{"id":40279,"date":"2025-05-01T01:02:54","date_gmt":"2025-04-30T17:02:54","guid":{"rendered":"https:\/\/17aitech.com\/?p=40279"},"modified":"2025-05-01T01:02:54","modified_gmt":"2025-04-30T17:02:54","slug":"%e5%8d%83%e5%af%bb%e6%99%ba%e8%83%bd%e8%a7%a3%e6%b5%9a%e6%ba%90%ef%bc%9a%e5%85%b7%e8%ba%ab%e6%99%ba%e8%83%bd%e7%9a%84-scaling-law-%e5%b7%b2%e8%b7%a8%e8%bf%87%e8%b5%b7%e8%b7%91%e7%ba%bf%e4%b8%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40279","title":{"rendered":"\u5343\u5bfb\u667a\u80fd\u89e3\u6d5a\u6e90\uff1a\u5177\u8eab\u667a\u80fd\u7684 Scaling Law \u5df2\u8de8\u8fc7\u8d77\u8dd1\u7ebf\u4e28\u5177\u8eab\u5148\u950b\u5341\u4eba\u8c08"},"content":{"rendered":"<p>\u4f5c\u8005 | \u8d56\u6587\u6615<\/p>\n<p>\u7f16\u8f91 | \u9648\u5f69\u5a34<\/p>\n<p><\/p>\n<p>\u4e0d\u4e45\u524d\uff0c\u9996\u5c4a\u201c\u4eba\u5f62\u673a\u5668\u4eba\u534a\u7a0b\u9a6c\u62c9\u677e\u201d\u5728\u5317\u4eac\u4ea6\u5e84\u4e3e\u529e\uff0c\u4e3a\u672c\u5c31\u70ed\u5ea6\u6ee1\u6ee1\u7684\u5177\u8eab\u667a\u80fd\u884c\u4e1a\u518d\u6dfb\u4e86\u4e00\u628a\u706b\u3002<\/p>\n<p>\u4e00\u5171 20 \u652f\u961f\u4f0d\u7ec4\u6210\u7684\u201c\u94a2\u94c1\u751f\u547d\u7ade\u8d5b\u201d\uff0c\u8ba9\u6b64\u524d\u96c6\u4e2d\u5728\u5b9e\u9a8c\u5ba4 demo \u9636\u6bb5\u7684\u4eba\u5f62\u673a\u5668\u4eba\u4eec\uff0c\u8dd1\u5230\u771f\u5b9e\u573a\u666f\u4e2d\u63a5\u53d7\u8bd5\u70bc\uff0c\u6700\u7ec8\u5171\u6709 6 \u652f\u961f\u4f0d\u5b8c\u8d5b\uff0c\u5b8c\u8d5b\u7387\u4e3a 30%\u3002<\/p>\n<p>\u8d28\u7591\u968f\u7740\u638c\u58f0\u7eb7\u6773\u800c\u81f3\uff1a\u5177\u8eab\u667a\u80fd\u771f\u7684\u4e0d\u662f\u6ce1\u6cab\u5417\uff1f<\/p>\n<p>\u5bf9\u6b64\uff0c\u5343\u5bfb\u667a\u80fd\u5177\u8eab\u667a\u80fd\u90e8\u8d1f\u8d23\u4eba\u89e3\u6d5a\u6e90\u8868\u8fbe\u4e86\u81ea\u5df1\u5bf9\u201c\u5177\u8eab\u667a\u80fd Scaling Law\u201d\u7684\u770b\u6cd5\u3002<\/p>\n<p>\u201c\u5bf9\u4e8e\u673a\u5668\u4eba\u6765\u8bf4\uff0c\u73b0\u5728\u7684\u89c4\u6a21\u4ecd\u5904\u4e8e Scaling Law \u91cc\u975e\u5e38\u65e9\u671f\u7684\u72b6\u6001\u3002\u201d\u89e3\u6d5a\u6e90\u89e3\u91ca\u9053\uff0c\u201c\u5c3d\u7ba1\u8d5b\u9053\u706b\u70ed\uff0c\u4f46\u76f8\u8f83\u4e8e\u5927\u6a21\u578b\u516c\u53f8\u6765\u8bf4\uff0c\u5927\u5bb6\u7684\u89c4\u6a21\u548c\u4f30\u503c\u90fd\u8fd8\u8f83\u4f4e\uff0c\u73b0\u5728\u5236\u7ea6\u5177\u8eab\u667a\u80fd\u9886\u57df\u7684\u4e0d\u662f\u7b97\u529b\u548c\u8d44\u672c\u7684\u6295\u5165\uff0c\u800c\u662f\u786c\u4ef6\u8fed\u4ee3\u7684\u5ba2\u89c2\u5468\u671f\uff0c\u5373\u505a\u91cf\u4ea7\u53ef\u9760\u7684\u673a\u5668\u4eba\u3001\u7ba1\u7406\u5927\u89c4\u6a21\u6570\u636e\u91c7\u96c6\u5de5\u5382\u6240\u9700\u7684\u65f6\u95f4\u3002\u8fd9\u662f\u4e00\u4e2a\u5236\u9020\u4e1a\u7684\u95ee\u9898\uff0c\u6bd4\u8f6f\u4ef6\u6162\u4e00\u4e9b\uff0c\u4f46\u76f8\u4fe1\u5728\u4e2d\u56fd\u5f3a\u5927\u7684\u4f9b\u5e94\u94fe\u4f53\u7cfb\u7684\u652f\u6491\u4e0b\uff0c\u6211\u4eec\u6bcf\u5e74\u90fd\u80fd\u4e0a\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002\u201d<\/p>\n<p>\u5c31\u5728\u4e0a\u4e2a\u6708\uff0c\u89e3\u6d5a\u6e90\u5728\u670b\u53cb\u5708\u6b63\u5f0f\u5ba3\u5e03\u4e86\u81ea\u5df1\u52a0\u5165\u5177\u8eab\u667a\u80fd\u521b\u4e1a\u516c\u53f8\u5343\u5bfb\u667a\u80fd\uff0c\u5168\u9762\u8d1f\u8d23\u5177\u8eab\u5927\u6a21\u578b\u7684\u7814\u53d1\u3002<\/p>\n<p>\u6b64\u524d\uff0c\u89e3\u6d5a\u6e90\u5728\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u548c\u7cfb\u7edf\u94bb\u7814\u5341\u4f59\u5e74\uff0c\u66fe\u4efb\u4e9a\u9a6c\u900a\u8d44\u6df1\u79d1\u5b66\u5bb6\uff0c\u5728\u660e\u661f\u90e8\u95e8 AWS \u8d1f\u8d23\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u548c\u7cfb\u7edf\u7814\u53d1\uff0c\u662f\u5f00\u6e90\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6 MXNet \u7684\u4e3b\u8981\u5f00\u53d1\u8005\u548c\u7ef4\u62a4\u8005\u4e4b\u4e00\uff1b2019 \u5e74\u53c8\u52a0\u5165\u5b57\u8282\u8df3\u52a8\u7684\u5e94\u7528\u673a\u5668\u5b66\u4e60\uff08AML\uff09\u90e8\u95e8\u4efb AI \u9ad8\u7ea7\u4e13\u5bb6\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a089533fa5766544e90e4516039ea3a8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a089533fa5766544e90e4516039ea3a8.png\"><\/a><\/p>\n<p>\u4f5c\u4e3a\u5177\u8eab\u667a\u80fd\u9886\u57df\u7684\u8de8\u754c\u4eba\u624d\uff0c\u8fd9\u5176\u5b9e\u5e76\u4e0d\u662f\u89e3\u6d5a\u6e90\u7684\u7b2c\u4e00\u6b21\u201c\u7834\u683c\u5c1d\u8bd5\u201d\u3002<\/p>\n<p>\u89e3\u6d5a\u6e90\u672c\u79d1\u5c31\u8bfb\u4e8e\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u7684\u8ba1\u7b97\u673a\u7cfb\uff0c\u5728\u5927\u4e09\u90a3\u5e74\u5c31\u4ee5\u4e00\u4f5c\u7684\u8eab\u4efd\u5728\u9876\u4f1a NeurIPS \u4e0a\u53d1\u8868\u5de5\u4f5c\uff0c\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5bf9\u56fe\u50cf\u53bb\u566a\u4e0e\u4fee\u590d\uff0c\u8bba\u6587\u5f15\u7528\u91cf\u81f3\u4eca\u5df2\u8d85 1.9k\u3002<\/p>\n<p>2013 \u5e74\uff0c\u89e3\u6d5a\u6e90\u672c\u79d1\u6bd5\u4e1a\u540e\u8d74\u7f8e\u6df1\u9020\uff0c\u5728\u534e\u76db\u987f\u5927\u5b66\u8bfb\u535a\uff0c\u5148\u662f\u505a\u4e86\u4e00\u5e74\u5de6\u53f3\u504f\u7406\u8bba\u7684\u7814\u7a76\u3002\u4ed6\u53d1\u73b0\u81ea\u5df1\u5bf9\u504f\u5e94\u7528\u7684\u5de5\u4f5c\u66f4\u611f\u5174\u8da3\uff0c\u4fbf\u4e3b\u52a8\u627e\u5230\u4e86\u73b0\u827e\u4f26\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\uff08AI2\uff09\u7684 