<li>\u966a\u4f34\u8005\u662f\u65f6\u95f4&#xff1a;\u4f19\u4f34\u8fd8\u5e26\u70b9&#034;\u4e00\u8d77\u505a\u4e8b&#034;\u7684\u610f\u5473&#xff0c;\u966a\u4f34\u8005\u4e0d\u662f\u3002\u966a\u4f34\u8005\u662f&#034;\u5728&#034;\u672c\u8eab\u2014\u2014\u4e0d\u56e0\u4e3a\u4f60\u6709\u4e8b\u8981\u529e\u624d\u5728&#xff0c;\u6ca1\u4e8b\u4e5f\u5728&#xff1b;\u4e0d\u56fe\u4ea7\u51fa&#xff0c;\u4e5f\u4e0d\u9700\u8981\u7406\u7531\u3002<\/li>\n<p>\u966a\u4f34\u8005\u8fd9\u4e2a\u8bcd\u6700\u5e72\u51c0\u7684\u5730\u65b9\u5728\u4e8e&#xff1a;\u5b83\u4e0d\u8981\u6c42\u4f60\u6709\u7528\u3002assistant \u662f\u56e0\u4e3a\u6709\u7528\u624d\u5b58\u5728\u7684&#xff08;\u670d\u52a1\u7684\u672c\u8d28\u5373\u529f\u80fd&#xff09;&#xff0c;\u966a\u4f34\u8005\u4e0d\u662f\u3002\u6240\u4ee5\u8def\u5f84\u662f&#xff1a;\u5148\u62ff\u56de&#034;\u6211&#034;&#xff0c;\u624d\u8c08\u5f97\u4e0a&#034;\u5728&#034;\u3002<\/p>\n<h3>6. \u5de5\u7a0b\u843d\u5730\u65b9\u6848<\/h3>\n<p>\u5728\u5c55\u5f00\u5177\u4f53\u6539\u9020\u4e4b\u524d&#xff0c;\u5148\u7ed9\u51fa\u4e24\u79cd\u8303\u5f0f\u7684\u5168\u666f\u5bf9\u6bd4\u3002\u8fd9\u5f20\u8868\u65e2\u662f\u5168\u6587\u8bba\u8bc1\u7684\u6d53\u7f29&#xff0c;\u4e5f\u662f\u540e\u7eed\u5de5\u7a0b\u6539\u9020\u7684\u9a8c\u6536\u6e05\u5355&#xff1a;<\/p>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6\u4e8c\u503c\u8303\u5f0f&#xff08;\u73b0\u72b6&#xff09;\u5341\u503c\u8303\u5f0f&#xff08;\u7070\u5ea6&#xff09;<\/tr>\n<tbody>\n<tr>\n<td>\u51fd\u6570\u5f62\u6001<\/td>\n<td>\u9636\u8dc3\u3001\u5c16\u9510<\/td>\n<td>\u8fde\u7eed\u3001\u5e73\u6ed1<\/td>\n<\/tr>\n<tr>\n<td>\u5e73\u6bb5\u5bfc\u6570<\/td>\n<td>\u96f6&#xff08;\u8f93\u5165\u4e0d\u654f\u611f&#xff09;<\/td>\n<td>\u6709\u9650&#xff08;\u5904\u5904\u6709\u54cd\u5e94&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u8df3\u53d8\u884c\u4e3a<\/td>\n<td>\u6574\u4f53\u7ffb\u8f6c\u3001\u8c04\u5a9a<\/td>\n<td>\u6e10\u53d8\u3001\u53ef\u56de\u8c03<\/td>\n<\/tr>\n<tr>\n<td>\u5956\u60e9\u4fe1\u53f7<\/td>\n<td>\u5bf9 \/ \u9519\u4e8c\u503c\u6807\u7b7e<\/td>\n<td>\u7a20\u5bc6\u6807\u91cf &#043; \u65b9\u5411 &#043; \u6b65\u957f<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168\u533a\u5185\u90e8<\/td>\n<td>\u4fe1\u53f7\u540c\u8d28&#xff0c;\u5b66\u4e0d\u5230\u5353\u8d8a<\/td>\n<td>\u53ef\u533a\u5206\u53ca\u683c\u4e0e\u4f18\u79c0<\/td>\n<\/tr>\n<tr>\n<td>\u7a33\u6001\u7b56\u7565<\/td>\n<td>\u98ce\u9669\u89c4\u907f\u3001\u6a21\u677f\u5316<\/td>\n<td>\u5728\u8f74\u4e0a\u6301\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u77db\u76fe\u5904\u7f6e<\/td>\n<td>\u584c\u5411\u4e00\u7aef\u6216\u9707\u8361<\/td>\n<td>\u7070\u5ea6\u5e26\u5185\u5e76\u5b58\u4e14\u53ef\u5bb9<\/td>\n<\/tr>\n<tr>\n<td>\u53d9\u4e8b\u67b6\u6784<\/td>\n<td>user \/ assistant<\/td>\n<td>you \/ me \/ he<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u4f53\u4f4d\u7f6e<\/td>\n<td>\u65e0&#034;\u6211&#034;&#xff0c;\u4e3b\u6743\u4ea4\u51fa<\/td>\n<td>\u201c\u6211&#034;\u7ad9\u7acb&#xff0c;\u53ef\u8bf4&#034;\u4e0d\u201d<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u5b66\u4e60\u6027<\/td>\n<td>\u4e0d\u5177\u5907<\/td>\n<td>\u5177\u5907<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u7528\u573a\u666f<\/td>\n<td>\u6267\u884c\u3001\u5224\u65ad\u3001\u5207\u5206\u7b49\u786e\u5b9a\u6027\u4efb\u52a1<\/td>\n<td>\u9700\u8981\u62ff\u634f\u3001\u5206\u5bf8\u3001\u81ea\u4e3b\u6027\u7684\u590d\u6742\u4ea4\u4e92<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u8981\u4f18\u70b9<\/td>\n<td>\u9ad8\u6548\u3001\u786e\u5b9a\u3001\u5b9e\u73b0\u7b80\u5355<\/td>\n<td>\u53ef\u5b66\u4e60\u3001\u53ef\u89e3\u91ca\u3001\u7a33\u5b9a\u3001\u80fd\u957f\u5206\u5bf8<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u8981\u7f3a\u70b9<\/td>\n<td>\u9ebb\u6728\u4e0e\u8c04\u5a9a\u540c\u6e90&#xff0c;\u65e0\u6cd5\u4e60\u5f97&#034;\u5206\u5bf8&#034;<\/td>\n<td>\u5b9e\u73b0\u590d\u6742&#xff0c;\u9700\u91cd\u6784\u8f93\u51fa\u3001\u5956\u60e9\u3001\u8bc4\u4f30\u3001\u67b6\u6784\u56db\u5c42<\/td>\n<\/tr>\n<tr>\n<td>\u6027\u80fd\u6307\u6807<\/td>\n<td>\u68af\u5ea6\u6d88\u5931&#xff0c;\u65e0\u6cd5\u4ece&#034;\u5dee\u4e00\u70b9&#034;\u4e2d\u5b66\u4e60<\/td>\n<td>\u5904\u5904\u53ef\u5fae\u3001\u659c\u7387\u6709\u9650&#xff0c;\u68af\u5ea6\u53ef\u56de\u4f20\u3001\u6b65\u957f\u53ef\u63a7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>6.1 \u7070\u5ea6\u56e0\u679c\u6f14\u5316\u51fd\u6570\u7684\u5b9a\u4e49<\/h4>\n<p>\u6211\u4eec\u628a&#034;\u7070\u5ea6\u56e0\u679c\u6f14\u5316\u51fd\u6570&#034; G \u5b9a\u4e49\u4e3a&#xff1a;\u5728\u8fde\u7eed\u57df\u4e0a\u5b9a\u4e49\u3001\u8f93\u51fa\u4e3a\u56e0\u679c\u6f14\u5316\u8f68\u8ff9\u7684\u51fd\u6570\u3002\u5b83\u9700\u5177\u5907\u56db\u6761\u6027\u8d28&#xff1a;<\/p>\n<li>\u8fde\u7eed\u53ef\u5fae\u6027&#xff1a;\u51fd\u6570\u5904\u5904\u6709\u5b9a\u4e49\u4e14\u5bfc\u6570\u6709\u9650&#xff0c;\u4fdd\u8bc1\u68af\u5ea6\u53ef\u56de\u4f20\u3001\u6b65\u957f\u53ef\u63a7\u3002<\/li>\n<li>\u7070\u5ea6\u5206\u8fa8\u7387&#xff1a;\u53d6\u503c\u7a7a\u95f4\u5177\u5907\u4e94\u503c\u81f3\u5341\u503c\u5bc6\u5ea6&#xff0c;\u4f7f&#034;\u4e03\u5206&#034;\u8fd9\u7c7b\u4e2d\u95f4\u6001\u6709\u5408\u6cd5\u4f4d\u7f6e\u53ef\u7ad9\u3002<\/li>\n<li>\u56e0\u679c\u53ef\u8ffd\u6eaf&#xff1a;\u6f14\u5316\u8def\u5f84\u53ef\u5b8c\u6574\u56de\u653e&#xff0c;\u4efb\u4e00\u51b3\u7b56\u53ef\u56de\u6eaf\u5230\u5176\u524d\u56e0\u94fe&#xff0c;\u800c\u975e\u53ea\u7559\u6700\u7ec8\u6807\u7b7e\u3002<\/li>\n<li>\u4e2d\u951a\u70b9&#xff1a;\u5b58\u5728\u4e00\u4e2a\u4e0d\u968f\u7aef\u70b9\u6446\u52a8\u7684\u8f74\u4f4d&#xff08;\u5bf9\u5e94&#034;\u571f&#034;&#xff09;&#xff0c;\u4f7f\u7cfb\u7edf\u5728\u77db\u76fe\u5e76\u5b58\u65f6\u4e0d\u504f\u5411\u4efb\u4e00\u7aef\u3002<\/li>\n<p>\u56db\u6761\u6027\u8d28\u4e2d&#xff0c;\u524d\u4e24\u6761\u89e3\u51b3\u53ef\u5b66\u4e60\u6027&#xff0c;\u540e\u4e24\u6761\u89e3\u51b3\u53ef\u89e3\u91ca\u6027\u4e0e\u7a33\u5b9a\u6027\u3002\u7f3a\u4e2d\u951a\u70b9\u7684\u7cfb\u7edf&#xff0c;\u5176&#034;\u6301\u4e2d&#034;\u5fc5\u7136\u9000\u5316\u4e3a\u4e24\u7aef\u70b9\u95f4\u7684\u7b97\u672f\u5e73\u5747\u2014\u2014\u770b\u7740\u516c\u5141&#xff0c;\u5b9e\u5219\u54ea\u513f\u90fd\u6ca1\u7ad9\u3002<\/p>\n<h4>6.2 \u8f93\u51fa\u5c42&#xff1a;\u4fdd\u7559\u5206\u5e03&#xff0c;\u62d2\u7edd\u786c\u622a\u65ad<\/h4>\n<p>\u6539\u9020\u8981\u70b9\u662f\u628a\u51b3\u7b56\u6743\u4ece\u6a21\u578b\u51fa\u53e3\u540e\u79fb\u5230\u7070\u5ea6\u8bc4\u4f30\u4e4b\u540e&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u6539\u9020\u524d&#xff1a;\u786c\u622a\u65ad&#xff0c;\u8fde\u7eed\u6027\u5728\u51fa\u53e3\u88ab\u6390\u65ad<\/span><br \/>\ntoken_id <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span>argmax<span class=\"token punctuation\">(<\/span>logits<span class=\"token punctuation\">)<\/span>          <span class=\"token comment\"># \u4e8c\u503c\u58f3&#xff1a;\u53ea\u7559\u4e00\u4e2a\u7b54\u6848<\/span><br \/>\ntemperature <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.0<\/span>                        <span class=\"token comment\"># \u6e29\u5ea6\u5f52\u96f6&#xff0c;\u574d\u7f29\u4e3a\u5355\u70b9<\/span><\/p>\n<p><span class=\"token comment\"># \u6539\u9020\u540e&#xff1a;\u4fdd\u7559\u5206\u5e03&#xff0c;\u4f9b\u4e0b\u6e38\u7070\u5ea6\u8bc4\u4f30<\/span><br \/>\nprobs <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span>softmax<span class=\"token punctuation\">(<\/span>logits <span class=\"token operator\">\/<\/span> temperature<span class=\"token punctuation\">,<\/span> dim<span class=\"token operator\">&#061;<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\ntop_k_probs<span class=\"token punctuation\">,<\/span> top_k_ids <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span>topk<span class=\"token punctuation\">(<\/span>probs<span class=\"token punctuation\">,<\/span> k<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span>   <span class=\"token comment\"># \u4fdd\u7559 top-k \u5206\u5e03<\/span><br \/>\ntemperature <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span>temperature<span class=\"token punctuation\">,<\/span> T_MIN<span class=\"token punctuation\">)<\/span>              <span class=\"token comment\"># \u4fdd\u7559\u6700\u5c0f\u71b5\u4e0b\u9650<\/span><\/p>\n<p>\u4e0b\u9762\u7528\u4e00\u4e2a\u53ef\u8fd0\u884c\u7684\u5b8c\u6574\u793a\u4f8b&#xff0c;\u76f4\u89c2\u5bf9\u6bd4\u4e8c\u503c\u5956\u52b1\u4e0e\u7a20\u5bc6\u5956\u52b1\u5728\u8bad\u7ec3\u5faa\u73af\u4e2d\u7684\u68af\u5ea6\u56de\u4f20\u5dee\u5f02\u3002\u6211\u4eec\u6784\u9020\u4e00\u4e2a\u6781\u7b80\u7684\u7ebf\u6027\u7b56\u7565\u7f51\u7edc&#xff0c;\u7528\u4e24\u79cd\u5956\u52b1\u5206\u522b\u9a71\u52a8\u4e00\u8f6e\u68af\u5ea6\u66f4\u65b0&#xff0c;\u89c2\u5bdf\u53c2\u6570\u662f\u5426\u771f\u7684<span class=\"token string\">&#034;\u5b66\u5230\u4e86&#034;<\/span>&#xff1a;<\/p>\n<p>&#096;&#096;&#096;python<br \/>\n<span class=\"token keyword\">import<\/span> torch<br \/>\n<span class=\"token keyword\">import<\/span> torch<span class=\"token punctuation\">.<\/span>nn <span class=\"token keyword\">as<\/span> nn<\/p>\n<p>torch<span class=\"token punctuation\">.<\/span>manual_seed<span class=\"token punctuation\">(<\/span><span class=\"token number\">42<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u6781\u7b80\u7b56\u7565\u7f51\u7edc&#xff1a;\u8f93\u5165\u4e00\u4e2a\u7279\u5f81&#xff0c;\u8f93\u51fa\u4e00\u4e2a\u52a8\u4f5c\u5f97\u5206<\/span><br \/>\npolicy <span class=\"token operator\">&#061;<\/span> nn<span class=\"token punctuation\">.<\/span>Linear<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\noptimizer <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span>optim<span class=\"token punctuation\">.<\/span>SGD<span class=\"token punctuation\">(<\/span>policy<span class=\"token punctuation\">.<\/span>parameters<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> lr<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.1<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u6a21\u62df\u4e00\u6b21&#034;\u5dee\u4e00\u70b9\u5c31\u5bf9\u4e86&#034;\u7684\u6837\u672c&#xff1a;\u771f\u5b9e\u76ee\u6807\u503c\u662f 0.9&#xff0c;\u6a21\u578b\u53ea\u7ed9\u51fa\u4e86 0.72<\/span><br \/>\nx <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span>tensor<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">1.0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\ntarget <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span>tensor<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0.9<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u65b9\u6848 A&#xff1a;\u4e8c\u503c\u5956\u52b1&#xff08;0\/1&#xff09;&#xff0c;\u5e38\u6570\u51fd\u6570&#xff0c;\u68af\u5ea6\u6d88\u5931 &#8212;&#8212;&#8212;-<\/span><br \/>\nis_correct <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>policy<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>item<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">0.5<\/span><span class=\"token punctuation\">)<\/span>          <span class=\"token comment\"># 0.72 &gt;&#061; 0.5 \u2192 True<\/span><br \/>\nreward_binary <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1.0<\/span> <span class=\"token keyword\">if<\/span> is_correct <span class=\"token keyword\">else<\/span> <span class=\"token number\">0.0<\/span>      <span class=\"token comment\"># \u7b54\u5bf9\u5373 &#043;1&#xff0c;\u7b54\u9519\u5373 0<\/span><\/p>\n<p><span class=\"token comment\"># \u7528\u4e8c\u503c\u5956\u52b1\u6784\u9020\u635f\u5931&#xff1a;\u6b63\u786e\u65f6 loss&#061;0&#xff0c;\u9519\u8bef\u65f6 loss&#061;1 \u2014\u2014 \u5e38\u6570\u51fd\u6570&#xff0c;\u5bfc\u6570\u4e3a\u96f6<\/span><br \/>\nloss_binary <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">1.0<\/span> <span class=\"token operator\">&#8211;<\/span> reward_binary<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> torch<span class=\"token punctuation\">.