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bold\">\u90ce\u54b8\u670b\uff1a<\/span>\u6211\u4eec\u4e00\u76f4\u4fdd\u6301\u5bf9\u524d\u6cbf\u7b97\u6cd5\u7684\u63a2\u7d22\uff0c\u505a\u7aef\u5230\u7aef\u65f6\u4e5f\u5728\u8003\u8651\u4e0b\u4e00\u4ee3\u6280\u672f\u3002\u5f53\u65f6\u4e1a\u5185\u6700\u6709\u524d\u9014\u7684\u5c31\u662fVLA\uff0c\u5b83\u4e0d\u4ec5\u7528\u4e8e\u8f85\u52a9\u9a7e\u9a76\uff0c\u66f4\u662f\u5177\u8eab\u667a\u80fd\u548c\u672a\u6765\u673a\u5668\u4eba\u9886\u57df\u7684\u901a\u7528\u6280\u672f\u6846\u67b6\u3002\u7ecf\u8fc7\u957f\u65f6\u95f4\u7684\u8c03\u7814\u548c\u63a2\u7d22\uff0c\u6211\u4eec\u5236\u5b9a\u4e86VLA\u7684\u6280\u672f\u65b9\u5411\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1aVLA\u770b\u4f3c\u5e76\u672a\u98a0\u8986\u300c\u7aef\u5230\u7aef\u300d\uff0c\u8fd9\u662f\u5426\u610f\u5473\u7740\u5b83\u66f4\u591a\u662f\u5de5\u7a0b\u80fd\u529b\u7684\u521b\u65b0\uff0c\u800c\u975e\u9769\u547d\u6027\u7684\u6280\u672f\u8def\u7ebf\u9769\u65b0\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u8a79\u951f\uff1a<\/span>VLA\u4e0d\u53ea\u662f\u5de5\u7a0b\u65b9\u9762\u7684\u521b\u65b0\u3002VLA\u4e5f\u662f\u4e00\u79cd\u7aef\u5230\u7aef\uff08\u573a\u666f\u8f93\u5165\uff0c\u8f68\u8ff9\u8f93\u51fa\uff09\uff0c\u4f46\u7b97\u6cd5\u7684\u521b\u65b0\u662f\u591a\u4e86\u300c\u601d\u8003\u300d\u3002\u7aef\u5230\u7aef\u53ef\u4ee5\u7406\u89e3\u4e3aVA\uff08\u89c6\u89c9-\u52a8\u4f5c\uff09\uff0cVLA\u52a0\u5165\u4e86Language\uff08\u8bed\u8a00\uff09\uff0c\u5bf9\u5e94\u601d\u8003\u548c\u7406\u89e3\uff0c\u628a\u673a\u5668\u4eba\u8303\u5f0f\u7edf\u4e00\u3002\u4f46VLA\u4f5c\u4e3a\u5927\u6a21\u578b\uff0c\u90e8\u7f72\u5728\u8fb9\u7f18\u7aef\u7b97\u529b\u4e0a\u6781\u5177\u6311\u6218\uff0c\u9700\u8981\u5de5\u7a0b\u521b\u65b0\uff0c\u5fc5\u987b\u6709\u5927\u7b97\u529b\u82af\u7247\u624d\u80fd\u90e8\u7f72\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u884c\u4e1a\u6709\u89c2\u70b9\u8ba4\u4e3a\uff0cVLA\u548c\u300c\u597d\u7684\u6a21\u578b\u300d\u662f\u4e24\u56de\u4e8b\uff0c\u540e\u8005\u66f4\u591a\u53d6\u51b3\u4e8e\u6570\u636e\u548c\u5f3a\u5316\u5b66\u4e60\u3002\u60a8\u5982\u4f55\u770b\u5f85\u8fd9\u4e2a\u89c2\u70b9\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u8a79\u951f\uff1a<\/span>\u6211\u8d5e\u540cVLA\u662f\u4e00\u79cd\u6a21\u578b\u67b6\u6784\uff0c\u4e0d\u4e00\u5b9a\u4ee3\u8868\u662f\u597d\u6a21\u578b\u3002\u4efb\u4f55\u6a21\u578b\u7684\u8bbe\u8ba1\u601d\u8def\u53ea\u4ee3\u8868\u60f3\u6cd5\uff0c\u4e0d\u4ee3\u8868\u80fd\u843d\u5730\u3002\u8981\u8bad\u7ec3\u51fa\u597d\u7684VLA\u6a21\u578b\uff0c\u9700\u8981\u66f4\u597d\u7684\u6570\u636e\u3001\u7b97\u529b\u3001\u7b97\u6cd5\u3001\u5de5\u7a0b\u90e8\u7f72\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u8f85\u52a9\u9a7e\u9a76\u60f3\u5f80L4\u6216\u66f4\u9ad8\u80fd\u529b\u524d\u8fdb\uff0cL\uff08\u8bed\u8a00\uff09\u662f\u5fc5\u7ecf\u4e4b\u8def\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u591a\u6a21\u6001\u5927\u6a21\u578b\u5c1a\u672a\u8fce\u6765\u771f\u6b63\u7684\u300cChatGPT\u65f6\u523b\u300d\uff0c\u7406\u60f3\u6b64\u65f6\u91cf\u4ea7VLA\uff0c\u8fd9\u662f\u4e00\u4e2a\u8db3\u591f\u597d\u7684\u89e3\u6cd5\u4e86\u5417\uff1f\u5b83\u8ddd\u79bb\u90a3\u4e2a\u5f15\u7206\u70b9\u8fd8\u6709\u591a\u8fdc\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u8a79\u951f\uff1a<\/span>\u591a\u6a21\u6001\u6ca1\u8fbe\u5230GPT\u65f6\u523b\u3002VLA\u5728\u673a\u5668\u4eba\u9886\u57df\u6cdb\u5316\u80fd\u529b\u4e0d\u5f3a\uff0c\u4f46\u5728\u8f85\u52a9\u9a7e\u9a76\u8fd9\u4e2a\u76f8\u5bf9\u7edf\u4e00\u7684\u8303\u5f0f\u91cc\uff0c\u6709\u673a\u4f1a\u505a\u5230\u4e00\u4e2aGPT\u65f6\u523b\u3002<\/p>\n<p