CEO Ali Farhadi\uff0c\u63d0\u51fa\u505a\u4e0e\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u5e94\u7528\u76f8\u5173\u7684\u7814\u7a76\uff0c\u968f\u540e\u53c8\u540c\u5728 Meta FAIR \u4efb\u804c\u5e76\u63d0\u51fa\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5 R-CNN \u7cfb\u5217\u7684 Ross Girshick \u5408\u4f5c\u3002<\/p>\n<p>\u51fa\u4e8e\u4e2a\u4eba\u5174\u8da3\u548c\u7814\u7a76\u9700\u8981\uff0c\u89e3\u6d5a\u6e90\u5f00\u59cb\u4e86\u5bf9\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7684\u63a2\u7d22\uff0c\u56e0\u8ba4\u4e3a\u76f8\u5bf9\u6210\u719f\u7684\u6846\u67b6 Theano \u548c Caffe \u4e0d\u592a\u597d\u7528\uff0c\u4fbf\u8bd5\u7740\u81ea\u5df1\u5199\u6846\u67b6\uff0c\u4f46\u4ecd\u89c9\u5f97\u6240\u642d\u5efa\u7684\u6846\u67b6\u6bd4\u8f83\u7c97\u7cd9\u3001\u4e0d\u591f\u7075\u6d3b\u3002<\/p>\n<p>2015 \u5e74\u4e2d\uff0c\u5c31\u5728\u8c37\u6b4c\u5927\u8111\u56e2\u961f\u53d1\u5e03 TensorFlow \u7684\u51e0\u4e2a\u6708\u524d\uff0c\u89e3\u6d5a\u6e90\u6536\u5230\u4e86\u540c\u5c4a\u597d\u53cb\u9648\u5929\u5947\u63a8\u8350\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6 \u00a0MXNet \u7684 demo\uff0c\u5f00\u59cb\u8bd5\u7528\u4e86\u8d77\u6765\uff0c\u4e00\u8fb9\u5728\u81ea\u5df1\u7684\u7814\u7a76\u4e2d\u4f7f\u7528\uff0c\u4e00\u8fb9\u5bf9\u5176\u4f5c\u51fa\u6539\u8fdb\u3002<\/p>\n<p>MXNet \u7531\u4e09\u4e2a\u5f00\u6e90\u9879\u76ee\u5408\u5e76\u800c\u6210\uff0c\u5206\u522b\u662f\u9648\u5929\u5947\u7684 CXXNet\u3001\u5f20\u94ee\u53ca\u5176\u5b66\u751f\u738b\u654f\u6377\u7275\u5934\u7684 Minerva \u548c\u989c\u6c34\u6210\u5b66\u751f\u6797\u654f\u7275\u5934\u7684 purine2\u3002\u540c\u65f6\u53c2\u4e0e CXXNet \u548c Minerva \u7684\u674e\u6c90\u610f\u8bc6\u5230\u4e24\u4e2a\u9879\u76ee\u80fd\u5408\u5e76\u8d77\u6765\u53d6\u957f\u8865\u77ed\uff0c\u4fbf\u6709\u4e86 MXNet\uff08\u610f\u4e3a mixed-net\uff09\u7684\u96cf\u5f62\uff0c\u5728 purine2 \u52a0\u5165\u540e\u4e8e 2015 \u5e74\u5e74\u5e95\u6b63\u5f0f\u5f00\u6e90\u3002<\/p>\n<p>2016 \u5e74\u5e95\uff0c\u4e9a\u9a6c\u900a\u5ba3\u5e03\u5c06 MXNet \u9009\u4e3a\u516c\u53f8\u6700\u4e3b\u8981\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5e76\u4e3a\u751f\u6001\u7cfb\u7edf\u7684\u5f00\u53d1\u63d0\u4f9b\u8f6f\u4ef6\u4ee3\u7801\u3001\u6587\u6863\u548c\u6295\u8d44\u3002\u6b21\u5e74\u521d\uff0c\u4e00\u76f4\u5728\u4e3a MXNet \u505a\u67b6\u6784\u7684\u89e3\u6d5a\u6e90\u52a0\u5165\u4e9a\u9a6c\u900a AWS\uff0c\u7ee7\u7eed\u505a MXNet \u76f8\u5173\u7684\u7b97\u6cd5\u548c\u7cfb\u7edf\u7814\u53d1\u3002<\/p>\n<p>2019 \u5e74\uff0c\u89e3\u6d5a\u6e90\u56de\u56fd\u52a0\u5165\u5b57\u8282\u8df3\u52a8\u7684\u5e94\u7528\u673a\u5668\u5b66\u4e60\uff08AML\uff09\u90e8\u95e8\uff0c\u5148\u540e\u8d1f\u8d23\u4f18\u5316\u63a8\u8350\u7cfb\u7edf\u3001\u642d\u5efa\u8054\u90a6\u5b66\u4e60\u5e73\u53f0\u3001AI \u82af\u7247\u4ee5\u53ca\u5927\u6a21\u578b\u7684 ToB \u4e1a\u52a1\u3002<\/p>\n<p>\u4eca\u5e74\uff0c\u89e3\u6d5a\u6e90\u53c8\u518d\u5ea6\u201c\u8f6c\u884c\u201d\uff0c\u8de8\u5165\u4e86\u5177\u8eab\u667a\u80fd\u8d5b\u9053\uff0c\u6210\u4e3a\u4e86\u5343\u5bfb\u667a\u80fd\u7684\u5177\u8eab\u667a\u80fd\u90e8\u8d1f\u8d23\u4eba\uff0c\u4ed6\u8868\u793a\uff0c\u201c\u673a\u5668\u4eba\u5feb\u901f\u53d1\u5c55\u7206\u53d1\u7684\u65f6\u523b\u5373\u5c06\u6765\u4e34\uff0c\u6211\u4e0d\u60f3\u9519\u5931\u8fd9\u4e2a\u673a\u4f1a\u3002\u201d<\/p>\n<p>\u4ee5\u4e0b\u662f AI \u79d1\u6280\u8bc4\u8bba\u4e0e\u89e3\u6d5a\u6e90\u7684\u5bf9\u8bdd\u3002<\/p>\n<p><\/p>\n<p class=\"heading-3 ace-line old-record-id-T3rEdffZ7ozf8ExEKBVcprs5nbg\" style=\"text-align: center\"><strong>\u8de8\u754c\u5165\u5c40\u5177\u8eab\u667a\u80fd<\/strong><\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u52a0\u5165\u5343\u5bfb\u5df2\u7ecf\u4e0d\u662f\u60a8\u7684\u7b2c\u4e00\u6b21\u201c\u8f6c\u884c\u201d\uff0c\u53ef\u4ee5\u5206\u4eab\u4e00\u4e0b\u60a8\u7684\u8de8\u754c\u7ecf\u5386\u5417\uff1f<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u6211\u535a\u58eb\u8bfb\u7684\u662f CV \u7b97\u6cd5\u65b9\u5411\uff0c\u4f46\u4e00\u76f4\u5bf9\u5199\u4ee3\u7801\u3001\u505a\u5de5\u7a0b\u5f88\u611f\u5174\u8da3\uff0c\u63a5\u89e6 MXNet \u540e\u5148\u662f\u81ea\u5df1\u8fb9\u7528\u8fb9\u6539\uff0c\u63a5\u7740\u6162\u6162\u4ece\u81ea\u5df1\u8d21\u732e\u5230\u5f00\u59cb\u56de\u522b\u4eba\u7684\u95ee\u9898\u3001\u505a Code Review\uff0c\u540e\u6765\u6162\u6162\u5730\u5f00\u59cb\u505a\u6574\u4f53\u7684\u67b6\u6784\u3002<\/p>\n<p>\u5728\u8fd9\u8fc7\u7a0b\u4e2d\u6211\u5199\u4e86\u8d8a\u6765\u8d8a\u591a\u4e0e\u81ea\u5df1\u7814\u7a76\u65e0\u5173\u7684\u4ee3\u7801\uff0c\u6478\u7d22\u51fa\u81ea\u5df1\u7684\u5174\u8da3\u6240\u5728\u3002\u968f\u7740 MXNet \u88ab\u4e9a\u9a6c\u900a\u91c7\u7528\u3001\u674e\u6c90\u6bd5\u4e1a\u540e\u4e5f\u53bb\u4e86\u4e9a\u9a6c\u900a\uff0c\u6211\u89c9\u5f97\u81ea\u5df1\u7ee7\u7eed\u505a\u7814\u7a76\u6ca1\u6709\u6bd4\u505a\u6846\u67b6\u548c\u5de5\u7a0b\u6709\u610f\u601d\uff0c\u6240\u4ee5\u5c31\u5728\u535a\u4e09\u4f11\u5b66\u4e86\uff0c\u53bb\u4e9a\u9a6c\u900a\u505a MXNet \u7684\u67b6\u6784\u5e08\u3002<\/p>\n<p>\u5728\u4e9a\u9a6c\u900a\u7684\u5de5\u4f5c\u57fa\u672c\u4e0a\u56f4\u7ed5 MXNet \u5c55\u5f00\u3002\u6bd4\u5982\u63a8\u5e7f\u6846\u67b6\u9700\u8981 SOTA \u6a21\u578b\u548c Model Zoo\uff0c\u4e3a\u4e86\u7ed9 MXNet \u505a\u4e00\u4e2a\u6700\u597d CV \u65b9\u5411\u7684\u6a21\u578b\uff0c\u5f53\u65f6\u56e2\u961f\u6574\u7406\u4e86\u5df2\u6709\u6587\u732e\u8d44\u6599\u91cc\u7684\u6280\u5de7\uff08trick\uff09\uff0c\u628a\u6240\u6709 trick \u6574\u5408\u8d77\u6765\u53d1\u73b0\uff0c\u6bcf\u53e0\u52a0\u4e00\u4e2a\uff0c\u6548\u679c\u53ef\u4ee5\u5f80\u4e0a\u6da8\uff0c\u6700\u540e\u505a\u4e86\u6548\u679c\u6700\u597d\u7684 ResNet-50\uff0c\u53d1\u4e86\u201cBag of Tricks\u201d\u5de5\u4f5c\u3002<\/p>\n<p>\u540e\u6765\u4e00\u4f4d\u5728\u5b57\u8282\u7684\u5e08\u5144\u4ecb\u7ecd\u6211\u548c\u521a\u53bb\u5b57\u8282\u8d1f\u8d23\u63a8\u8350\u7cfb\u7edf\u7684\u5218\u5c0f\u5175\u8ba4\u8bc6\uff0c\u6211\u4eec\u804a\u5f97\u5f88\u6295\u7f18\uff0c\u540e\u9762\u5c31\u51b3\u5b9a\u52a0\u5165\u5b57\u8282\u3002\u4e00\u5f00\u59cb\u8fd8\u5728\u5b57\u8282\u7f8e\u56fd\uff0c\u540e\u6765\u53d1\u73b0\u4e1a\u52a1\u6838\u5fc3\u5728\u56fd\u5185\uff0c\u6211\u5c31\u5728 2019 \u5e74\u56de\u56fd\uff0c\u5728 AML \u7ec4\u505a\u63a8\u8350\u7cfb\u7edf\u7684\u4f18\u5316\u3002<\/p>\n<p>\u63a5\u7740\u6211\u505a\u4e86\u8054\u90a6\u5b66\u4e60\u5e73\u53f0\uff0c\u65e8\u5728\u89e3\u51b3\u5e7f\u544a\u4e3b\u5728\u6296\u97f3\u6295\u653e\u5e7f\u544a\u65f6\u56e0\u7ade\u4e89\u4ea7\u751f\u7684\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u987e\u8651\uff0c\u901a\u8fc7\u8054\u90a6\u5b66\u4e60\u5b9e\u73b0\u8de8\u5e73\u53f0\u5408\u4f5c\u4f18\u5316\u5e7f\u544a\u6295\u653e\u6548\u679c\uff0c\u540c\u65f6\u907f\u514d\u76f4\u63a5\u6570\u636e\u5171\u4eab\u3002\u540e\u6765\u8fd8\u505a\u8fc7\u65b0\u786c\u4ef6\u9879\u76ee\uff0c\u662f\u5173\u4e8e\u975e\u82f1\u4f1f\u8fbe\u7684 GPU \u52a0\u901f\u5361\u7684\u8c03\u7814\u548c\u5f15\u8fdb\uff0c2023 \u5e74\u540e\u53c8\u5728\u706b\u5c71\u505a\u5927\u6a21\u578b\u7684 ToB \u4e1a\u52a1\uff0c\u7b97\u662f CV\u3001\u7cfb\u7edf\u3001\u6846\u67b6\u3001\u641c\u5e7f\u63a8\u3001\u5927\u6a21\u578b\u7b49\u90fd\u6709\u6240\u6d89\u730e\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u4e4b\u524d\u7684\u7ecf\u5386\u96c6\u4e2d\u5728\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u4e0e\u6846\u67b6\uff0c\u662f\u4ec0\u4e48\u5173\u952e\u4e8b\u4ef6\u8ba9\u60a8\u51b3\u5b9a\u8e0f\u5165\u5177\u8eab\u667a\u80fd\u8fd9\u4e00\u9700\u8981\u7269\u7406\u4ea4\u4e92\u7684\u9886\u57df\uff1f\u4e3a\u4f55\u8ba4\u4e3a\u5f53\u4e0b\u662f\u5165\u5c40\u7684\u6700\u4f73\u65f6\u673a\uff1f<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u4eca\u5e74\u5e74\u521d\uff0c\u6211\u548c\u4e00\u4f4d\u5728\u7f8e\u56fd\u7684\u540c\u5b66\u804a\u5929\uff0c\u5bf9\u65b9\u5411\u6211\u5206\u4eab\u4e86 Physical Intelligence \u516c\u53f8\u7684 demo\uff0c\u89c6\u9891\u91cc\u5c55\u793a\u4e86\u8be5\u516c\u53f8\u7684\u673a\u5668\u4eba\u5728\u53e0\u8863\u670d\u3001\u7eb8\u7bb1\uff0c\u5b9e\u73b0\u4e86\u5bf9\u53ef\u5f62\u53d8\u7684\u67d4\u6027\u7269\u4f53\u7684\u64cd\u4f5c\u3002<\/p>\n<p>\u770b\u5b8c\u540e\u6211\u89c9\u5f97\u773c\u524d\u4e00\u4eae\uff0c\u56e0\u4e3a\u8bfb\u535a\u65f6\u81ea\u5df1\u4e00\u76f4\u505a\u6bd4\u8f83\u62bd\u8c61\u7684\u8f6f\u4ef6\uff0c\u89c9\u5f97\u786c\u4ef6\u8fd9\u79cd\u770b\u5f97\u89c1\u6478\u5f97\u7740\u7684\u4e1c\u897f\u5f88\u597d\u73a9\uff0c\u6240\u4ee5\u4f1a\u5f88\u5173\u6ce8\u673a\u5668\u4eba\u9886\u57df\u7684\u53d1\u5c55\u3002\u4f46\u5f53\u65f6\u6211\u89c9\u5f97\u673a\u5668\u4eba\u8fdb\u5c55\u5f88\u6162\uff0c\u52a8\u4f5c\u7279\u522b\u50f5\u786c\uff0c\u80fd\u505a\u7684\u4e8b\u60c5\u6781\u5c11\uff0c\u53ea\u80fd\u62ff\u676f\u5b50\u8fd9\u79cd\u4e0d\u53ef\u5f62\u53d8\u7684\u521a\u4f53\u505a\u4e00\u4e9b\u7b80\u5355\u64cd\u4f5c\uff0c\u79bb\u5b9e\u9645\u4f7f\u7528\u7279\u522b\u9065\u8fdc\u3002<\/p>\n<p>\u800c PI \u7684 demo \u5b9e\u73b0\u4e86\u4ee5\u524d\u4e0d\u53ef\u60f3\u8c61\u7684\u673a\u5668\u4eba\u5bf9\u53ef\u5f62\u53d8\u67d4\u6027\u7269\u4f53\u7684\u64cd\u4f5c\u3002\u5bf9\u4e8e\u4e00\u4ef6\u8863\u670d\u800c\u8a00\uff0c\u6709\u4e00\u4e07\u79cd\u65b9\u6cd5\u628a\u5b83\u56e2\u6210\u4e00\u56e2\uff0c\u8fd9\u5bf9\u4e8e\u673a\u5668\u4eba\u6a21\u578b\u7684\u8bc6\u522b\u800c\u8a00\uff0c\u96be\u5ea6\u6781\u9ad8\uff0c\u663e\u7136\u673a\u5668\u4eba\u9886\u57df\u6709\u4e86\u5f88\u5927\u7684\u98de\u8dc3\u3002\u6240\u4ee5\u6211\u5c31\u53bb\u8be6\u7ec6\u7814\u7a76\u4e86\u76f8\u5173\u6280\u672f\uff0c\u5305\u62ec\u6700\u8fd1\u5f88\u706b\u7684 VLA \u6280\u672f\uff0c\u8fd8\u770b\u4e86\u81ea\u52a8\u9a7e\u9a76\u5bf9 VLA \u7684\u5e94\u7528\u3002<\/p>\n<p>\u6211\u53d1\u73b0\u7aef\u5230\u7aef\u7684 VLA \u662f\u6761\u6b63\u786e\u7684\u6280\u672f\u8def\u7ebf\uff0c\u8ba9\u673a\u5668\u4eba\u8d70\u4e0a\u4e86\u7c7b\u4f3c\u4ece GPT-2 \u5230 GPT-3 \u518d\u5230 GPT-4 \u7684\u8def\u5f84\uff0c\u800c\u73b0\u5728\u7684\u8282\u70b9\u5728GPT-2\uff5eGPT-3 \u4e4b\u95f4\uff0c\u5c5e\u4e8e Scaling Law \u91cc\u975e\u5e38\u65e9\u671f\u7684\u9636\u6bb5\uff0c\u4f46\u5df2\u7ecf\u5c55\u73b0\u51fa\u975e\u5e38\u597d\u7684\u6027\u80fd\u3002\u90a3\u65e2\u7136\u673a\u5668\u4eba\u5feb\u901f\u53d1\u5c55\u7206\u53d1\u7684\u65f6\u523b\u5373\u5c06\u6765\u4e34\uff0c\u6211\u4e0d\u60f3\u9519\u5931\u8fd9\u4e2a\u673a\u4f1a\uff0c\u5c31\u96c6\u4e2d\u770b\u4e86\u5404\u5bb6\u673a\u5668\u4eba\u516c\u53f8\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u53ef\u4ee5\u804a\u804a\u60a8\u52a0\u5165\u5343\u5bfb\u667a\u80fd\u7684\u80cc\u540e\u6545\u4e8b\u5417\uff1f\u73b0\u5728\u60a8\u548c\u56e2\u961f\u5176\u4ed6\u6210\u5458\u4eec\u662f\u5982\u4f55\u5206\u5de5\u914d\u5408\u7684\uff1f<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u5728\u786e\u8ba4\u8981\u52a0\u5165\u5177\u8eab\u667a\u80fd\u8d5b\u9053\u540e\uff0c\u6211\u5c31\u627e\u4e86\u6295\u8d44\u4eba\u670b\u53cb\u8ddf\u5404\u5bb6\u505a\u5177\u8eab\u667a\u80fd\u7684\u516c\u53f8\u7275\u7ebf\u4ea4\u6d41\u3002\u9009\u62e9\u5343\u5bfb\u662f\u89c9\u5f97\u5343\u5bfb\u7684\u80fd\u529b\u6bd4\u8f83\u5f3a\uff0c\u4e14\u5927\u5bb6\u7406\u5ff5\u76f8\u5408\u3001\u6bd4\u8f83\u6295\u7f18\u3002\u73b0\u5728\u6211\u4e3b\u8981\u5e26\u9886\u5177\u8eab\u667a\u80fd\u90e8\uff0c\u5177\u4f53\u8d1f\u8d23\u673a\u5668\u5b66\u4e60\u3001AI \u76f8\u5173\u7684\u7b97\u6cd5\u3001\u7cfb\u7edf\u3001\u5e73\u53f0\uff0c\u6c47\u62a5\u7ed9\u9ad8\u9633\u8001\u5e08\u3002<\/p>\n<p>\u5927\u5bb6\u64c5\u957f\u7684\u65b9\u5411\u90fd\u6bd4\u8f83\u4e92\u8865\uff0c\u97e9\u603b\uff08\u97e9\u5cf0\u6d9b\uff09\u662f\u673a\u5668\u4eba\u884c\u4e1a\u7684\u8fde\u7eed\u521b\u4e1a\u8005\uff0c\u5bf9\u673a\u5668\u4eba\u884c\u4e1a\u6709\u7740\u6df1\u523b\u7684\u6d1e\u5bdf\u548c\u4e30\u5bcc\u7684\u7ecf\u9a8c\u3002\u9ad8\u8001\u5e08\u548c\u6211\u8d1f\u8d23 AI\uff0c\u9ad8\u8001\u5e08\u5728\u7b97\u6cd5\u7814\u7a76\u548c\u6280\u672f\u5927\u65b9\u5411\u4e0a\u6709\u6bd4\u8f83\u591a\u7684\u7ecf\u9a8c\uff0c\u800c\u6211\u5728\u5927\u5382\u5e72\u4e86\u5f88\u591a\u5e74\uff0c\u5219\u5bf9\u5de5\u7a0b\u5316\u548c\u843d\u5730\u66f4\u6709\u7ecf\u9a8c\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4ece\u6700\u65e9\u7684 CV \u5230\u6846\u67b6\uff0c\u518d\u5230\u5927\u6a21\u578b\u548c\u5177\u8eab\u667a\u80fd\uff0c\u4f5c\u4e3a\u591a\u6b21\u201c\u8de8\u754c\u4eba\u58eb\u201d\uff0c\u60a8\u89c9\u5f97\u60a8\u8fc7\u5f80\u7684\u7ecf\u9a8c\u79ef\u7d2f\u5982\u4f55\u5e2e\u52a9\u60a8\u5e94\u5bf9\u673a\u5668\u4eba\u9886\u57df\u7684\u6311\u6218\uff1f\u662f\u5426\u9047\u5230\u8fc7\u56e0\u7f3a\u4e4f\u786c\u4ef6\u3001\u673a\u68b0\u7b49\u673a\u5668\u4eba\u5148\u9a8c\u77e5\u8bc6\u800c\u5fc5\u987b\u8865\u8db3\u7684\u201c\u8ba4\u77e5\u76f2\u533a\u201d\uff1f<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u4ece MXNet \u5f00\u59cb\uff0c\u6211\u5c31\u4e00\u76f4\u5728\u505a\u7cfb\u7edf\u548c\u6846\u67b6\u3002\u5176\u5b9e\u6846\u67b6\u548c\u7cfb\u7edf\u5728\u8fd9\u4e48\u591a\u5e74\u90fd\u662f\u4e00\u5957\u4e1c\u897f\uff0c\u4e0d\u7ba1\u662f\u505a\u4ec0\u4e48\u5e94\u7528\uff0cCV\u3001\u63a8\u5e7f\u641c\u3001\u5927\u6a21\u578b\u3001\u5177\u8eab\u667a\u80fd\u90fd\u662f\u4e00\u5957\u5e95\u5c42\u7684\u7cfb\u7edf\u548c\u6846\u67b6\uff0c\u6240\u4ee5\u597d\u5904\u5728\u4e8e\u53ef\u4ee5\u6bd4\u8f83\u4e1d\u6ed1\u5730\u6362\u4e1a\u52a1\uff0c\u56e0\u4e3a\u5404\u4e2a\u5927\u65b9\u5411\u90fd\u8981\u7528\u5230 AI \u53ca\u7cfb\u7edf\u65b9\u9762\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u6211\u52a0\u5165\u5343\u5bfb\u524d\u5927\u5bb6\u4e3b\u8981\u5728\u505a\u7b97\u6cd5\u7684\u9a8c\u8bc1\u9636\u6bb5\uff0c\u6211\u52a0\u5165\u540e\u53d1\u73b0\uff0c\u5f53\u65f6\u7b97\u6cd5\u5de5\u7a0b\u5e08\u5199\u7684\u57fa\u5efa\u4ee3\u7801\u6bd4\u8f83\u7c97\u7cd9\uff0c\u6240\u4ee5\u6211\u5c31\u68b3\u7406\u4e86\u57fa\u5efa\uff0c\u628a\u4ee5\u524d\u64c5\u957f\u7684\u5e76\u884c\u3001\u7b97\u5b50\u4f18\u5316\u3001\u6846\u67b6\u8bbe\u8ba1\u90fd\u76f4\u63a5\u5e94\u7528\u8fc7\u6765\u3002\u56e0\u4e3a\u548c\u4e4b\u524d\u7684\u4e1c\u897f\u505a\u5f97\u5dee\u4e0d\u591a\uff0c\u6240\u4ee5\u8fd8\u6bd4\u8f83\u9a7e\u8f7b\u5c31\u719f\uff0c\u73b0\u5728\u628a\u65b0\u7684\u57fa\u5efa\u4e5f\u642d\u4e86\u8d77\u6765\u3002<\/p>\n<p>\u800c\u5728\u5177\u4f53\u4e1a\u52a1\u4e0a\uff0c\u6211\u5bf9\u673a\u5668\u4eba\u6709\u7740\u6bd4\u8f83\u5feb\u7684\u76f4\u89c9\u4e0a\u7684\u7406\u89e3\u3002\u5c3d\u7ba1\u76ee\u524d\u8fd8\u5728\u5b66\u4e60\u4e00\u4e9b\u5177\u4f53\u7684\u63a7\u5236\u7b97\u6cd5\u7b49\u65b0\u77e5\u8bc6\uff0c\u4f46\u56e0\u4e3a\u673a\u5668\u4eba\u770b\u5f97\u89c1\u3001\u6478\u5f97\u7740\uff0c\u770b\u7740\u5b83\u7684\u8868\u73b0\u5c31\u80fd\u5efa\u7acb\u76f4\u89c9\u4e0a\u7684\u7406\u89e3\uff0c\u6240\u4ee5\u5e76\u6ca1\u6709\u592a\u591a\u5bf9\u4e8e\u8de8\u754c\u7684\u4e0d\u9002\u5e94\u3002<\/p>\n<p>\u6bd4\u5982\u6709\u4e2a\u9879\u76ee\u662f\u5f97\u628a\u5939\u722a\u5939\u5230\u7535\u6c60\u4e0a\uff0c\u5f53\u65f6\u51fa\u73b0\u7684\u95ee\u9898\u662f\u5939\u722a\u8fdb\u5f97\u592a\u6d45\uff0c\u4f1a\u78d5\u5230\u7535\u6c60\uff0c\u5939\u4e0d\u8fdb\u53bb\u3002\u6211\u770b\u4e86\u6a21\u578b\u7684\u8868\u73b0\u548c\u6570\u636e\u91c7\u96c6\u7684\u65b9\u5f0f\uff0c\u53d1\u73b0\u91c7\u96c6\u65f6\u56e0\u4e3a\u4eba\u6bd4\u8f83\u719f\u7ec3\uff0c\u7ecf\u5e38\u4ece\u6bd4\u8f83\u6781\u9650\u7684\u4f4d\u7f6e\u5939\u3002\u6211\u5c31\u8981\u6c42\u76f8\u5173\u4eba\u5458\u91c7\u96c6\u6570\u636e\u65f6\uff0c\u628a\u5f27\u7ebf\u62c9\u5927\u4e00\u70b9\uff0c\u4ece\u7a0d\u8fdc\u7684\u5730\u65b9\u7a7a\u51fa\u51e0\u516c\u5206\u5939\u4e0a\u53bb\uff0c\u8fd9\u6837\u6a21\u578b\u5b66\u4e60\u65f6\u5c31\u80fd\u5b66\u5230\u62c9\u8fdc\u548c\u5bf9\u51c6\u7684\u8fc7\u7a0b\uff0c\u987a\u5229\u89e3\u51b3\u4e86\u95ee\u9898\u3002<\/p>\n<p>\u4f46\u5bf9\u4e8e\u673a\u5668\u4eba\u52a8\u529b\u5b66\u7684\u77e5\u8bc6\uff0c\u6bd4\u5982\u673a\u68b0\u81c2\u7684\u5173\u8282\u6570\u91cf\u3001\u4f4d\u59ff\u548c\u5173\u8282\u89d2\u5ea6\u4e4b\u95f4\u6b63\u89e3\u3001\u9006\u89e3\u7684\u53d8\u6362\u7b49\u7b49\uff0c\u8fd9\u4e9b\u4e1c\u897f\u867d\u7136\u6211\u4e4b\u524d\u6709\u4e86\u89e3\u8fc7\uff0c\u4f46\u73b0\u5728\u8981\u91cd\u65b0\u592f\u5b9e\u4e00\u4e0b\u3002<\/p>\n<p><\/p>\n<p