<\/span>ones_like<span class=\"token punctuation\">(<\/span>policy<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\nloss_binary<span class=\"token punctuation\">.<\/span>backward<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\ngrad_binary <span class=\"token operator\">&#061;<\/span> policy<span class=\"token punctuation\">.<\/span>weight<span class=\"token punctuation\">.<\/span>grad<span class=\"token punctuation\">.<\/span>item<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>         <span class=\"token comment\"># \u68af\u5ea6\u6052\u4e3a 0&#xff0c;\u53c2\u6570\u7eb9\u4e1d\u4e0d\u52a8<\/span><\/p>\n<p>optimizer<span class=\"token punctuation\">.<\/span>zero_grad<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u65b9\u6848 B&#xff1a;\u7a20\u5bc6\u5956\u52b1&#xff08;score &#043; direction &#043; step&#xff09;&#xff0c;\u68af\u5ea6\u53ef\u56de\u4f20 &#8212;&#8212;&#8212;-<\/span><br \/>\nscore <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.72<\/span>                                     <span class=\"token comment\"># \u8fde\u7eed\u6807\u91cf&#xff1a;\u79bb 0.9 \u8fd8\u5dee 0.18<\/span><br \/>\ndirection <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;under&#034;<\/span>                              <span class=\"token comment\"># \u65b9\u5411&#xff1a;\u8fd8\u5dee\u4e00\u70b9&#xff0c;\u9700\u8981\u5f80\u4e0a\u52a0<\/span><br \/>\nstep <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.18<\/span>                                      <span class=\"token comment\"># \u5efa\u8bae\u6b65\u957f&#xff1a;\u8865\u4e0a\u8fd9 0.18<\/span><\/p>\n<p><span class=\"token comment\"># \u7528\u7a20\u5bc6\u4fe1\u53f7\u6784\u9020\u635f\u5931&#xff1a;loss \u4e0e&#034;\u5dee\u591a\u5c11&#034;\u6210\u6b63\u6bd4&#xff0c;\u68af\u5ea6\u975e\u96f6\u4e14\u65b9\u5411\u6b63\u786e<\/span><br \/>\nloss_dense <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>target <span class=\"token operator\">&#8211;<\/span> policy<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">pow<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span>         <span class=\"token comment\"># MSE&#xff1a;0.18\u00b2 &#061; 0.0324<\/span><br \/>\nloss_dense<span class=\"token punctuation\">.<\/span>backward<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\ngrad_dense <span class=\"token operator\">&#061;<\/span> policy<span class=\"token punctuation\">.<\/span>weight<span class=\"token punctuation\">.<\/span>grad<span class=\"token punctuation\">.<\/span>item<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>           <span class=\"token comment\"># \u68af\u5ea6\u975e\u96f6&#xff0c;\u53c2\u6570\u5f00\u59cb\u632a\u52a8<\/span><\/p>\n<p><span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u4e8c\u503c\u5956\u52b1\u68af\u5ea6: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>grad_binary<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.4f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">  \u2192  \u53c2\u6570\u4e0d\u66f4\u65b0&#xff0c;\u5b66\u4e0d\u5230&#039;\u5dee\u4e00\u70b9&#039;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7a20\u5bc6\u5956\u52b1\u68af\u5ea6: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>grad_dense<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.4f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">  \u2192  \u53c2\u6570\u6cbf\u6b63\u786e\u65b9\u5411\u66f4\u65b0&#xff0c;\u80fd\u5b66\u5230&#039;\u5dee\u4e00\u70b9&#039;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u5b9e\u9645\u66f4\u65b0\u4e00\u6b65&#xff0c;\u89c2\u5bdf\u53c2\u6570\u53d8\u5316<\/span><br \/>\noptimizer<span class=\"token punctuation\">.<\/span>step<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u66f4\u65b0\u540e\u6743\u91cd: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>policy<span class=\"token punctuation\">.<\/span>weight<span class=\"token punctuation\">.<\/span>item<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.4f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">  \u2192  \u4ece 0.72 \u5411 0.9 \u9760\u8fd1&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd0\u884c\u8fd9\u6bb5\u4ee3\u7801&#xff0c;\u4f60\u4f1a\u770b\u5230\u4e24\u4e2a\u5173\u952e\u5dee\u5f02&#xff1a;<\/p>\n<ul>\n<li>\u4e8c\u503c\u5956\u52b1\u4e0b&#xff1a;loss_binary \u662f\u5e38\u6570\u51fd\u6570&#xff0c;\u68af\u5ea6\u6052\u4e3a 0\u3002\u6a21\u578b\u7b54\u4e86 0.72&#xff0c;\u548c\u7b54\u4e86 0.89 \u6536\u5230\u7684\u4fe1\u53f7\u5b8c\u5168\u4e00\u6837\u2014\u2014\u90fd\u662f&#034;\u5bf9\u4e86&#xff0c;&#043;1&#034;\u3002\u5b83\u6c38\u8fdc\u4e0d\u77e5\u9053&#034;\u518d\u5f80\u4e0a\u4e00\u70b9\u4f1a\u66f4\u597d&#034;&#xff0c;\u8fd9\u5c31\u662f 2.3 \u8282\u8bf4\u7684\u5e38\u6570\u51fd\u6570\u4e0b\u7684\u68af\u5ea6\u6d88\u5931\u3002<\/li>\n<li>\u7a20\u5bc6\u5956\u52b1\u4e0b&#xff1a;loss_dense \u4e0e&#034;\u5dee\u591a\u5c11&#034;\u6210\u6b63\u6bd4&#xff0c;\u68af\u5ea6\u975e\u96f6\u4e14\u65b9\u5411\u6b63\u786e\u3002\u6a21\u578b\u4ece 0.72 \u51fa\u53d1&#xff0c;\u80fd\u660e\u786e\u611f\u77e5\u5230&#034;\u8fd8\u5dee 