style=\"text-align: left\">\u6211\u4eec\u627f\u8ba4\uff0c\u73b0\u5728\u7684VLA\u662f\u4e1a\u754c\u7b2c\u4e00\u4e2a\u8981\u63a8\u5411\u91cf\u4ea7\u7684\u7248\u672c\uff0c\u80af\u5b9a\u4f1a\u5b58\u5728\u7f3a\u9677\u3002\u8fd9\u6b21\u5c1d\u8bd5\u662f\u60f3\u7528VLA\u63a2\u7d22\u4e00\u6761\u65b0\u8def\u5f84\uff0c\u4e0d\u4e00\u5b9a\u975e\u8981\u8fbe\u5230GPT\u65f6\u523b\u624d\u80fd\u91cf\u4ea7\u843d\u5730\u3002\u53ea\u8981\u80fd\u901a\u8fc7\u8bc4\u6d4b\u3001\u4eff\u771f\u9a8c\u8bc1\u5b83\u80fd\u7ed9\u7528\u6237\u5e26\u6765\u300c\u66f4\u597d\u3001\u66f4\u8212\u9002\u3001\u66f4\u5b89\u5168\u300d\u7684\u4f53\u9a8c\uff0c\u5c31\u53ef\u4ee5\u4ea4\u4ed8\u3002<\/p>\n<p style=\"text-align: left\">GPT\u65f6\u523b\u66f4\u591a\u6307\u7684\u662f\u5f88\u5f3a\u7684\u901a\u7528\u6027\u548c\u6cdb\u5316\u6027\u3002\u6211\u4eec\u4f1a\u5728\u843d\u5730\u4ee5\u540e\uff0c\u968f\u7740\u7528\u6237\u6570\u636e\u8fed\u4ee3\u3001\u573a\u666f\u548c\u4ea4\u4e92\u7684\u4e30\u5bcc\uff0c\u9010\u6e10\u5f80ChatGPT\u65f6\u523b\u8fc1\u79fb\u3002\u5230\u660e\u5e74\u6211\u4eec\u5982\u679c\u5230\u4e861000MPI\uff0c\u53ef\u80fd\u4f1a\u7ed9\u7528\u6237\u4e00\u79cd\u771f\u7684\u5230\u4e86VLA\u7684ChatGPT\u65f6\u523b\u7684\u611f\u89c9\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u4ece\u300c\u53f8\u673aAgent\u300d\u5230\u300c\u66f4\u597d\u7684\u5bb6\u5ead\u53f8\u673a\u300d\uff0c\u7406\u60f3\u5bf9VLA\u7684\u7ec8\u6781\u4ef7\u503c\u601d\u8003\uff0c\u53d1\u751f\u4e86\u54ea\u4e9b\u53d8\u5316\uff1f\u672a\u6765\u5b83\u5c06\u5982\u4f55\u91cd\u5851\u6211\u4eec\u7684\u51fa\u884c\u7a7a\u95f4\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u90ce\u54b8\u670b\uff1a<\/span>\u6211\u4eec\u4e4b\u524d\u7684\u300c\u53f8\u673aAgent\u300d\u8bf4\u6cd5\u8fed\u4ee3\u4e86\uff0c\u73b0\u5728\u6211\u4eec\u8ba4\u4e3aVLA\u5e94\u5148\u4e13\u6ce8\u4e8e\u6210\u4e3a\u4e00\u4e2a\u597d\u7684\u300c\u79c1\u4eba\u53f8\u673a\u300d\u3002<\/p>\n<p style=\"text-align: left\">\u6211\u4eec\u8ba4\u4e3aVLA\u662f\u4e00\u4e2a\u5e95\u5c42\u80fd\u529b\uff0c\u5bf9\u7528\u6237\u6700\u5927\u7684\u4ef7\u503c\u5c31\u662f\u628a\u8f66\u5f00\u597d\u3002\u5982\u679c\u8f66\u90fd\u5f00\u4e0d\u597d\uff0c\u505a\u5176\u4ed6\u4e8b\u6ca1\u6709\u610f\u4e49\u3002\u800c\u4e14\uff0c\u6211\u4eec\u5206\u6790\u540e\u8ba4\u4e3a\uff0c\u76ee\u524d\u7684AI Agent\u4ea7\u54c1\u8fd8\u5904\u4e8e\u6bd4\u8f83\u521d\u7ea7\u7684\u9636\u6bb5\u3002<\/p>\n<p style=\"text-align: left\">\u6240\u4ee5\u6211\u4eec\u91cd\u65b0\u5ba1\u89c6VLA\u7684\u80fd\u529b\uff0c\u6838\u5fc3\u8fd8\u662f\u628a\u8f66\u5f00\u597d\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e00\u4e2a\u5b89\u5168\u3001\u8212\u9002\u3001\u5b89\u5fc3\u4e14\u8d8a\u5f00\u8d8a\u597d\u7684\u53f8\u673a\u4f53\u9a8c\u3002\u8fd9\u662f\u6211\u4eec\u4eca\u5e74VLA\u4e0a\u8f66\u540e\u60f3\u5b9e\u73b0\u7684\u76ee\u6807\u3002<\/p>\n<p style=\"text-align: left\">\u672a\u6765\uff0c\u5728VLA\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u8f85\u52a9\u9a7e\u9a76\u4f1a\u5411\u300c\u79fb\u52a8\u7a7a\u95f4\u300d\u7684\u601d\u8def\u53d1\u5c55\u3002\u5f53\u8f66\u8f86\u80fd\u505a\u5230\u8db3\u591f\u5b89\u5fc3\u3001\u5b89\u5168\u540e\uff0c\u5b83\u5c31\u80fd\u5e2e\u4f60\u53bb\u505a\u5176\u4ed6\u4e8b\u60c5\uff0c\u6211\u76f8\u4fe1\u90a3\u4e00\u5929\u4f1a\u5f88\u5feb\u5230\u6765\u3002<\/p>\n<h3 style=\"text-align: left\"><span style=\"font-weight: bold\">\u89e3\u6784\u5927\u8111 &mdash;&mdash; VLA\u7684\u300c\u4e03\u5341\u4e8c\u53d8\u300d\u4e0e\u300c\u6570\u636e\u70bc\u91d1\u672f\u300d<\/span><\/h3>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u7406\u60f3\u81ea\u7814\u7684MindGPT\u57fa\u5ea7\u6a21\u578b\uff0c\u7a76\u7adf\u6bd4\u884c\u4e1a\u5f00\u6e90\u6a21\u578b\u300c\u597d\u7528\u300d\u5728\u4f55\u5904\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u8a79\u951f\uff1a<\/span>\u6211\u4eec\u81ea\u7814\u7684\u57fa\u5ea7\u6a21\u578b\u5bf9\u90e8\u7f72VLA\u6709\u5f88\u5927\u4f5c\u7528\uff0c\u6211\u4eecVLA\u662f4B\u6a21\u578b\uff0c\u6bd4\u4ee5\u524d\u66f4\u5927\u4e86\uff0c\u4f46\u63a8\u7406\u901f\u5ea6\u66f4\u5feb\u4e86\u3002\u6838\u5fc3\u539f\u56e0\u662f\u6211\u4eec\u81ea\u7814\u7684\u57fa\u5ea7\u67b6\u6784\uff0c\u4e13\u95e8\u5bf9\u5d4c\u5165\u5f0f\u82af\u7247\u505a\u4e86\u5b9a\u5236\u7684MoE\u6df7\u5408\u4e13\u5bb6\u67b6\u6784\uff0c\u5e76\u4e0d\u662f\u4e1a\u754c\u4efb\u4f55\u4e00\u4e2a\u5f00\u6e90\u6a21\u578b\u90fd\u80fd\u8fbe\u5230\u8fd9\u4e2a\u6548\u7387\u3002VLA\u7684\u63a8\u7406\u5e27\u7387\u572810Hz\u5de6\u53f3\uff0c\u6211\u4eec\u505a\u4e86\u5f88\u591a\u4f18\u5316\uff0c\u628a\u601d\u8003\u8fc7\u7a0b\u5c3d\u53ef\u80fd\u5730\u80fd\u591f\u5728\u8f66\u7aef\u63a8\u7406\u51fa\u6765\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: 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style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1aVLA\u7684\u300c\u5927\u8111\u300d\u518d\u806a\u660e\uff0c\u4e5f\u9700\u8981\u654f\u9510\u7684\u300c\u773c\u775b\u300d\u3002\u5728\u611f\u77e5\u5c42\u9762\uff0c\u6211\u4eec\u5982\u4f55\u6301\u7eed\u8fdb\u5316\uff0c\u89e3\u51b3\u7c7b\u4f3c\u300c\u61c2\u8f66\u5e1d\u6d4b\u8bd5\u300d\u4e2d\u66b4\u9732\u51fa\u7684\u95ee\u9898\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u90ce\u54b8\u670b\uff1a<\/span>\u8fd8\u662f\u8981\u7ee7\u7eed\u63d0\u5347\u6280\u672f\u80fd\u529b\u3002\u5728VLA\u4e2d\uff0c\u6211\u4eec\u5bf9\u611f\u77e5\u6709\u4e00\u4e2a\u6bd4\u8f83\u5927\u7684\u5347\u7ea7\uff0c\u80fd\u770b\u5f97\u66f4\u8fdc\u3001\u66f4\u7cbe\u7ec6\u3002<\/p>\n<p style=\"text-align: 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bold\">Q\uff1a\u4ece\u89c4\u5219\u5230\u7aef\u5230\u7aef\uff0c\u518d\u5230VLA\uff0c\u7406\u60f3\u7684\u667a\u9a7e\u7b97\u529b\u7ecf\u5386\u4e86\u600e\u6837\u7684\u6307\u6570\u7ea7\u589e\u957f\uff1f\u672a\u6765\u7684\u7b97\u529b\u89c4\u5212\u84dd\u56fe\u662f\u600e\u6837\u7684\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u90ce\u54b8\u670b\uff1a<\/span>\u7b97\u529b\u589e\u957f\u8fc7\u7a0b\u4e0e\u6280\u672f\u65b9\u6848\u76f8\u5173\u3002\u5728\u89c4\u5219\u7b97\u6cd5\u65f6\u4ee3\uff0c\u8bad\u7ec3\u5361\u53ea\u7528\u4e8e\u8bad\u7ec3BEV\u6a21\u578b\u548c\u611f\u77e5\u6a21\u578b\uff0c\u6570\u91cf\u8f83\u5c11\u3002\u4f46\u5728