class=\"heading-3 ace-line old-record-id-ECJUdVy7nolV76xsmn6cHvzrnAf\" style=\"text-align: center\"><strong>\u8def\u7ebf\u5df2\u6536\u655b\u81f3 VLA<\/strong><\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u76ee\u524d\u5173\u4e8e\u5177\u8eab\u5927\u6a21\u578b\u7684\u8ba8\u8bba\u6709\u5f88\u591a\uff0c\u4e5f\u6709\u4e0d\u5c11\u4eba\u8ba4\u4e3a\u8def\u5f84\u5e76\u672a\u6536\u655b\uff0c\u56e0\u6b64\u884d\u751f\u51fa\u5404\u79cd\u5b9a\u4e49\uff0c\u5bf9\u6b64\u60a8\u600e\u4e48\u770b\uff1f\u60a8\u8ba4\u4e3a\u5fc5\u987b\u5177\u5907\u54ea\u4e9b\u6838\u5fc3\u7279\u5f81\u6216\u67b6\u6784\u624d\u80fd\u88ab\u79f0\u4e4b\u4e3a\u5177\u8eab\u5927\u6a21\u578b\u5462\uff1f <\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u867d\u7136\u73b0\u5728\u6709\u8bf4\u6cd5\u79f0\u5177\u8eab\u5927\u6a21\u578b\u5c1a\u672a\u6536\u655b\uff0c\u4f46\u6211\u89c9\u5f97\u5176\u5b9e\u6280\u672f\u8def\u5f84\u5df2\u7ecf\u6536\u655b\u4e86\uff0c\u5373\u5927\u65b9\u5411\u4e0a\u6bd4\u8f83\u786e\u5b9a\u4e3a VLA \u8def\u7ebf\uff0c\u63a5\u4e0b\u6765\u5c31\u662f Scaling \u7684\u9636\u6bb5\u3002<\/p>\n<p>VLA \u8def\u7ebf\u57fa\u7840\u7684\u65b9\u5411\u5c31\u662f\u7aef\u5230\u7aef\uff0c\u81ea\u52a8\u9a7e\u9a76\u4e5f\u662f\u5982\u6b64\u3002\u81ea\u52a8\u9a7e\u9a76\u4e4b\u524d\u4e00\u76f4\u505a\u7684\u662f\u786c\u7f16\u7801\u3001\u5199\u5177\u6709\u5f88\u591a\u89c4\u5219\u7684\u7cfb\u7edf\uff0c\u4f46\u8fd9\u4e24\u5e74\u5927\u5bb6\u5f00\u59cb\u505a\u7aef\u5230\u7aef\u540e\uff0c\u53d1\u73b0\u6570\u636e\u98de\u8f6e\u4e00\u65e6\u8f6c\u8d77\u6765\uff0c\u7528\u7aef\u5230\u7aef\u6a21\u4eff\u4eba\u7684\u65b9\u5f0f\uff0c\u8fdb\u6b65\u5c31\u975e\u5e38\u5feb\u3002\u5927\u6a21\u578b\u9886\u57df\u540c\u7406\uff0c\u5927\u5bb6\u628a\u4e4b\u524d\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u5f88\u591a\u89c4\u5219\u3001\u5148\u9a8c\u7684\u4e1c\u897f\u53bb\u6389\u4e86\uff0c\u76f4\u63a5\u505a\u7aef\u5230\u7aef\u7684\u8bad\u7ec3\uff0c\u53d1\u73b0\u6a21\u578b\u81ea\u5df1\u5b66\u7684\u6bd4\u4eba\u4e3a\u8bbe\u8ba1\u7684\u4e1c\u897f\u8981\u597d\u5f97\u591a\u3002<\/p>\n<p>\u5177\u8eab\u667a\u80fd\u4e5f\u662f\u5982\u6b64\uff0c\u81ea\u4ece\u7aef\u5230\u7aef\u7684 VLA \u8def\u7ebf\u8868\u73b0\u51fa\u6bd4\u8f83\u597d\u7684\u6548\u679c\u540e\uff0c\u6280\u672f\u8def\u7ebf\u5c31\u5df2\u7ecf\u6536\u655b\u4e86\uff0c\u56e0\u4e3a\u4e00\u65e6\u5b9e\u73b0\u7aef\u5230\u7aef\uff0c\u540e\u9762\u5c31\u5168\u662f\u7aef\u5230\u7aef\uff0c\u4e0d\u53ef\u80fd\u518d\u5f80\u56de\u8d70\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u6240\u4ee5\u7aef\u5230\u7aef VLA \u7684\u8def\u7ebf\u5176\u5b9e\u662f\u6bd4\u8f83\u660e\u786e\u7684\uff0c\u4f46\u6700\u5927\u7684\u5361\u70b9\u662f\u5728\u4e8e\u6570\u636e\u8fd9\u4e00\u5757\u3002<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u6ca1\u9519\uff0c\u6570\u636e\u91c7\u96c6\u662f\u8fd9\u8f6e\u673a\u5668\u4eba\u6280\u672f\u6700\u6838\u5fc3\u7684\u96be\u70b9\u3002\u6570\u636e\u91c7\u96c6\u6bd4\u4ee5\u524d AI \u9700\u8981\u505a\u7684\u6240\u6709\u6570\u636e\u6807\u6ce8\u5de5\u4f5c\u90fd\u96be\uff0c\u56e0\u4e3a\u6d89\u53ca\u7269\u7406\u4e16\u754c\u7684\u95ee\u9898\u3002\u8981\u6709\u673a\u5668\u4eba\uff0c\u8981\u6709\u6570\u91c7\u5458\uff0c\u8981\u7ba1\u7406\u597d\u6574\u4e2a\u4f9b\u5e94\u94fe\u7684\u673a\u5668\u4eba\u548c\u6570\u91c7\u5458\uff0c\u8ba9\u4ed6\u4eec\u80fd\u591f\u9ad8\u6548\u5730\u91c7\u96c6\u591a\u6837\u5316\u7684\u6570\u636e\u3002<\/p>\n<p>\u5728\u8fd9\u4e4b\u4e2d\u591a\u6837\u5316\u662f\u5f88\u91cd\u8981\u7684\u3002\u4ee5\u524d AI \u7684\u6570\u636e\u6807\u6ce8\u6bd4\u8f83\u673a\u68b0\uff0c\u53ea\u8981\u7ed9\u6807\u6ce8\u5458\u4e00\u5f20\u56fe\u7247\uff0c\u8ba9\u4ed6\u4eec\u62c9\u4e2a\u6846\u3001\u70b9\u51fb\u9f20\u6807\uff0c\u5f88\u6807\u51c6\u5316\u3002\u4f46\u662f\u673a\u5668\u4eba\u6570\u636e\u4e0d\u540c\uff0c\u5982\u679c\u91cd\u590d\u505a\u4e00\u4e9b\u6807\u51c6\u7684\u52a8\u4f5c\uff0c\u91c7\u96c6\u518d\u5927\u89c4\u6a21\u7684\u6570\u636e\u90fd\u6ca1\u6709\u610f\u4e49\uff0c\u53cd\u800c\u91c7\u7684\u8d8a\u591a\uff0c\u6570\u636e\u6548\u7387\u5c31\u4f1a\u8d8a\u4f4e\uff0c\u6240\u4ee5\u4e00\u5b9a\u8981\u505a\u591a\u6837\u5316\u3002<\/p>\n<p>\u4e0d\u8fc7\u5728\u89c4\u6a21\u6269\u5f20\u7684\u540c\u65f6\u5b9e\u73b0\u591a\u6837\u5316\u662f\u4e00\u4e2a\u5f88\u96be\u7684\u4e8b\u3002\u4e0d\u80fd\u76f4\u63a5\u8ddf\u6570\u91c7\u5458\u8bf4\u968f\u673a\u91c7\u6570\u636e\uff0c\u9700\u8981\u6709\u4e00\u5957\u5f88\u7ec6\u81f4\u7684\u7ba1\u7406\u65b9\u5f0f\uff0c\u80fd\u628a\u591a\u6837\u6027\u53ef\u91cf\u5316\u5730\u843d\u5b9e\u4e0b\u53bb\