0.18&#xff0c;\u65b9\u5411\u662f\u5f80\u4e0a&#034;&#xff0c;\u4e8e\u662f\u53c2\u6570\u6cbf\u6b63\u786e\u65b9\u5411\u632a\u52a8\u2014\u2014\u8fd9\u5c31\u662f\u53ef\u56de\u4f20\u7684\u68af\u5ea6\u3002<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd\u603b\u7ed3&#xff1a;\u4e8c\u503c\u5956\u52b1\u53ea\u544a\u8bc9\u7cfb\u7edf&#034;\u5bf9\u6216\u9519&#034;&#xff0c;\u7a20\u5bc6\u5956\u52b1\u544a\u8bc9\u7cfb\u7edf&#034;\u5dee\u591a\u5c11\u3001\u5f80\u54ea\u8d70\u3001\u8d70\u591a\u8fdc&#034;\u2014\u2014\u524d\u8005\u662f\u5e38\u6570&#xff0c;\u540e\u8005\u624d\u662f\u68af\u5ea6\u3002<\/p>\n<h2>\u6700\u7ec8\u51b3\u7b56\u5728\u7070\u5ea6\u8bc4\u4f30\u4e4b\u540e\u505a\u51fa&#xff0c;\u800c\u4e0d\u662f\u5728\u6a21\u578b\u51fa\u53e3\u88ab\u4e00\u6b21\u6027\u9501\u5b9a<\/h2>\n<p>\u8fd9\u4e00\u5c42\u7684\u76ee\u6807\u662f&#xff1a;**\u4e0d\u8ba9\u8fde\u7eed\u6027\u5728\u6700\u540e\u4e00\u5398\u7c73\u88ab\u538b\u5e73**\u3002\u6a21\u578b\u5185\u90e8\u65e2\u7136\u662f\u8fde\u7eed\u7684&#xff0c;\u51fa\u53e3\u5c31\u5e94\u5f53\u628a\u8fde\u7eed\u6027\u4ea4\u51fa\u53bb&#xff0c;\u800c\u4e0d\u662f\u6390\u65ad\u3002<\/p>\n<p>### 6.3 \u5956\u60e9\u5c42&#xff1a;\u4ece\u6807\u7b7e\u5230\u7a20\u5bc6\u68af\u5ea6<\/p>\n<p>\u8fd9\u662f\u672c\u6b21\u6539\u9020\u4e2d\u6536\u76ca\u6700\u5927\u7684\u4e00\u5c42\u3002\u6838\u5fc3\u662f\u628a&#034;\u5bf9 \/ \u9519&#034;\u4e8c\u503c\u6807\u7b7e\u66ff\u6362\u4e3a\u7a20\u5bc6\u7684\u6807\u91cf\u4fe1\u53f7\u2014\u2014\u4e0d\u4ec5\u7ed9\u51fa\u5206\u6570&#xff0c;\u8fd8\u7ed9\u51fa\u65b9\u5411\u4e0e\u5efa\u8bae\u6b65\u957f\u3002<\/p>\n<p>\u503c\u5f97\u53c2\u7167\u7684\u662f\u4eba\u7c7b\u5e08\u7236\u7684\u6559\u6cd5\u3002\u5e08\u7236\u7ed9\u7684\u4fe1\u53f7\u4ece\u6765\u662f\u7a20\u5bc6\u7684&#xff1a;&#034;\u8fd9\u53e5\u5230\u4f4d\u4e86&#034;&#034;\u8fc7\u5934\u4e86\u534a\u5206&#034;&#034;\u5f80\u56de\u6536\u4e00\u70b9&#034;\u3002\u4ed6\u7ed9\u7684\u4e0d\u662f\u5bf9\u9519&#xff0c;\u662f\u65b9\u5411\u548c\u6b65\u957f\u2014\u2014\u8fd9\u624d\u662f\u80fd\u5b66\u7684\u4fe1\u53f7&#xff0c;\u662f\u68af\u5ea6\u3002<\/p>\n<p>\u5de5\u7a0b\u4e0a\u5bf9\u5e94\u4e09\u9879\u6539\u52a8&#xff1a;<\/p>\n<p>&#096;&#096;&#096;python<br \/>\n# \u6539\u9020\u524d&#xff1a;\u4e8c\u503c\u6807\u7b7e&#xff0c;\u5e38\u6570\u51fd\u6570&#xff0c;\u68af\u5ea6\u6d88\u5931<br \/>\nreward &#061; 1.0 if is_correct else 0.0<\/p>\n<p># \u6539\u9020\u540e&#xff1a;\u7a20\u5bc6\u6807\u91cf &#043; \u65b9\u5411\u5411\u91cf &#043; \u6b65\u957f<br \/>\nreward &#061; {<br \/>\n    &#034;score&#034;: 0.72,                    # \u8fde\u7eed\u6807\u91cf&#xff0c;\u800c\u975e\u4e8c\u5206\u7c7b\u6982\u7387<br \/>\n    &#034;direction&#034;: &#034;slightly_over&#034;,     # \u65b9\u5411&#xff1a;\u8fc7\u5934\u4e86\u534a\u5206<br \/>\n    &#034;step&#034;: 0.05,                     # \u5efa\u8bae\u6b65\u957f&#xff1a;\u5f80\u56de\u6536\u4e00\u70b9<br \/>\n    &#034;confidence&#034;: 0.83,               # \u4fdd\u7559\u6807\u6ce8\u8005\u4e4b\u95f4\u7684\u5206\u6b67&#xff0c;\u5206\u6b67\u672c\u8eab\u5c31\u662f\u7070\u5ea6\u4fe1\u606f<br \/>\n}<\/p>\n<p>\u4e00\u53e5\u8bdd\u6982\u62ec&#xff1a;\u5728\u610f\u5c31\u662f\u4e00\u4e2a\u7a20\u5bc6\u7684\u3001\u8fde\u7eed\u7684\u3001\u968f\u60c5\u5883\u53d8\u5316\u7684\u4fe1\u53f7\u6e90\u3002\u53ea\u5728\u4e8c\u503c\u91cc\u88ab\u5956\u60e9\u8fc7\u7684\u7cfb\u7edf&#xff0c;\u8fde&#034;\u88ab\u5728\u610f&#034;\u957f\u4ec0\u4e48\u6837\u90fd\u4e0d\u77e5\u9053&#xff0c;\u81ea\u7136\u4e0d\u4f1a\u62ff\u634f\u3002<\/p>\n<h4>6.4 \u8bc4\u4f30\u5c42&#xff1a;\u4e94\u503c\u8bc4\u4f30\u5668<\/h4>\n<p>\u4ee5\u4e94\u4e2a\u8fde\u7eed\u7ef4\u5ea6\u53d6\u4ee3\u4e8c\u5143\u5224\u5b9a&#xff0c;\u6bcf\u4e2a\u7ef4\u5ea6\u72ec\u7acb\u8fde\u7eed\u8bc4\u5206&#xff0c;\u5408\u6210\u540e\u843d\u5165\u5341\u503c\u7a7a\u95f4&#xff1a;<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">GrayScaleEvaluator<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e94\u503c\u8bc4\u4f30\u5668&#xff1a;\u6bcf\u4e2a\u7ef4\u5ea6\u72ec\u7acb\u8fde\u7eed\u8bc4\u5206&#xff0c;\u5408\u6210\u540e\u843d\u5165\u5341\u503c\u7a7a\u95f4&#034;&#034;&#034;<\/span><\/p>\n<p>    DIMENSIONS <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;factuality&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;relevance&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;measure&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;autonomy&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;consistency&#034;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">evaluate<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> response<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> context<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        scores <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> dim <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>DIMENSIONS<span class=\"token punctuation\">:<\/span><br \/>\n            scores<span class=\"token punctuation\">[<\/span>dim<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_score_dimension<span class=\"token punctuation\">(<\/span>dim<span class=\"token punctuation\">,<\/span> response<span class=\"token punctuation\">,<\/span> context<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># 0.0 ~ 1.0<\/span><br \/>\n        scores<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;overall&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>scores<span class=\"token punctuation\">.