\u7aef\u5230\u7aef\u65f6\u4ee3\uff0c\u6a21\u578b\u8bad\u7ec3\u9700\u8981\u5927\u91cf\u7b97\u529b\uff0c\u6211\u4eec\u7684\u8bad\u7ec3\u5361\u4ece\u4e0d\u52301EFLOPS\u589e\u957f\u5230\u53bb\u5e74\u768410EFLOPS\uff0c\u589e\u957f\u4e8610\u500d\u5de6\u53f3\u3002\u6211\u4eec\u8ba4\u4e3a\u8bad\u7ec3\u7b97\u529b\u662f\u4e00\u65b9\u9762\uff0c\u540c\u65f6\u8981\u589e\u52a0\u63a8\u7406\u7b97\u529b\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u7406\u60f3\u662f\u5982\u4f55\u5728Thor\u82af\u7247\u4e0a\u538b\u69a8\u51fa\u7ffb\u500d\u7b97\u529b\u7684\uff1f\u5c06\u7cbe\u5ea6\u4eceFP16\u964d\u81f3FP8\u751a\u81f3FP4\uff0c\u5982\u4f55\u505a\u5230\u6027\u80fd\u4e0d\u964d\u53cd\u5347\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u8a79\u951f\uff1a<\/span>\u6211\u4eec\u4ece\u53bb\u5e74\u5f00\u59cb\u7528Orin\u82af\u7247\u505a\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u901a\u8fc7\u9b54\u6539CUDA\u5e95\u5c42\u3001\u91cd\u5199PTX\u5e95\u5c42\u6307\u4ee4\u7b49\u65b9\u5f0f\u5b9e\u73b0\u3002\u7406\u60f3\u6c7d\u8f66\u8f85\u52a9\u9a7e\u9a76\u56e2\u961f\u7684\u5de5\u7a0b\u90e8\u7f72\u80fd\u529b\u662f\u4e00\u4ee5\u8d2f\u4e4b\u7684\uff0c\u4ece\u65e9\u671f\u5730\u5e73\u7ebfJ3\uff0c\u5230Orin\uff0c\u518d\u5230Thor\u82af\u7247\uff0c\u5f88\u591a\u6280\u5de7\u3001\u5206\u6790\u65b9\u6cd5\u548c\u5de5\u5177\u94fe\u90fd\u7ee7\u627f\u4e0b\u6765\u4e86\u3002<\/p>\n<p style=\"text-align: left\">\u5173\u952e\u662f\u6211\u4eec\u6253\u78e8\u7ec6\u8282\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u505a\u5e95\u5c42\u5206\u6790\u89e3\u51b3\u74f6\u9888\u3002VLA\u4ece\u6700\u521d\u63a8\u7406\u4e00\u5e27\u9700\u8981500-600\u6beb\u79d2\u5230\u6700\u540e\u5b9e\u73b010Hz\uff0c\u63d0\u5347\u4e86\u8fd110\u500d\u7684\u6548\u7387\u3002\u8fd9\u5176\u4e2d\u6709\u975e\u5e38\u591a\u7684\u7ec6\u8282\uff0c\u6bd4\u5982\u8c03\u6574\u7b97\u5b50\uff0c\u8ba9\u5b83\u548c\u82af\u7247\u80fd\u529b\u66f4\u5339\u914d\u3002\u5927\u5bb6\u5e38\u7528\u7684\u63a8\u7406\u6a21\u578b\u4f1a\u7528FP16\uff0c\u6211\u4eec\u628a\u5b83\u964d\u5230FP8\uff0c\u6027\u80fd\u505a\u4e86\u975e\u5e38\u5927\u7684\u63d0\u5347\uff0c\u672a\u6765\u8fd8\u4f1a\u7528FP4\u8fdb\u4e00\u6b65\u628a\u82af\u7247\u7b97\u529b\u538b\u69a8\u51fa\u6765\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u90ce\u54b8\u670b\uff1a<\/span>\u81ea\u7814\u82af\u7247\u7684\u6838\u5fc3\u539f\u56e0\u662f\u80fd\u9488\u5bf9\u81ea\u5df1\u7684\u7b97\u6cd5\u8fdb\u884c\u7279\u5b9a\u4f18\u5316\uff0c\u6027\u4ef7\u6bd4\u548c\u6548\u7387\u90fd\u4f1a\u5f88\u9ad8\u3002\u73b0\u5728\u4f9d\u7136\u4f7f\u7528Thor\u82af\u7247\uff0c\u662f\u56e0\u4e3a\u82f1\u4f1f\u8fbe\u5bf9\u65b0\u7b97\u5b50\u652f\u6301\u8f83\u597d\uff0c\u7b97\u529b\u4e5f\u6bd4\u8f83\u5145\u8db3\uff0c\u5728VLA\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u4f9d\u7136\u6709\u53d8\u5316\u7684\u53ef\u80fd\u6027\u3002\u5982\u679c\u672a\u6765\u7b97\u6cd5\u9501\u5b9a\uff0c\u4e3a\u4e86\u66f4\u597d\u7684\u6548\u7387\u548c\u6210\u672c\uff0c\u5927\u5bb6\u90fd\u4f1a\u8003\u8651\u81ea\u7814\u82af\u7247\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u5728\u8f66\u7aef\u90e8\u7f72VLA\u5927\u6a21\u578b\u65f6\uff0c\u7406\u60f3\u662f\u5426\u4f1a\u6709\u4e00\u4e9b\u8f7b\u91cf\u5316\u7684\u7248\u672c\uff1f\u5982\u4f55\u5728\u8fd9\u573a\u300c