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u9700\u8981\u5982\u6b64\u9ad8\u5ea6\u5de5\u7a0b\u5316\u7684\u6570\u636e\u91c7\u96c6\uff0c\u6211\u4eec\u80fd\u5728\u4ec0\u4e48\u65f6\u5019\u770b\u5230\u53ef\u89c2\u7684\u8fdb\u6b65\u6210\u679c\u5462\uff1f<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u673a\u5668\u4eba\u6570\u636e\u91c7\u96c6\u7684\u89c4\u6a21\u6bcf\u4e0a\u4e00\u4e2a\u6570\u91cf\u7ea7\u90fd\u80fd\u770b\u5230\u975e\u5e38\u660e\u663e\u7684\u63d0\u5347\uff0c\u5373\u673a\u5668\u4eba\u5728\u64cd\u4f5c\u7b80\u5355\u7269\u4f53\u7684\u6d41\u7545\u5ea6\u4e0a\u3001\u80fd\u6267\u884c\u4e0d\u540c\u4efb\u52a1\u7684\u6570\u91cf\u4e0a\u90fd\u80fd\u6709\u63d0\u5347\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e0d\u540c\u4e8e\u73b0\u5728\u5728\u684c\u5b50\u524d\u64cd\u4f5c\uff0c\u672a\u6765\u673a\u5668\u4eba\u8fd8\u80fd\u5728\u76f8\u5bf9\u5f00\u653e\u7684\u7a7a\u95f4\u91cc\u8d70\u6765\u8d70\u53bb\uff0c\u505a\u4e00\u4e9b\u76f8\u5bf9\u5f00\u653e\u6027\u7684\u4efb\u52a1\u3002\u8fd8\u6709\u628a\u5927\u7684\u6307\u4ee4\u81ea\u52a8\u62c6\u5206\u6210\u4e00\u4e2a\u4e2a\u5c0f\u4efb\u52a1\uff0c\u7136\u540e\u4e00\u4e2a\u4e2a\u6267\u884c\u3002\u8fd9\u4e9b\u6211\u4f30\u8ba1\u90fd\u80fd\u5728\u672a\u6765\u4e00\u5230\u4e09\u5e74\u88ab\u770b\u5230\u3002<\/p>\n<p>\u73b0\u5728\u6700\u91cd\u8981\u7684\u662f\u5982\u4f55\u9ad8\u6548\u5730\u628a\u89c4\u6a21\u63d0\u5347\u3002\u80af\u5b9a\u4e0d\u4f1a\u7279\u522b\u5feb\uff0c\u4f46\u4e5f\u4e0d\u80fd\u592a\u6162\uff0c\u592a\u6162\u4f1a\u88ab\u522b\u4eba\u843d\u4e0b\u3002\u73b0\u5728\u5c31\u662f\u600e\u6837\u5728\u786c\u4ef6\u7684\u5236\u7ea6\u4e0b\uff0c\u4ee5\u5c3d\u53ef\u80fd\u5feb\u7684\u901f\u5ea6\u628a\u89c4\u6a21\u505a\u8d77\u6765\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5343\u5bfb\u8fd1\u671f\u62ab\u9732\u4e86 VLA Spirit v1\uff0c\u548c\u53cb\u5546\u4eec\u540c\u6837\u90fd\u5728\u505a\u53e0\u8863\u670d\u7684\u4efb\u52a1\uff0c\u4eae\u70b9\u548c\u533a\u522b\u5728\u54ea\u91cc\uff1f \u5728 VLA \u65b9\u9762\u8fd8\u6709\u54ea\u4e9b\u65b0\u7814\u7a76\u6216\u5e94\u7528\u5c1d\u8bd5\uff1f<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u6211\u4eec\u5bf9\u673a\u5668\u4eba\u53e0\u8863\u670d\u7684\u6210\u529f\u7387\u8981\u6c42\u5f88\u9ad8\uff0c\u8981\u5b9e\u73b0\u4e00\u4e2a\u6bd4\u8f83\u9ad8\u7684\u6c34\u5e73\uff0c\u624d\u80fd\u8fde\u7eed\u53e0\u4e09\u4ef6\u8863\u670d\uff0c\u5e76\u4e00\u955c\u5230\u5e95\u62cd\u51fa\u6765\u3002<\/p>\n<p>\u8fd8\u6709\u4e2a\u7ec6\u8282\u662f\uff0c\u673a\u5668\u4eba\u5728\u53e0\u8863\u670d\u8fc7\u7a0b\u4e2d\u6709\u4e00\u4e2a\u628a\u8863\u670d\u7529\u5e73\u7684\u52a8\u4f5c\uff0c\u8fd9\u6837\u6bd4\u8f83\u5feb\u548c\u81ea\u7136\uff0c\u6bd4\u8f83\u63a5\u8fd1\u4eba\u53e0\u8863\u670d\u7684\u72b6\u6001\u3002\u4f46\u662f\u7529\u662f\u4e00\u4e2a\u9ad8\u52a8\u6001\u7684\u52a8\u4f5c\uff0c\u8981\u8ba9\u901f\u5ea6\u5339\u914d\u60ef\u6027\uff0c\u6240\u4ee5\u8981\u6c42\u4ee5\u6bd4\u8f83\u9ad8\u7684\u901f\u5ea6\u7529\uff0c\u8fd8\u80fd\u505a\u5230\u7cbe\u786e\uff0c\u662f\u6bd4\u8f83\u4e0d\u5bb9\u6613\u7684\u3002<\/p>\n<p>\u8fd9\u80cc\u540e\u4f53\u73b0\u51fa\u7684\u662f\u6211\u4eec\u642d\u5efa\u7684\u6574\u5957\u5de5\u4e1a\u5316\u6570\u636e\u91c7\u96c6\u7684 pipeline\u3002\u56e0\u4e3a VLA \u8def\u7ebf\u975e\u5e38\u5f3a\uff0c\u800c\u4e14\u73b0\u5728\u5f00\u6e90\u7684\u89c6\u89c9\u5927\u6a21\u578b\u7684\u57fa\u7840\u6a21\u578b\u975e\u5e38\u5f3a\uff0c\u6240\u4ee5\u7ed9\u4e86\u673a\u5668\u4eba\u6570\u636e\u540e\uff0c\u80fd\u8ba9\u5b83\u505a\u4e00\u4e9b\u770b\u8d77\u6765\u5f88\u4e0d\u9519\u7684\u52a8\u4f5c\u5e76\u4e0d\u662f\u7279\u522b\u96be\u3002\u66f4\u96be\u7684\u662f\u5de5\u4e1a\u5316\u8fed\u4ee3\uff0c\u89e3\u51b3\u4e00\u4e2a\u4e2a\u7ec6\u8282\u7684\u95ee\u9898\uff0c\u6700\u540e\u7d2f\u79ef\u8d77\u6765\uff0c\u8ba9\u6a21\u578b\u7684\u6210\u529f\u7387\u4ece 50% \u63d0\u5347\u5230 99%\u3002\u8fd9\u662f\u5177\u8eab\u667a\u80fd\u5de5\u7a0b\u5316\u3001\u843d\u5730\u6700\u6838\u5fc3\u7684\u80fd\u529b\u3002<\/p>\n<p>\u5f53\u7136\u6211\u4eec\u73b0\u5728\u8fd8\u5728\u5efa\u8bbe\u548c\u5b8c\u5584\u6570\u91c7\u7684 pipeline\uff0c\u6709\u5f88\u591a\u975e\u5e38\u7ec6\u8282\u7684\u4e1c\u897f\uff0c\u7c7b\u4f3c\u4e30\u7530\u5f53\u5e74\u201c\u7cbe\u76ca\u751f\u4ea7\u201d\u7684\u6982\u5ff5\uff0c\u8fd9\u4e0d\u662f\u7b80\u5355\u7684\u4e00\u4e2a\u70b9\uff0c\u800c\u662f\u6210\u5343\u4e0a\u4e07\u7684\u70b9\u7d2f\u79ef\u8d77\u6765\uff0c\u9700\u8981\u6301\u7eed\u63d0\u5347\u6548\u679c\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u73b0\u5728\u5927\u5bb6\u5bf9\u5177\u8eab\u667a\u80fd\u843d\u5730\u7684\u8ba8\u8bba\u5341\u5206\u70ed\u70c8\uff0c\u60a8\u8ba4\u4e3a\u54ea\u4e9b\u573a\u666f\u662f\u80fd\u5148\u91cd\u70b9\u53bb\u7a81\u7834\u7684\u5462\uff1f<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u6211\u8ba4\u4e3a\u673a\u5668\u4eba\u7684\u843d\u5730\u5206\u4e3a\u77ed\u671f\u4e00\u4e24\u5e74\u3001\u4e2d\u671f\u4e09\u4e94\u5e74\u548c\u957f\u671f\u5341\u5e74\u7684\u4e09\u4e2a\u65f6\u95f4\u6bb5\u3002\u77ed\u671f\u505a\u5de5\u5382\u7684\u843d\u5730\uff0c\u56e0\u4e3a\u73b0\u5728\u6a21\u578b\u80fd\u529b\u5dee\u4e0d\u591a\u4e86\uff0c\u9700\u8981\u5de5\u7a0b\u5316\u843d\u5730\u4e00\u4e9b\u573a\u666f\uff1b\u4ece\u4e2d\u671f\u6765\u770b\uff0c\u66f4\u5927\u7684\u673a\u4f1a\u5728\u670d\u52a1\u4e1a\u91cc\uff0c\u6bd4\u5982\u7269\u6d41\u3001\u5546\u573a\u8d27\u67b6\u4e0a\u8d27\u3001\u9152\u5e97\u670d\u52a1\u8fd9\u4e9b\uff0c\u662f\u4e3a\u4eba\u670d\u52a1\u7684\u573a\u666f\uff0c\u8fd9\u4e9b\u573a\u666f\u7684\u673a\u4f1a\u6bd4\u5de5\u5382\u5927\u5f88\u591a\uff1b\u800c\u957f\u671f\u7684\u613f\u666f\u662f\u5341\u5e74\u540e\uff0c10% \u7684\u4eba\u6709\u4e00\u53f0\u81ea\u5df1\u7684\u673a\u5668\u4eba\uff0c\u5728\u5bb6\u91cc\u534f\u52a9\u81ea\u5df1\u505a\u4e8b\u3002<\/p>\n<p><\/p>\n<p