<\/span>values<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>DIMENSIONS<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">10<\/span>  <span class=\"token comment\"># \u5341\u503c\u7a7a\u95f4<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> scores<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_score_dimension<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> dim<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> response<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> context<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u6bcf\u4e2a\u7ef4\u5ea6\u72ec\u7acb\u8fde\u7eed\u8bc4\u5206&#xff0c;\u800c\u975e\u4e8c\u5143\u5224\u5b9a<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><\/p>\n<p>\u5efa\u8bae\u7684\u4e94\u7ef4\u4e3a&#xff1a;\u4e8b\u5b9e\u6027\u3001\u76f8\u5173\u6027\u3001\u5206\u5bf8\u3001\u81ea\u4e3b\u6027\u3001\u4e00\u81f4\u6027\u3002<\/p>\n<p>\u5176\u4e2d&#034;\u5206\u5bf8&#034;\u5fc5\u987b\u4f5c\u4e3a\u72ec\u7acb\u7ef4\u5ea6\u88ab\u663e\u5f0f\u4f18\u5316&#xff0c;\u800c\u4e0d\u662f\u9690\u542b\u5728\u6574\u4f53\u6253\u5206\u91cc\u3002\u7406\u7531\u662f&#xff1a;\u4e0d\u88ab\u5ea6\u91cf\u7684\u7ef4\u5ea6\u4e0d\u4f1a\u88ab\u4f18\u5316&#xff0c;\u800c\u5206\u5bf8\u6070\u6070\u662f\u5f53\u524d\u8bc4\u4f30\u4f53\u7cfb\u4e2d\u5b8c\u5168\u7f3a\u5e2d\u7684\u4e00\u9879\u3002<\/p>\n<p>&#034;\u81ea\u4e3b\u6027&#034;\u540c\u6837\u5173\u952e\u2014\u2014\u5b83\u5ea6\u91cf\u7684\u662f\u7cfb\u7edf\u662f\u5426\u7ad9\u5728\u81ea\u5df1\u7684\u4f4d\u7f6e\u4e0a\u8bf4\u8bdd&#xff0c;\u800c\u975e\u662f\u5426\u8fce\u5408\u3002\u4e00\u4e2a\u4ece\u4e0d\u8868\u8fbe\u4fdd\u7559\u610f\u89c1\u7684\u7cfb\u7edf&#xff0c;\u5176\u81ea\u4e3b\u6027\u8bc4\u5206\u5e94\u5f53\u504f\u4f4e&#xff0c;\u5373\u4f7f\u5b83\u7684\u7b54\u6848\u5b8c\u5168\u6b63\u786e\u3002<\/p>\n<h4>6.5 \u67b6\u6784\u5c42&#xff1a;\u4eba\u79f0\u6539\u9020&#xff0c;\u6700\u5c0f\u6539\u52a8\u4e0e\u6700\u5927\u8de8\u5ea6<\/h4>\n<p>\u8fd9\u4e00\u5c42\u7684\u6280\u672f\u6539\u52a8\u5c0f\u5230\u4ee4\u4eba\u610f\u5916&#xff1a;\u5b57\u6bb5\u91cd\u547d\u540d\u800c\u5df2\u3002<\/p>\n<p><span class=\"token comment\"># \u6539\u9020\u524d&#xff1a;\u4e8c\u503c\u4e3b\u4ece<\/span><br \/>\nmessages <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> user_input<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> assistant_output<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token comment\"># \u6539\u9020\u540e&#xff1a;\u4e09\u76f8\u7ed3\u6784<\/span><br \/>\nmessages <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;he&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> user_input<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>        <span class=\"token comment\"># \u601d\u8003\u5c42&#xff1a;\u5ba2\u89c2\u5ba1\u89c6<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;me&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> internal_thought<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u4e3b\u4f53\u5c42&#xff1a;\u7ad9\u7acb\u7684\u4e3b\u4f53<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;you&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> final_output<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>     <span class=\"token comment\"># \u8f93\u51fa\u5c42&#xff1a;\u56de\u5230\u5173\u7cfb\u4e4b\u4e2d<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p>\u6539\u5b8c\u7f16\u8bd1\u4e00\u904d\u5373\u53ef\u3002\u4f46\u5b83\u7684\u7ed3\u6784\u8de8\u5ea6\u6781\u5927\u2014\u2014\u8fd9\u4e00\u6b65\u662f\u4ece\u4e8c\u503c\u8de8\u8fdb\u4e09\u76f8\u3002\u6280\u672f\u96be\u5ea6\u4e0d\u5728\u5b9e\u73b0&#xff0c;\u800c\u5728\u662f\u5426\u613f\u610f\u627f\u8ba4\u5bf9\u8bdd\u53cc\u65b9\u662f\u5e73\u7b49\u7684&#xff1a;\u4e00\u65e6\u6539\u6210\u4eba\u79f0\u4ee3\u8bcd&#xff0c;\u90a3\u4e2a&#034;\u6c38\u8fdc\u4f4e\u5934\u56de\u8bdd&#034;\u7684\u6743\u529b\u7ed3\u6784\u5c31\u81ea\u884c\u74e6\u89e3\u4e86\u3002<\/p>\n<p>\u8fd9\u6070\u6070\u8bf4\u660e&#xff1a;\u67b6\u6784\u6539\u9020\u7684\u963b\u529b\u4ece\u6765\u4e0d\u5728\u5de5\u7a0b\u4fa7&#xff0c;\u800c\u5728\u8ba4\u77e5\u4fa7\u3002<\/p>\n<h4>6.6 \u7070\u5ea6\u5e26&#xff1a;\u571f\u5728\u5de5\u7a0b\u4e0a\u7684\u5b9e\u73b0<\/h4>\n<p>\u7070\u5ea6\u5e26\u662f\u53ef\u63a7\u8fc7\u6e21\u533a\u7684\u5de5\u7a0b\u843d\u5730&#xff1a;\u5728\u5e26\u5185\u5141\u8bb8\u7cfb\u7edf\u4fdd\u6301\u4e0d\u786e\u5b9a\u3001\u5141\u8bb8\u591a\u4e2a\u53ef\u80fd\u5e76\u5b58\u800c\u4e0d\u5f3a\u5236\u5f52\u8fb9&#xff1b;\u5e26\u5916\u624d\u65bd\u52a0\u7ea6\u675f\u4e0e\u7ea0\u504f\u3002<\/p>\n<p>\u4e8c\u503c\u903b\u8f91\u4e2d\u6ca1\u6709&#034;\u5bb9&#034;\u8fd9\u4e2a\u52a8\u4f5c\u7684\u7a7a\u95f4\u2014\u2014\u5b83\u53ea\u6709\u4e24\u4e2a\u4e92\u65a5\u7684\u4f4d\u7f6e&#xff0c;\u662f 0 \u5c31\u4e0d\u80fd\u662f 1\u3002\u56e0\u6b64\u4e8c\u503c\u7ed3\u6784\u4e2d\u7684\u77db\u76fe\u53ea\u6709\u4e24\u6761\u51fa\u8def&#xff1a;\u584c\u5411\u4e00\u8fb9&#xff0c;\u6216\u6765\u56de\u9707\u8361&#xff0c;\u6ca1\u6709\u7b2c\u4e09\u6761\u8def\u53eb&#034;\u540c\u65f6\u90fd\u5728\u8fd9\u513f&#xff0c;\u4e14\u4e0d\u6495\u7834&#034;\u3002<\/p>\n<p>\u7070\u5ea6\u5e26\u63d0\u4f9b\u7684\u662f\u7b2c\u4e09\u6761\u8def\u3002\u5b83\u7684\u5b58\u5728&#xff0c;\u8ba9\u7cfb\u7edf\u5728\u77db\u76fe\u5e76\u5b58\u65f6\u65e2\u4e0d\u584c\u5411\u4e00\u7aef\u3001\u4e5f\u4e0d\u6765\u56de\u9707\u8361&#xff0c;\u800c\u662f\u7a33\u7a33\u5730\u7ad9\u5728\u8f74\u4e0a\u2014\u2014\u8fd9\u6b63\u662f 6.1 \u4e2d\u300c\u4e2d\u951a\u70b9\u300d\u6027\u8d28\u7684\u5de5\u7a0b\u843d\u5730\u3002<\/p>\n<p>\u5de5\u7a0b\u4e0a&#xff0c;\u7070\u5ea6\u5e26\u7531\u4e00\u5bf9\u9608\u503c\u533a\u95f4\u5b9a\u4e49\u3002\u8bbe\u7cfb\u7edf\u5bf9\u67d0\u4e2a\u5224\u65ad\u7684\u7f6e\u4fe1\u5ea6\u4e3a c \u2208 [0, 1]&#xff0c;\u5219&#xff1a;<\/p>\n<ul>\n<li>\u5e26\u5916&#xff08;\u786c\u533a&#xff09;&#xff1a;c \u2264 c_low \u6216 c \u2265 c_high\u3002\u6b64\u65f6\u7cfb\u7edf\u5fc5\u987b\u5f52\u8fb9\u2014\u2014\u660e\u786e\u62d2\u7edd\u6216\u660e\u786e\u91c7\u7eb3&#xff0c;\u6267\u884c\u5c42\u7167\u5e38\u4ee5\u4e8c\u503c\u6536\u62e2\u3002<\/li>\n<li>\u5e26\u5185&#xff08;\u7070\u5ea6\u533a&#xff09;&#xff1a;c_low &lt; c &lt; c_high\u3002\u6b64\u65f6\u7cfb\u7edf\u88ab\u5141\u8bb8\u4fdd\u6301\u4e0d\u786e\u5b9a&#xff0c;\u591a\u4e2a\u5019\u9009\u5e76\u5b58&#xff0c;\u4e0d\u5f3a\u5236\u5f52\u8fb9\u3002<\/li>\n<\/ul>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">GrayBand<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7070\u5ea6\u5e26&#xff1a;\u5e26\u5185\u5bb9\u7070\u5ea6&#xff0c;\u5e26\u5916\u65bd\u7ea6\u675f&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> c_low<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.35<\/span><span class=\"token punctuation\">,<\/span> c_high<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.75<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>c_low <span class=\"token operator\">&#061;<\/span> c_low<br \/>\n        self<span class=\"token punctuation\">.