\u6027\u80fd\u300d\u4e0e\u300c\u6548\u7387\u300d\u7684\u535a\u5f08\u4e2d\u53d6\u5f97\u5e73\u8861\u7684\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u8a79\u951f\uff1a<\/span>\u5728\u90e8\u7f72\u65f6\u7684\u6548\u7387\u548c\u84b8\u998f\u4e0a\u6211\u4eec\u505a\u4e86\u975e\u5e38\u591a\u5e73\u8861\u3002\u67b6\u6784\u4e0a\uff0c\u6211\u4eec\u7684\u57fa\u5ea7\u6a21\u578b\u662f\u81ea\u7814\u76848&#215;0.4B\u7684MOE\u6a21\u578b\uff0c\u8fd9\u4e2a\u67b6\u6784\u975e\u5e38\u9002\u5408\u82f1\u4f1f\u8fbe\u82af\u7247\uff0c\u63a8\u7406\u901f\u5ea6\u5feb\u7684\u540c\u65f6\u6a21\u578b\u5bb9\u91cf\u5927\u3002<\/p>\n<p style=\"text-align: left\">\u4f18\u5316\u4e0a\uff0c\u6211\u4eec\u6700\u65e9\u8bad\u7ec3\u4e86\u4e00\u4e2a32B\u7684\u4e91\u7aef\u5927\u6a21\u578b\uff0c\u628a\u5b83\u505a\u51fa\u7684\u601d\u8003\u548c\u63a8\u7406\u6d41\u7a0b\u84b8\u998f\u52303.2B\u7684MoE\u6a21\u578b\u4e0a\u3002\u6211\u4eec\u4e5f\u9488\u5bf9Diffusion\u505a\u4e86\u5de5\u7a0b\u4f18\u5316\uff0c\u5e76\u4e0d\u662f\u76f4\u63a5\u4f7f\u7528\u6807\u51c6Diffusion\uff0c\u800c\u662f\u8fdb\u884c\u4e86\u63a8\u7406\u7684\u538b\u7f29\u3002\u4ee5\u524dDiffusion\u53ef\u80fd\u8981\u63a8\u740610\u6b65\uff0c\u6211\u4eec\u4f7f\u7528\u4e86flow matching\u6d41\u5339\u914d\u53ea\u9700\u8981\u63a8\u74062\u6b65\u5c31\u53ef\u4ee5\u4e86\uff0c\u8fd9\u65b9\u9762\u7684\u538b\u7f29\u4e5f\u662f\u5bfc\u81f4\u6211\u4eec\u771f\u6b63\u80fd\u591f\u90e8\u7f72VLA\u7684\u672c\u8d28\u539f\u56e0\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u9762\u5bf9\u672a\u6765\uff0c\u7406\u60f3\u4f1a\u8d70\u4e0a\u81ea\u7814\u667a\u9a7e\u82af\u7247\u7684\u9053\u8def\u5417\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u90ce\u54b8\u670b\uff1a<\/span>\u81ea\u7814\u82af\u7247\u7684\u6838\u5fc3\u539f\u56e0\u662f\u80fd\u9488\u5bf9\u81ea\u5df1\u7684\u7b97\u6cd5\u8fdb\u884c\u7279\u5b9a\u5730\u4f18\u5316\u5904\u7406\uff0c\u6027\u4ef7\u6bd4\u548c\u6548\u7387\u90fd\u4f1a\u5f88\u9ad8\u3002\u73b0\u5728\u6211\u4eec\u4f9d\u7136\u4f7f\u7528Thor\u82af\u7247\uff0c\u662f\u56e0\u4e3a\u82f1\u4f1f\u8fbe\u5bf9\u4e00\u4e9b\u65b0\u7684\u7b97\u5b50\u652f\u6301\u6bd4\u8f83\u597d\uff0c\u7b97\u529b\u4e5f\u6bd4\u8f83\u5145\u8db3\uff0c\u5728\u6574\u4f53VLA\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u4f9d\u7136\u6709\u53d8\u5316\u7684\u53ef\u80fd\u6027\u3002\u5982\u679c\u672a\u6765\u7b97\u6cd5\u9501\u5b9a\uff0c\u4e3a\u4e86\u66f4\u597d\u7684\u6548\u7387\u548c\u6210\u672c\uff0c\u5927\u5bb6\u90fd\u4f1a\u8003\u8651\u81ea\u7814\u82af\u7247\u7684\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u5728Orin\u4e0eThor\u4e24\u4e2a\u5e73\u53f0\uff0c\u7406\u60f3\u540e\u7eed\u7684VLA\u63a8\u9001\u4f1a\u300c\u4e00\u89c6\u540c\u4ec1\u300d\u5417\uff1f\u4e24\u4e2a\u5e73\u53f0\u7684\u80fd\u529b\u5dee\u8ddd\u4f55\u65f6\u4f1a\u663e\u73b0\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u90ce\u54b8\u670b\uff1a<\/span>\u6211\u4eecOrin X\u6216Thor\u5e73\u53f0\u90fd\u4f1a\u540c\u6b65\u63a8\u9001\u3002\u76ee\u524d\u6d4b\u8bd5\u6765\u770b\u5728\u80fd\u529b\u4e0a\u6ca1\u6709\u4efb\u4f55\u5dee\u5f02\uff0c\u5e27\u7387\u4e0a\u4e5f\u6ca1\u6709\u5dee\u5f02\uff0c\u90fd\u662f10\u5e27\u3002\u552f\u4e00\u7684\u5dee\u5f02\u53ef\u80fd\u662f\u5e95\u76d8\u4e0d\u540c\u5bfc\u81f4\u7684\u8212\u9002\u5ea6\u4f53\u9a8c\u5dee\u5f02\u3002<\/p>\n<p