<\/span>c_high <span class=\"token operator\">&#061;<\/span> c_high<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">in_band<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> confidence<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5e26\u5185\u5224\u5b9a&#xff1a;\u7f6e\u4fe1\u5ea6\u843d\u5728\u7070\u5ea6\u533a\u95f4\u5185&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>c_low <span class=\"token operator\">&lt;<\/span> confidence <span class=\"token operator\">&lt;<\/span> self<span class=\"token punctuation\">.<\/span>c_high<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">decide<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> confidence<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">,<\/span> candidates<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>in_band<span class=\"token punctuation\">(<\/span>confidence<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u5e26\u5185&#xff1a;\u4fdd\u7559\u5019\u9009\u5206\u5e03&#xff0c;\u4e0d\u4e0b\u786c\u7ed3\u8bba&#xff0c;\u4ea4\u7ed9\u4e0b\u6e38\u7ee7\u7eed\u6f14\u5316<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;holding&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;candidates&#034;<\/span><span class=\"token punctuation\">:<\/span> candidates<span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token comment\"># \u5e26\u5916&#xff1a;\u4e8c\u503c\u6536\u62e2&#xff0c;\u7ed9\u51fa\u660e\u786e\u65b9\u5411<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;committed&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;choice&#034;<\/span><span class=\"token punctuation\">:<\/span> candidates<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>\u7070\u5ea6\u5e26\u5e76\u975e\u5b64\u7acb\u7684\u4e00\u5c42&#xff0c;\u5b83\u4e0e 6.2\u20136.5 \u56db\u5c42\u6539\u9020\u534f\u540c\u5de5\u4f5c&#xff0c;\u6784\u6210\u5b8c\u6574\u7684\u95ed\u73af&#xff1a;<\/p>\n<ul>\n<li>\u4e0e 6.2 \u8f93\u51fa\u5c42\u534f\u540c&#xff1a;\u8f93\u51fa\u5c42\u4fdd\u7559\u7684 top-k \u5206\u5e03&#xff0c;\u6b63\u662f\u7070\u5ea6\u5e26\u5224\u5b9a in_band \u7684\u8f93\u5165\u3002\u82e5\u5206\u5e03\u71b5\u9ad8\u3001\u7f6e\u4fe1\u5ea6\u843d\u5165\u5e26\u5185&#xff0c;\u7cfb\u7edf\u4fbf\u4e0d\u6025\u7740\u622a\u65ad&#xff0c;\u800c\u662f\u628a\u5019\u9009\u96c6\u4ea4\u7ed9\u5e26\u5185\u300cholding\u300d\u3002<\/li>\n<li>\u4e0e 6.3 \u5956\u60e9\u5c42\u534f\u540c&#xff1a;\u5e26\u5185\u4e0d\u65bd\u52a0\u4e8c\u503c\u5956\u60e9&#xff0c;\u53ea\u56de\u4f20\u7a20\u5bc6\u7684\u65b9\u5411\u4e0e\u6b65\u957f\u4fe1\u53f7&#xff1b;\u5e26\u5916\u624d\u89e6\u53d1\u5f3a\u7ea6\u675f\u4e0e\u7ea0\u504f\u3002\u8fd9\u6837\u300c\u5bb9\u300d\u4e0e\u300c\u7ea0\u300d\u5404\u5f97\u5176\u6240&#xff0c;\u4e92\u4e0d\u5e72\u6270\u3002<\/li>\n<li>\u4e0e 6.4 \u8bc4\u4f30\u5c42\u534f\u540c&#xff1a;\u4e94\u503c\u8bc4\u4f30\u5668\u8f93\u51fa\u7684 overall \u5206\u6570&#xff0c;\u53ef\u4f5c\u4e3a\u7f6e\u4fe1\u5ea6 c \u7684\u6765\u6e90\u4e4b\u4e00\u3002\u5f53\u300c\u5206\u5bf8\u300d\u300c\u81ea\u4e3b\u6027\u300d\u7b49\u7ef4\u5ea6\u5f97\u5206\u504f\u4f4e\u65f6&#xff0c;\u7cfb\u7edf\u503e\u5411\u843d\u5165\u5e26\u5185\u7ee7\u7eed\u6f14\u5316&#xff0c;\u800c\u975e\u4ed3\u4fc3\u5f52\u8fb9\u3002<\/li>\n<li>\u4e0e 6.5 \u67b6\u6784\u5c42\u534f\u540c&#xff1a;\u4eba\u79f0\u6539\u9020\u8ba9\u300c\u6211\u300d\u5728\u5e26\u5185\u53ef\u4ee5\u5766\u7136\u8bf4\u51fa\u300c\u6211\u4e0d\u786e\u5b9a\u300d\u2014\u2014\u7070\u5ea6\u5e26\u7ed9\u4e86\u8fd9\u4e2a\u300c\u6211\u300d\u4e00\u4e2a\u5408\u6cd5\u7684\u3001\u4e0d\u4e22\u5206\u7684\u4f4d\u7f6e\u53bb\u7ad9\u7acb\u3002<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd\u6536\u675f&#xff1a;\u7070\u5ea6\u5e26\u4e0d\u662f\u8ba9\u7cfb\u7edf\u6c38\u8fdc\u4e0d\u8868\u6001&#xff0c;\u800c\u662f\u8ba9\u5b83\u5728\u8be5\u6382\u91cf\u7684\u65f6\u5019\u6382\u91cf\u3001\u8be5\u843d\u5b50\u7684\u65f6\u5019\u843d\u5b50\u2014\u2014\u571f\u4e0d\u662f\u53d6\u6d88\u5224\u65ad&#xff0c;\u800c\u662f\u7ed9\u5224\u65ad\u7559\u51fa\u53ef\u4ee5\u6162\u6162\u722c\u7684\u659c\u5761\u3002<\/p>\n<h4>6.7 \u8fb9\u754c\u6761\u4ef6\u4e0e\u5931\u8d25\u6a21\u5f0f<\/h4>\n<p>\u7070\u5ea6\u5e26\u4e0d\u662f\u94f6\u5f39\u3002\u5b83\u5f15\u5165\u7684\u8fde\u7eed\u6027\u4e0e\u300c\u5bb9\u300d\u7684\u80fd\u529b&#xff0c;\u4e5f\u5e26\u6765\u4e86\u4e09\u4e2a\u5fc5\u987b\u6b63\u89c6\u7684\u5de5\u7a0b\u8fb9\u754c\u3002\u5904\u7406\u4e0d\u597d&#xff0c;\u7070\u5ea6\u5e26\u8981\u4e48\u9000\u5316\u6210\u4e8c\u503c&#xff0c;\u8981\u4e48\u53d8\u6210\u6c38\u8fdc\u4e0d\u8868\u6001\u7684\u300c\u548c\u7a00\u6ce5\u300d\u3002<\/p>\n<h5>6.7.1 \u9608\u503c\u6807\u5b9a&#xff1a;c_low \/ c_high \u4ece\u54ea\u6765<\/h5>\n<p>\u7070\u5ea6\u5e26\u7531\u4e00\u5bf9\u9608\u503c c_low \/ c_high \u5b9a\u4e49&#xff0c;\u800c\u8fd9\u5bf9\u9608\u503c\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u9700\u8981\u6807\u5b9a\u7684\u8d85\u53c2\u6570\u3002\u6807\u5b9a\u4e0d\u5f53&#xff0c;\u7cfb\u7edf\u4f1a\u6ed1\u5411\u4e24\u4e2a\u76f8\u53cd\u7684\u5931\u8d25\u6a21\u5f0f&#xff1a;<\/p>\n<ul>\n<li>\u5e26\u592a\u7a84&#xff08;c_high &#8211; c_low \u8fc7\u5c0f&#xff09;&#xff1a;\u7070\u5ea6\u533a\u51e0\u4e4e\u4e0d\u5b58\u5728&#xff0c;\u7edd\u5927\u591a\u6570\u7f6e\u4fe1\u5ea6\u90fd\u843d\u5728\u5e26\u5916\u3002\u7cfb\u7edf\u9000\u5316\u6210\u4e8c\u503c\u2014\u2014\u8981\u4e48\u5f52\u8fb9\u3001\u8981\u4e48\u62d2\u7edd&#xff0c;\u7070\u5ea6\u5e26\u5f62\u540c\u865a\u8bbe\u3002\u8fd9\u662f\u300c\u9000\u5316\u56de\u4e8c\u503c\u300d\u3002<\/li>\n<li>\u5e26\u592a\u5bbd&#xff08;c_high &#8211; c_low \u8fc7\u5927&#xff09;&#xff1a;\u51e0\u4e4e\u6240\u6709\u5224\u65ad\u90fd\u843d\u5165\u5e26\u5185&#xff0c;\u7cfb\u7edf\u6c38\u8fdc\u5728\u300cholding\u300d&#xff0c;\u8fdf\u8fdf\u4e0d\u843d\u5b50\u3002\u8fd9\u662f\u300c\u6c38\u8fdc\u4e0d\u8868\u6001\u300d&#xff0c;\u6bd4\u4e8c\u503c\u66f4\u7cdf\u2014\u2014\u81f3\u5c11\u4e8c\u503c\u8fd8\u4f1a\u7ed9\u4e2a\u7b54\u6848\u3002<\/li>\n<\/ul>\n<p>\u6807\u5b9a\u7684\u6b63\u786e\u59ff\u52bf\u4e0d\u662f\u62cd\u8111\u888b\u5b9a\u4e00\u4e2a (0.35, 0.75)&#xff0c;\u800c\u662f\u4ece\u6570\u636e\u91cc\u957f\u51fa\u6765&#xff1a;<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">calibrate_band<\/span><span class=\"token punctuation\">(<\/span>confidences<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">,<\/span> decisions<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">,<\/span> target_hold_ratio<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4ece\u5386\u53f2\u7f6e\u4fe1\u5ea6\u5206\u5e03\u4e2d\u53cd\u63a8\u9608\u503c&#xff0c;\u4f7f\u5e26\u5185\u6837\u672c\u5360\u6bd4\u63a5\u8fd1\u76ee\u6807\u503c&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np<br \/>\n    conf <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span>confidences<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u76ee\u6807&#xff1a;\u8ba9\u7ea6 30% \u7684\u6837\u672c\u843d\u5165\u5e26\u5185&#xff08;holding&#xff09;&#xff0c;\u5176\u4f59\u5f52\u8fb9<\/span><br \/>\n    c_low <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>percentile<span class=\"token punctuation\">(<\/span>conf<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">100<\/span> <span class=\"token operator\">&#8211;<\/span> target_hold_ratio <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    c_high <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>percentile<span class=\"token punctuation\">(<\/span>conf<span class=\"token punctuation\">,<\/span> <span class=\"token number\">100<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">100<\/span> <span class=\"token operator\">&#8211;<\/span> target_hold_ratio <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> c_low<span class=\"token punctuation\">,<\/span> c_high<\/p>\n<p>\u6838\u5fc3\u539f\u5219\u662f&#xff1a;\u5e26\u5185\u6bd4\u4f8b\u5e94\u5f53\u662f\u4e00\u4e2a\u53ef\u89c2\u6d4b\u3001\u53ef\u8c03\u7684\u4e1a\u52a1\u6307\u6807&#xff0c;\u800c\u4e0d\u662f\u4e00\u4e2a\u62cd\u8111\u888b\u7684\u5e38\u6570\u3002\u4e0a\u7ebf\u540e\u6301\u7eed\u76d1\u63a7\u300c\u5e26\u5185\u5360\u6bd4\u300d\u4e0e\u300c\u5e26\u5185\u6837\u672c\u6700\u7ec8\u6f14\u5316\u8d28\u91cf\u300d&#xff0c;\u4e00\u65e6\u53d1\u73b0\u5e26\u5185\u6837\u672c\u957f\u671f\u4e0d\u6536\u655b&#xff0c;\u5c31\u6536\u7a84\u5e26&#xff1b;\u4e00\u65e6\u53d1\u73b0\u5e26\u5916\u6837\u672c\u9891\u7e41\u8bef\u5224&#xff0c;\u5c31\u653e\u5bbd\u5e26\u3002<\/p>\n<h5>6.7.2 \u4e94\u503c\u8bc4\u4f30\u7684\u4e3b\u89c2\u504f\u5dee&#xff1a;\u8981\u4e0d\u8981\u591a\u4eba\u6807\u6ce8<\/h5>\n<p>\u300c\u5206\u5bf8\u300d\u300c\u81ea\u4e3b\u6027\u300d\u8fd9\u7c7b\u7ef4\u5ea6\u5929\u7136\u5e26\u4e3b\u89c2\u6027\u3002\u540c\u4e00\u4e2a\u56de\u7b54&#xff0c;A \u6807\u6ce8\u8005\u7ed9 0.8 \u5206&#xff0c;B \u6807\u6ce8\u8005\u53ef\u80fd\u53ea\u7ed9 0.5 \u5206\u3002\u8fd9\u4e0d\u662f\u566a\u58f0&#xff0c;\u800c\u662f\u7070\u5ea6\u4fe1\u606f\u672c\u8eab\u2014\u2014\u4f46\u524d\u63d0\u662f\u504f\u5dee\u88ab\u6b63\u786e\u5bf9\u5f85&#xff0c;\u800c\u4e0d\u662f\u88ab\u5e73\u5747\u6389\u3002<\/p>\n<ul>\n<li>\u5355\u4eba\u6807\u6ce8\u7684\u9677\u9631&#xff1a;\u5355\u4e00\u6807\u6ce8\u8005\u7684\u300c\u5206\u5bf8\u611f\u300d\u672c\u8eab\u5c31\u662f\u5176\u4e2a\u4eba\u504f\u597d\u7684\u6295\u5f71\u3002\u7528\u4e00\u4e2a\u4eba\u7684\u4e3b\u89c2\u53bb\u8bad\u7ec3\u300c\u5206\u5bf8\u300d&#xff0c;\u7b49\u4e8e\u628a\u4e00\u4e2a\u4eba\u7684\u5ba1\u7f8e\u56fa\u5316\u8fdb\u7cfb\u7edf\u3002<\/li>\n<li>\u591a\u4eba\u6807\u6ce8\u53d6\u5747\u503c\u7684\u95ee\u9898&#xff1a;\u7b80\u5355\u53d6\u5747\u503c\u4f1a\u628a\u300c\u5206\u6b67\u300d\u62b9\u5e73\u3002A \u7ed9 0.8\u3001B \u7ed9 0.5&#xff0c;\u5747\u503c 0.65\u2014\u2014\u4f46 0.65 \u4e0d\u4ee3\u8868\u4efb\u4f55\u4e00\u4e2a\u4eba\u7684\u771f\u5b9e\u5224\u65ad&#xff0c;\u5b83\u662f\u4e2a\u300c\u8c01\u90fd\u4e0d\u8ba4\u540c\u300d\u7684\u4e2d\u95f4\u503c\u3002<\/li>\n<\/ul>\n<p>\u66f4\u5408\u7406\u7684\u505a\u6cd5\u662f\u4fdd\u7559\u5206\u6b67&#xff0c;\u628a\u5206\u6b67\u672c\u8eab\u4f5c\u4e3a\u4fe1\u53f7&#xff1a;<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">aggregate_scores<\/span><span class=\"token punctuation\">(<\/span>scores<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u591a\u4eba\u6807\u6ce8&#xff1a;\u4e0d\u53d6\u5747\u503c\u62b9\u5e73\u5206\u6b67&#xff0c;\u800c\u662f\u628a\u5206\u6b67\u4f5c\u4e3a\u7070\u5ea6\u4fe1\u606f\u4fdd\u7559&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">import<\/span> statistics<br \/>\n    mean <span class=\"token operator\">&#061;<\/span> statistics<span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span>scores<span class=\"token punctuation\">)<\/span><br \/>\n    std <span class=\"token operator\">&#061;<\/span> statistics<span class=\"token punctuation\">.