style=\"text-align: left\">\u540e\u7eed\u7684\u63a8\u9001\u8282\u594f\u4e5f\u662f\u540c\u6b65\u7684\u3002\u6211\u4eec\u73b0\u5728\u80af\u5b9a\u4e0d\u4f1a\u505a\u8fd9\u79cd\u5dee\u5f02\u5316\u3002\u4f46\u968f\u7740\u4e0b\u4e00\u6b65\u7684\u8fed\u4ee3\uff0c\u5982\u679c\u6211\u4eec\u5728INT4\u7684\u91cf\u5316\u4e0a\u6709\u4e00\u4e9b\u7a81\u7834\uff0c\u90a3\u65f6\u53ef\u80fd\u4f1a\u6709\u4e00\u5b9a\u5dee\u5f02\uff0c\u4f46\u73b0\u5728\u8c08\u8fd9\u4e2a\u8fd8\u4e3a\u65f6\u5c1a\u65e9\u3002<\/p>\n<h3 style=\"text-align: left\"><span style=\"font-weight: bold\">\u4eff\u771f\uff0c\u4f55\u4ee5\u6210\u4e3a\u7406\u60f3\u7684\u300c\u6740\u624b\u950f\u300d\uff1f<\/span><\/h3>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u9762\u5bf9\u300c\u5b89\u5168\u3001\u8212\u9002\u3001\u6548\u7387\u300d\u7684\u300c\u4e0d\u53ef\u80fd\u4e09\u89d2\u300d\uff0c\u73b0\u9636\u6bb5\u7684VLA\uff0c\u505a\u51fa\u4e86\u600e\u6837\u7684\u53d6\u820d\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u90ce\u54b8\u670b\uff1a<\/span>\u6211\u4eec\u7684\u6570\u636e\u663e\u793a\uff0c\u7406\u60f3\u8f66\u4e3b\u7684\u4eba\u9a7e\u6570\u636e\u662f\u7ea660\u4e07\u516c\u91cc\u51fa\u4e00\u6b21\u4e8b\u6545\uff0c\u800c\u4f7f\u7528\u8f85\u52a9\u9a7e\u9a76\u529f\u80fd\u662f350\u5230400\u4e07\u516c\u91cc\u53d1\u751f\u4e00\u6b21\u4e8b\u6545\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u5c06\u8f85\u52a9\u9a7e\u9a76\u7684MPA\uff08\u6bcf\u4e24\u6b21\u4e8b\u6545\u95f4\u7684\u5e73\u5747\u91cc\u7a0b\uff09\u63d0\u5347\u5230\u4eba\u7c7b\u9a7e\u9a76\u768410\u500d\u3002<\/p>\n<p style=\"text-align: left\">\u5728\u4e0d\u53ef\u80fd\u4e09\u89d2\u4e2d\uff0c\u6211\u4eec\u7684\u6392\u5e8f\u662f\u5b89\u5168\u3001\u8212\u9002\uff0c\u6700\u540e\u662f\u6548\u7387\u3002\u5b89\u5168\u7531MPA\u6307\u6807\u8861\u91cf\uff0c\u662f\u6700\u9ad8\u4f18\u5148\u7ea7\uff1b\u8212\u9002\u662f\u5728\u4fdd\u969c\u5b89\u5168\u7684\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u901a\u8fc7\u4f18\u5316MPI\uff08\u6bcf\u4e24\u6b21\u4eba\u5de5\u5e72\u9884\u95f4\u7684\u5e73\u5747\u91cc\u7a0b\uff09\u6765\u91cd\u70b9\u63d0\u5347\u8212\u9002\u5ea6\uff0c\u51cf\u5c11\u56e0\u6025\u5239\u3001\u91cd\u5239\u7b49\u4e0d\u4f73\u4f53\u9a8c\u5bfc\u81f4\u7684\u63a5\u7ba1\uff1b\u6548\u7387\u6392\u5728\u5b89\u5168\u548c\u8212\u9002\u4e4b\u540e\u3002\u4f8b\u5982\uff0c\u5373\u4fbf\u8d70\u9519\u8def\uff0c\u6211\u4eec\u4e5f\u4e0d\u4f1a\u901a\u8fc7\u5371\u9669\u7684\u52a8\u4f5c\u7acb\u523b\u7ea0\u6b63\uff0c\u800c\u662f\u5728\u4fdd\u8bc1\u5b89\u5168\u548c\u8212\u9002\u7684\u57fa\u7840\u4e0a\u53bb\u8ffd\u6c42\u6548\u7387\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u7406\u60f3\u4e3a\u4f55\u6562\u5927\u5e45\u51cf\u5c11\u5b9e\u8f66\u6d4b\u8bd5\uff0c\u5e76\u65ad\u8a00\u4eff\u771f\u6d4b\u8bd5\u6548\u679c\u66f4\u597d\uff1f\u8fd9\u80cc\u540e\u7684\u5e95\u6c14\u662f\u4ec0\u4e48\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u90ce\u54b8\u670b\uff1a<\/span>\u6211\u4eec\u8ba4\u4e3a\u5b9e\u8f66\u6d4b\u8bd5\u6709\u5f88\u591a\u95ee\u9898\uff0c\u6210\u672c\u662f\u5176\u4e2d\u4e00\u65b9\u9762\uff0c\u6700\u4e3b\u8981\u7684\u662f\u6211\u4eec\u5728\u6d4b\u8bd5\u9a8c\u8bc1\u4e00\u4e9b\u573a\u666f\u65f6\u4e0d\u53ef\u80fd\u5b8c\u5168\u590d\u73b0\u53d1\u751f\u95ee\u9898\u65f6\u7684\u573a\u666f\u3002\u540c\u65f6\uff0c\u5b9e\u8f66\u6d4b\u8bd5\u7684\u6548\u7387\u592a\u4f4e\u4e86\uff0c\u5728\u5b9e\u8f66\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u8981\u5f00\u8fc7\u53bb\u4e4b\u540e\u518d\u590d\u6d4b\u56de\u6765\uff0c\u6211\u4eec\u73b0\u5728\u7684\u4eff\u771f\u6548\u679c\u5b8c\u5168\u53ef\u4ee5\u5ab2\u7f8e\u5b9e\u8f66\u6d4b\u8bd5\uff0c\u73b0\u5728\u7684\u8d85\u7ea7\u7248\u672c\u548c\u7406\u60f3i8\u7684VLA\u7248\u672c\u4e2d90%\u4ee5\u4e0a\u7684\u6d4b\u8bd5\u90fd\u662f\u4eff\u771f\u6d4b\u8bd5\u3002<\/p>\n<p style=\"text-align: left\">\u4ece\u53bb\u5e74\u7aef\u5230\u7aef\u7248\u672c\u6211\u4eec\u5c31\u5df2\u7ecf\u5f00\u59cb\u8fdb\u884c\u4eff\u771f\u6d4b\u8bd5\u7684\u9a8c\u8bc1\uff0c\u76ee\u524d\u6211\u4eec\u8ba4\u4e3a\u5b83\u7684\u53ef\u9760\u6027\u548c\u6709\u6548\u6027\u90fd\u5f88\u9ad8\uff0c\u6240\u4ee5\u6211\u4eec\u4ee5\u6b64\u66ff\u4ee3\u4e86\u5b9e\u8f66\u6d4b\u8bd5\u3002\u4f46\u4ecd\u6709\u4e00\u4e9b\u6d4b\u8bd5\u662f\u65e0\u6cd5\u66ff\u4ee3\u7684\uff0c\u6bd4\u5982\u786c\u4ef6\u8010\u4e45\u6d4b\u8bd5\uff0c\u4f46\u548c\u6027\u80fd\u76f8\u5173\u7684\u6d4b\u8bd5\u6211\u4eec\u57fa\u672c\u4e0a\u4f1a\u4f7f\u7528\u4eff\u771f\u6d4b\u8bd5\u66ff\u4ee3\uff0c\u6548\u679c\u4e5f\u975e\u5e38\u597d\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u4eff\u771f\u4e16\u754c\u5982\u4f55\u505a\u5230\u590d\u523b\u771f\u5b9e\u7269\u7406\u4e16\u754c\uff1f\u7406\u60f3\u7684\u300c\u6740\u624b\u950f\u300d\u662f\u4ec0\u4e48\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u6e5b\u9038\u98de\uff1a<\/span>\u6211\u4eec\u57282024\u5e74\u8fdb\u884c\u4e86150\u591a\u4e07\u516c\u91cc\u5b9e\u8f66\u6d4b\u8bd5\uff0c\u6765\u9a8c\u8bc1\u4eff\u771f\u73af\u5883\u7684\u53ef\u9760\u6027\u3002<\/p>\n<p style=\"text-align: left\">\u6700\u521d\u4e16\u754c\u6a21\u578b\u4eff\u771f\u7684\u771f\u5b9e\u6027\u786e\u5b9e\u5b58\u5728\u95ee\u9898\uff0c\u4f46\u6211\u4eec\u901a\u8fc7\u4e0e\u5b9e\u8f66\u6d4b\u8bd5\u6570\u636e\u5bf9\u6bd4\uff0c\u5728\u8fc7\u53bb\u4e00\u5e74\u91cc\u9488\u5bf9\u4eff\u771f\u6d4b\u8bd5\u4e2d\u7684\u6f0f\u6d1e\u6216\u7f3a\u9677\u8fdb\u884c\u4e86\u5927\u91cf\u5de5\u7a0b\u548c\u7b97\u6cd5\u4f18\u5316\uff0c\u8ba9\u4eff\u771f\u4e00\u81f4\u6027\u8fbe\u5230\u4e86\u975e\u5e38\u9ad8\u7684\u7a0b\u5ea6\u3002\u867d\u7136\u6ca1\u6709\u8fbe\u5230100%\uff0c\u4f46\u51c6\u786e\u7387\u4e5f\u53ef\u4ee5\u572899.9%\u4ee5\u4e0a\u3002<\/p>\n<p style=\"text-align: left\">\u4f8b\u5982\uff0c\u6211\u4eec\u9488\u5bf9\u4eff\u771f\u73af\u5883\u4e2d\u300c200\u7c73\u5916\u770b\u4e0d\u6e05\u7ea2\u7eff\u706f\u300d\u7684\u95ee\u9898\uff0c\u5bf9\u7ea2\u7eff\u706f\u7684\u89c6\u91ce\u6a21\u578b\u548c\u76f8\u673a\u5206\u8fa8\u7387\u4eff\u771f\u8fdb\u884c\u4e86\u5927\u91cf\u4f18\u5316\u3002\u6b63\u662f\u7528\u8fc7\u53bb\u4e00\u5e74\u7684\u65f6\u95f4\u5c06\u4eff\u771f\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u63d0\u5347\u5230\u4e86\u5f88\u597d\u7684\u7a0b\u5ea6\uff0c\u6211\u4eec\u624d\u4f1a\u653e\u5fc3\u5730\u53bb\u4f7f\u7528\u8fd9\u5957\u7cfb\u7edf\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u5728\u4eff\u771f\u8bad\u7ec3\u4e2d\uff0c\u5982\u4f55\u5224\u5b9a\u4e00\u4e2a\u573a\u666f\u7684\u8bad\u7ec3\u5df2\u7ecf\u300c\u6bd5\u4e1a\u300d\uff1f\u4ece\u300c\u5b9e\u4e60\u53f8\u673a\u300d\u5230\u300