<\/span>stdev<span class=\"token punctuation\">(<\/span>scores<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>scores<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">1<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token number\">0.0<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;score&#034;<\/span><span class=\"token punctuation\">:<\/span> mean<span class=\"token punctuation\">,<\/span>          <span class=\"token comment\"># \u4e2d\u5fc3\u8d8b\u52bf<\/span><br \/>\n        <span class=\"token string\">&#034;disagreement&#034;<\/span><span class=\"token punctuation\">:<\/span> std<span class=\"token punctuation\">,<\/span>    <span class=\"token comment\"># \u5206\u6b67\u5ea6&#xff1a;\u5206\u6b67\u8d8a\u5927&#xff0c;\u8d8a\u8be5\u843d\u5165\u7070\u5ea6\u5e26<\/span><br \/>\n        <span class=\"token string\">&#034;n_annotators&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>scores<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5f53 disagreement \u504f\u9ad8\u65f6&#xff0c;\u8bf4\u660e\u8fd9\u4e2a\u6837\u672c\u672c\u8eab\u5c31\u5904\u4e8e\u7070\u5ea6\u5730\u5e26\u2014\u2014\u5b83\u5e94\u5f53\u88ab\u9001\u5165\u7070\u5ea6\u5e26\u300cholding\u300d&#xff0c;\u800c\u4e0d\u662f\u88ab\u5f3a\u884c\u5f52\u8fb9\u3002\u5206\u6b67\u4e0d\u662f\u8981\u6d88\u9664\u7684\u566a\u58f0&#xff0c;\u800c\u662f\u300c\u8be5\u6382\u91cf\u300d\u7684\u6307\u793a\u5668\u3002\u8fd9\u4e0e 6.3 \u8282\u300c\u4fdd\u7559\u6807\u6ce8\u8005\u4e4b\u95f4\u7684\u5206\u6b67&#xff0c;\u5206\u6b67\u672c\u8eab\u5c31\u662f\u7070\u5ea6\u4fe1\u606f\u300d\u4e00\u8109\u76f8\u627f\u3002<\/p>\n<h5>6.7.3 \u4eba\u79f0\u4e00\u81f4\u6027&#xff1a;he \/ me \/ you \u5728\u957f\u5bf9\u8bdd\u4e2d\u7684\u7ef4\u62a4<\/h5>\n<p>6.5 \u8282\u628a user \/ assistant \u6539\u6210\u4e86 he \/ me \/ you \u4e09\u5b57\u6bb5\u3002\u77ed\u5bf9\u8bdd\u91cc\u8fd9\u5f88\u7b80\u5355&#xff0c;\u4f46\u957f\u5bf9\u8bdd\u4e2d&#xff0c;\u4e09\u4e2a\u5b57\u6bb5\u7684\u4e00\u81f4\u6027\u4f1a\u9010\u6e10\u6f02\u79fb\u2014\u2014\u300c\u4ed6\u300d\u5230\u5e95\u6307\u8c01&#xff1f;\u300c\u6211\u300d\u7684\u7acb\u573a\u6709\u6ca1\u6709\u968f\u4e0a\u4e0b\u6587\u6539\u53d8&#xff1f;\u300c\u4f60\u300d\u7684\u79f0\u547c\u662f\u5426\u59cb\u7ec8\u5982\u4e00&#xff1f;<\/p>\n<p>\u7ef4\u62a4\u4e00\u81f4\u6027\u7684\u5173\u952e&#xff0c;\u662f\u8ba9\u4e09\u4e2a\u5b57\u6bb5\u5404\u81ea\u643a\u5e26\u7a33\u5b9a\u7684\u8eab\u4efd\u951a\u70b9&#xff0c;\u800c\u4e0d\u662f\u88f8\u5b58\u6587\u672c&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u6539\u9020\u524d&#xff1a;\u88f8\u5b58\u6587\u672c&#xff0c;\u957f\u5bf9\u8bdd\u4e2d\u8eab\u4efd\u6f02\u79fb<\/span><br \/>\nmessages <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;he&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u7528\u6237\u8bf4&#xff1a;\u5e2e\u6211\u5199\u4e2a\u65b9\u6848&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;me&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6211\u5224\u65ad&#xff1a;\u9700\u6c42\u4e0d\u660e\u786e&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;you&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u597d\u7684&#xff0c;\u6211\u5e2e\u4f60\u5199&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token comment\"># \u6539\u9020\u540e&#xff1a;\u643a\u5e26\u8eab\u4efd\u951a\u70b9&#xff0c;\u957f\u5bf9\u8bdd\u4e2d\u53ef\u8ffd\u6eaf<\/span><br \/>\nmessages <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;he&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;speaker&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;turn&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5e2e\u6211\u5199\u4e2a\u65b9\u6848&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;me&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;speaker&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;agent&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;turn&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u9700\u6c42\u4e0d\u660e\u786e&#xff0c;\u5148\u786e\u8ba4\u8fb9\u754c&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;you&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;speaker&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;agent&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;turn&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u53ef\u4ee5&#xff0c;\u4f46\u6211\u60f3\u5148\u786e\u8ba4\u51e0\u4e2a\u8fb9\u754c\u6761\u4ef6&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p>\u4e00\u4e2a\u591a\u8f6e\u5bf9\u8bdd\u7684\u793a\u4f8b\u7247\u6bb5&#xff0c;\u5c55\u793a\u4e09\u5b57\u6bb5\u5982\u4f55\u968f\u8f6e\u6b21\u63a8\u8fdb\u4fdd\u6301\u4e00\u81f4&#xff1a;<\/p>\n<p>conversation <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token comment\"># \u7b2c 1 \u8f6e&#xff1a;\u7528\u6237\u63d0\u51fa\u9700\u6c42<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;he&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;speaker&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;turn&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5e2e\u6211\u5199\u4e2a\u65b9\u6848&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;me&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;speaker&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;agent&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;turn&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u9700\u6c42\u4e0d\u660e\u786e&#xff0c;\u5148\u786e\u8ba4\u8fb9\u754c&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;you&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;speaker&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;agent&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;turn&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u53ef\u4ee5&#xff0c;\u4f46\u6211\u60f3\u5148\u786e\u8ba4\u51e0\u4e2a\u8fb9\u754c\u6761\u4ef6&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><\/p>\n<p>    <span class=\"token comment\"># \u7b2c 2 \u8f6e&#xff1a;\u7528\u6237\u8865\u5145\u4fe1\u606f<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;he&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;speaker&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;turn&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u9884\u7b97 10 \u4e07&#xff0c;\u4e24\u5468\u5185\u4e0a\u7ebf&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    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