c\u8001\u53f8\u673a\u300d\u7684\u8fdb\u5316\u9700\u8981\u591a\u4e45\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u6e5b\u9038\u98de\uff1a<\/span>\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u4e2a\u5faa\u73af\u4ea4\u66ff\u7684\u8fc7\u7a0b\u3002\u6bcf\u4e00\u8f6e\u4eff\u771f\uff0c\u6211\u4eec\u4f1a\u7ed9\u5b83\u4e00\u4e2a\u6253\u5206\uff08reward\uff09\uff0c\u8fd9\u4e2areward\u4f1a\u53cd\u5411\u6539\u53d8\u6a21\u578b\u53c2\u6570\uff0c\u7136\u540e\u6211\u4eec\u518d\u62ff\u5b83\u53bb\u4eff\u771f\uff0c\u4ea7\u751f\u65b0\u884c\u4e3a\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u662f\u77ac\u95f4\u5b8c\u6210\u7684\uff0c\u4e5f\u6ca1\u6709\u56fa\u5b9a\u65f6\u957f\uff0c\u4e3b\u8981\u548c\u573a\u666f\u7684\u96be\u5ea6\u76f8\u5173\u3002\u76f4\u5230\u5b83\u901a\u8fc7\u4e86\u6211\u4eec\u5728\u4eff\u771f\u73af\u5883\u91cc\u7684\u6240\u6709metrics\uff0c\u6211\u4eec\u624d\u5224\u65ad\u8fd9\u4e2a\u573a\u666f\u7684\u8bad\u7ec3\u5b8c\u6210\u4e86\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a\u5982\u679c\u6ee1\u5206\u662f100\u5206\uff0c\u60a8\u4f1a\u7ed9\u4eca\u5929\u6211\u4eec\u4f53\u9a8c\u7684VLA\u7248\u672c\u6253\u591a\u5c11\u5206\uff1f\u8981\u8fbe\u5230\u600e\u6837\u7684\u6807\u51c6\u624d\u80fd\u8ba9\u60a8\u5b89\u5fc3\u5730\u5c06\u5b83\u63a8\u5411\u5e02\u573a\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u90ce\u54b8\u670b\uff1a<\/span>\u6211\u4eec\u5185\u90e8\u6709\u81ea\u5df1\u7684\u8bc4\u5206\u673a\u5236\u3002\u5927\u5bb6\u8bd5\u9a7e\u7684\u8fd9\u7248VLA\uff0c\u5185\u90e8\u6253\u5206\u5df2\u7ecf\u5168\u9762\u8d85\u8d8a\u4e86\u6211\u4eec\u6700\u540e\u4e00\u4e2a\u7aef\u5230\u7aef\u7248\u672cOTA7.5\uff0c\u4f46\u5728\u4e00\u4e9b\u5c0f\u7684\u5206\u6570\u4e0a\u53ef\u80fd\u8fd8\u6709\u6ce2\u52a8\u3002<\/p>\n<p style=\"text-align: left\">\u5728\u771f\u6b63\u63a8\u9001\u7ed9\u7528\u6237\u4e4b\u524d\uff0c\u6211\u4eec\u4f1a\u505a\u5230\u4e00\u4e2a\u660e\u663e\u7684\u6548\u679c\u63d0\u5347\u3002\u5927\u5bb6\u4f53\u9a8c\u7684\u4e3b\u8981\u662f\u6211\u4eec\u5728\u8212\u9002\u5ea6\u4e0a\u7684\u4e00\u4e9b\u63d0\u5347\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u4f1a\u5728\u300c\u5b89\u5168\u3001\u5408\u89c4\u3001\u5bfc\u822a\u3001\u6548\u7387\u300d\u7b49\u7ef4\u5ea6\u4e0a\u90fd\u4f1a\u6709\u8f83\u5927\u5e45\u5ea6\u7684\u63d0\u5347\u3002<\/p>\n<p style=\"text-align: left\">\u6211\u4eec\u7684\u76ee\u6807\u662f\uff0c\u8ba9\u719f\u6089\u6211\u4eec\u8f66\u7684\u7528\u6237\u4e00\u4e0a\u8f66\u5c31\u4f1a\u6709\u975e\u5e38\u5927\u7684\u4f53\u9a8c\u63d0\u5347\uff1b\u8ba9\u6ca1\u7528\u8fc7\u8f85\u52a9\u9a7e\u9a76\u7684\u4eba\uff0c\u5728\u4f7f\u7528\u65f6\u4e5f\u4f1a\u6709\u5f88\u5f3a\u7684\u5b89\u5168\u611f\u3001\u5b89\u5fc3\u611f\u548c\u8212\u9002\u5ea6\u3002<\/p>\n<h3 style=\"text-align: left\"><span style=\"font-weight: bold\">Scaling Law\u4fe1\u4ef0\uff0c\u8ba9\u7406\u60f3\u6210\u4e3a\u7406\u60f3<\/span><\/h3>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">Q\uff1a<\/span>\u60a8\u5982\u4f55\u5224\u65ad\u8f85\u52a9\u9a7e\u9a76\u7684\u5546\u4e1a\u5316\u843d\u5730\u65f6\u95f4\u8868\uff1f\u7406\u60f3\u7684\u53d8\u73b0\u4e4b\u8def\u5c06\u5982\u4f55\u94fa\u5f00\uff1f<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: 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