class=\"heading-3 ace-line old-record-id-Ag3rdICFdot7OGxBDJtcsLJYnLc\" style=\"text-align: center\"><strong>\u5177\u8eab\u667a\u80fd\u7684 Scaling Law<\/strong><\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u542c\u4e0b\u6765\u60a8\u5e94\u8be5\u7b97\u662f\u4e00\u4e2a\u59a5\u59a5\u7684\u201c\u771f\u673a\u6d3e\u201d\uff1f<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u5bf9\uff0c\u6211\u548c\u9ad8\u8001\u5e08\u5728\u8fd9\u65b9\u9762\u7684\u89c2\u70b9\u6bd4\u8f83\u76f8\u4f3c\uff0c\u5373\u4e0d\u592a\u76f8\u4fe1\u4eff\u771f\u3002\u5343\u5bfb\u4e5f\u4e0d\u505a\u5f88\u591a\u4eff\u771f\uff0c\u4eff\u771f\u53ea\u662f\u5f88\u5c0f\u7684\u8f85\u52a9\uff0c\u6211\u4eec\u4e0d\u6307\u671b\u4eff\u771f\u80fd\u5927\u5e45\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p>\u8fd9\u4e3b\u8981\u6709\u4e09\u4e2a\u539f\u56e0\u2014\u2014<\/p>\n<p>\u4e00\u662f\u67d4\u6027\u7269\u4f53\u7684\u4eff\u771f\u662f\u4e2a\u975e\u5e38\u96be\u7684\u95ee\u9898\u3002\u505a\u4e00\u4e2a\u53ef\u4ee5\u628a\u8863\u670d\u7684\u7269\u7406\u7279\u6027\u6a21\u62df\u5f97\u5f88\u597d\u7684\u4eff\u771f\u5668\uff0c\u53ef\u80fd\u6bd4\u7528\u673a\u5668\u4eba\u53e0\u4e00\u4ef6\u8863\u670d\u8fd8\u96be\u3002\u73b0\u6709\u7684\u6e38\u620f\u4e5f\u6ca1\u6709\u80fd\u628a\u8863\u670d\u7684\u7269\u7406\u7279\u6027\u6a21\u62df\u5f97\u5f88\u597d\u7684\uff0c\u8863\u670d\u90fd\u4f1a\u7a7f\u6a21\u3002\u5982\u679c\u771f\u7684\u8981\u628a\u8863\u670d\u7684\u7269\u7406\u6027\u8d28\u6a21\u62df\u51c6\u786e\uff0c\u53e0\u8d77\u6765\u8fd8\u4e0d\u7a7f\u6a21\uff0c\u9700\u8981\u5bf9\u8863\u670d\u505a\u7279\u522b\u5927\u89c4\u6a21\u7684\u6709\u9650\u5143\u5206\u6790\uff08Finite Element Analysis\uff09\uff0c\u53ef\u80fd\u8981\u7528\u4e00\u4e2a\u96c6\u7fa4\u624d\u80fd\u6a21\u62df\u4e00\u4ef6\u8863\u670d\u3002\u8fd9\u91cc\u9762\u6d88\u8017\u7684\u663e\u5361\u548c\u5de5\u7a0b\u6210\u672c\u5df2\u7ecf\u6bd4\u7528\u771f\u5b9e\u673a\u5668\u4eba\u91c7\u53e0\u8863\u670d\u7684\u6570\u636e\u66f4\u8d35\u3002\u800c\u5c31\u7b97\u7528\u53ea\u80fd\u6a21\u62df\u521a\u4f53\u7684\u4eff\u771f\u5668\uff0c\u4e5f\u4f1a\u53d1\u73b0\u751f\u6d3b\u4e2d\u8981\u64cd\u4f5c\u7684\u4e1c\u897f\u5927\u591a\u6570\u4e0d\u662f\u5b8c\u7f8e\u7684\u521a\u4f53\uff0c\u56e0\u6b64\u4e5f\u4e0d\u9002\u7528\u3002<\/p>\n<p>\u4e8c\u662f\u80fd\u4ece\u4eff\u771f\u5668\u5b66\u5230\u7684\u4e1c\u897f\u4e0d\u4f1a\u8d85\u8fc7\u5728\u4eff\u771f\u5668\u91cc\u505a\u7684\u5de5\u7a0b\u91cf\u3002\u60f3\u8981\u6a21\u578b\u4ece\u4eff\u771f\u5668\u91cc\u5b66\u5230\u66f4\u591a\u4e1c\u897f\uff0c\u5c31\u5f97\u5728\u4eff\u771f\u5668\u5de5\u7a0b\u4e0a\u82b1\u66f4\u5927\u7cbe\u529b\uff0c\u5b9e\u9645\u4e0a\u7b49\u4e8e\u7528\u5f00\u53d1\u4eba\u5458\u6362\u6570\u91c7\u4eba\u5458\uff0c\u5151\u6362\u6bd4\u4f8b\u5f88\u53ef\u80fd\u4e0d\u5212\u7b97\u3002<\/p>\n<p>\u4e09\u662f\u505a\u4eff\u771f\u9700\u8981\u5927\u91cf\u663e\u5361\u3002\u663e\u5361\u5728\u7f8e\u56fd\u76f8\u5bf9\u4fbf\u5b9c\uff0c\u4f46\u5728\u4e2d\u56fd\uff0c\u663e\u5361\u6bd4\u673a\u5668\u4eba\u8d35\uff0c\u4e00\u5757 H100 \u7684\u4ef7\u683c\u90fd\u5230 20 \u591a\u4e07\uff0c\u4f46\u4e00\u53f0\u673a\u5668\u4eba\u7684\u6210\u672c\u6ca1\u6709\u8fd9\u4e48\u591a\u3002\u5f53\u673a\u5668\u4eba\u89c4\u6a21\u4e0a\u91cf\u540e\uff0c\u662f\u6bd4\u663e\u5361\u4fbf\u5b9c\u7684\u3002\u56e0\u6b64\u7528\u663e\u5361\u505a\u4eff\u771f\u76f8\u5bf9\u4e8e\u7f8e\u56fd\u6ca1\u6709\u4f18\u52bf\uff0c\u4f46\u7528\u5927\u91cf\u673a\u5668\u4eba\u771f\u673a\u91c7\u96c6\u6570\u636e\uff0c\u4e16\u754c\u4e0a\u53ea\u6709\u4e2d\u56fd\u80fd\u505a\uff0c\u6211\u4eec\u6709\u5f3a\u5927\u7684\u4f9b\u5e94\u94fe\u3001\u5927\u91cf\u7684\u719f\u7ec3\u5de5\u4eba\u548c\u5de5\u7a0b\u5e08\uff0c\u505a\u4eff\u771f\u76f8\u5f53\u4e8e\u628a\u4f18\u52bf\u653e\u5f03\u4e86\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4f46\u771f\u673a\u6570\u636e\u76f8\u5bf9\u4e8e\u4eff\u771f\u6765\u8bf4\uff0c\u662f\u66f4\u96be\u5927\u89c4\u6a21\u4e0a\u91cf\u7684\uff0c\u8fd9\u4e0d\u5c31\u6ca1\u9075\u5faa Scaling Law \u5417\uff1f<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u6211\u8ba4\u4e3a\u5e76\u975e\u771f\u673a\u65e0\u6cd5\u5b9e\u73b0\u5927\u89c4\u6a21\u91cf\u4ea7\uff0c\u53ea\u662f\u5f53\u524d\u5c1a\u672a\u8fbe\u6210\u8fd9\u4e00\u76ee\u6807\u3002\u4ee5\u4e2d\u56fd\u5f3a\u5927\u7684\u4f9b\u5e94\u94fe\u80fd\u529b\u6765\u770b\uff0c\u4e00\u4e07\u53f0\u673a\u5668\u4eba\u7684\u4ea7\u91cf\u5e76\u975e\u96be\u4ee5\u4f01\u53ca\uff0c\u800c\u4e14\u76f8\u8f83\u4e8e\u4e00\u4e07\u5757 H100 \u663e\u5361\uff0c\u4e00\u4e07\u53f0\u673a\u5668\u4eba\u7684\u6210\u672c\u66f4\u4f4e\u3002\u76ee\u524d\uff0c\u201cAI\u516d\u5c0f\u9f99\u201d\u8fd9\u7c7b\u4f01\u4e1a\u6295\u5165\u5927\u6a21\u578b\u7814\u53d1\u7684\u57fa\u7840\u914d\u7f6e\u5df2\u8fbe\u5230\u4e00\u4e07\u5757\u663e\u5361\u3002\u642d\u5efa\u4e07\u5361\u96c6\u7fa4\u76f8\u5bf9\u8fc5\u901f\uff0c\u6bd5\u7adf\u663e\u5361\u662f\u73b0\u6210\u7684\uff0c\u6279\u91cf\u91c7\u8d2d\u4e00\u4e07\u5757\u663e\u5361\uff0c\u4e0d\u5230\u534a\u5e74\u5373\u53ef\u5b8c\u6210\u90e8\u7f72\uff0c\u4f46\u662f\u642d\u5efa\u4e00\u4e07\u53f0\u673a\u5668\u4eba\u7684\u6570\u91c7\u5de5\u5382\u4e0d\u53ef\u80fd\u8fd9\u4e48\u5feb\u3002<\/p>\n<p>\u4e2d\u56fd\u6bcf\u5e74\u6c7d\u8f66\u91cf\u4ea7\u89c4\u6a21\u53ef\u8fbe\u6570\u5343\u4e07\u8f86\uff0c\u4ece\u4f53\u79ef\u548c\u6280\u672f\u590d\u6742\u6027\u6765\u770b\uff0c\u673a\u5668\u4eba\u5e76\u4e0d\u6bd4\u6c7d\u8f66\u66f4\u9ad8\u3002\u4e0d\u8fc7\u5728\u786c\u4ef6\u5c42\u9762\uff0c\u673a\u5668\u4eba\u7684\u6280\u672f\u8fed\u4ee3\u5b58\u5728\u5ba2\u89c2\u5468\u671f\uff0c\u65e0\u6cd5\u50cf\u642d\u5efa\u663e\u5361\u96c6\u7fa4\u90a3\u6837\u8fc5\u901f\u901a\u8fc7\u8d44\u91d1\u6295\u5165\u52a0\u901f\u63a8\u8fdb\u3002\u4f46\u5faa\u5e8f\u6e10\u8fdb\u5730\u63d0\u5347\u91cf\u4ea7\u89c4\u6a21\u662f\u53ef\u884c\u7684\uff0c\u4f8b\u5982\u4eca\u5e74\u5b9e\u73b0\u51e0\u767e\u53f0\uff0c\u660e\u5e74\u8fbe\u5230\u4e0a\u5343\u53f0\uff0c\u540e\u5e74\u6709\u671b\u7a81\u7834\u4e00\u4e07\u53f0\uff0c\u5173\u952e\u5728\u4e8e\u7ed9\u4e88\u8db3\u591f\u7684\u65f6\u95f4\u5468\u671f\uff0c\u5e76\u975e\u7edd\u5bf9\u65e0\u6cd5\u5b9e\u73b0\u5927\u89c4\u6a21\u91cf\u4ea7\u3002<\/p>\n<p>\u52a0\u4e0a\u663e\u5361\u4ef7\u683c\u5c45\u9ad8\u4e0d\u4e0b\uff0c\u82f1\u4f1f\u8fbe\u663e\u5361\u6bdb\u5229\u7387\u9ad8\u8fbe 95%\u3002\u4e0e\u4e4b\u76f8\u6bd4\uff0c\u673a\u5668\u4eba\u7684\u6210\u672c\u4e3b\u8981\u6e90\u4e8e\u5b9e\u9645\u751f\u4ea7\u6210\u672c\uff0c\u4e0d\u5b58\u5728 20 \u500d\u66b4\u5229\u7684\u60c5\u51b5\uff0c\u6240\u4ee5\u673a\u5668\u4eba\u5728\u6210\u672c\u63a7\u5236\u4e0a\u5177\u5907\u4f18\u52bf\uff0c\u66f4\u6709\u5229\u4e8e\u5b9e\u73b0\u5927\u89c4\u6a21\u91cf\u4ea7\u63a8\u5e7f\u3002\u56e0\u6b64\uff0c\u4ece\u8d44\u672c\u6295\u5165\u89d2\u5ea6\u800c\u8a00\uff0c\u4e00\u4e07\u53f0\u673a\u5668\u4eba\u7684\u6570\u91c7\u89c4\u6a21\u548c\u4e07\u5361\u96c6\u7fa4\u76f8\u6bd4\uff0c\u5bf9\u4e8e\u4e2d\u56fd\u516c\u53f8\u6765\u8bf4\u6548\u7387\u66f4\u9ad8\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u4e00\u76f4\u5728\u5f3a\u8c03\u6570\u636e\u7684 Scaling Law\uff0c\u90a3\u8fd9\u4e2a\u89c4\u5f8b\u5728\u673a\u5668\u4eba\u548c\u5927\u6a21\u578b\u8fd9\u4e24\u4e2a\u9886\u57df\u91cc\u90fd\u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u4e3b\u8981\u5c31\u662f\u673a\u5668\u4eba\u5177\u6709\u5927\u6a21\u578b\u4e0d\u5177\u5907\u7684\u6570\u636e\u58c1\u5792\u548c\u6570\u636e\u98de\u8f6e\u3002<\/p>\n<p>\u5148\u662f\u6570\u636e\u58c1\u5792\u3002\u5927\u6a21\u578b\u5176\u5b9e\u6ca1\u6709\u6570\u636e\u58c1\u5792\uff0c\u9884\u8bad\u7ec3\u7684\u6570\u636e\u90fd\u662f\u4ece\u516c\u5f00\u7684\u7f51\u7edc\u4e0a\u722c\u7684\u6570\u636e\uff0c\u6bd4\u5982\u5168\u7f51\u6709 14 \u4e07\u4ebf\u7684 token\uff0c\u5927\u5bb6\u7528\u7684\u90fd\u4e00\u6837\uff0c\u56e0\u4e3a\u5168\u4eba\u7c7b\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u6570\u636e\u53ea\u6709\u8fd9\u4e9b\u3002\u6b64\u5916\u662f\u82b1\u94b1\u627e\u4eba\u6807\u6ce8\u7684\u6570\u636e\uff0c\u800c\u8fd9\u4e9b\u6570\u636e\u4e00\u65e6\u8bad\u5230\u6a21\u578b\u4e2d\u516c\u5f00\u63d0\u4f9b\u670d\u52a1\uff0c\u522b\u4eba\u5c31\u80fd\u4ee5\u975e\u5e38\u4f4e\u7684\u6210\u672c\u76f4\u63a5\u84b8\u998f\u8d70\u3002\u8fd9\u5c31\u4e0d\u5149\u6ca1\u6709\u5148\u53d1\u4f18\u52bf\uff0c\u53cd\u800c\u6709\u5148\u53d1\u52a3\u52bf\u3002<\/p>\n<p>\u6362\u5230\u4e92\u8054\u7f51\u9886\u57df\uff0c\u5982\u679c\u4e92\u8054\u7f51\u516c\u53f8\u7684\u6570\u636e\u80fd\u88ab\u4eba\u4ee5\u975e\u5e38\u4f4e\u7684\u6210\u672c\u5168\u90e8\u62d6\u8d70\uff0c\u90a3\u8be5\u516c\u53f8\u5c31\u4e0d\u503c\u4ec0\u4e48\u94b1\u4e86\uff0c\u5927\u6a21\u578b\u662f\u771f\u7684\u9700\u8981\u9762\u5bf9\u8fd9\u4e2a\u95ee\u9898\u3002\u800c\u673a\u5668\u4eba\u4e0d\u4e00\u6837\u7684\uff0c\u673a\u5668\u4eba\u6570\u636e\u90fd\u662f\u79c1\u6709\u91c7\u96c6\u7684\uff0c\u5373\u7528\u81ea\u5df1\u7684\u673a\u5668\u4eba\u9488\u5bf9\u6027\u91c7\u96c6\u6570\u636e\u3002\u8fd9\u4e2a\u6570\u636e\u522b\u4eba\u62ff\u4e0d\u8d70\uff0c\u6700\u591a\u62ff\u8d70\u6a21\u578b\u3002\u800c\u6ca1\u6709\u6570\u636e\uff0c\u53ea\u6709\u6a21\u578b\uff0c\u6ca1\u6cd5\u8fed\u4ee3\uff0c\u6ca1\u6cd5\u4ece VLA \u6a21\u578b\u4e2d\u628a\u539f\u6709\u6570\u636e\u84b8\u998f\u51fa\u6765\u3002\u56e0\u6b64\uff0c\u6570\u636e\u4e4b\u4e8e\u5927\u6a21\u578b\u662f\u5305\u88b1\uff0c\u4e4b\u4e8e\u5177\u8eab\u667a\u80fd\u5374\u662f\u58c1\u5792\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5927\u6a21\u578b\u6ca1\u6709\u6570\u636e\u98de\u8f6e\uff0c\u73b0\u5728\u6ca1\u6709\u54ea\u5bb6\u5927\u6a21\u578b\u516c\u53f8\u80fd\u7528\u7528\u6237\u7684\u4ea4\u4e92\u6570\u636e\u8bad\u7ec3\u5927\u6a21\u578b\uff0c\u95ed\u73af\u63d0\u5347\u4e1a\u52a1\u6307\u6807\u3002\u5927\u6a21\u578b\u5728\u539f\u7406\u4e0a\u5c31\u505a\u4e0d\u5230\u8fd9\u70b9\uff0c\u53ea\u80fd\u6301\u7eed\u82b1\u94b1\u627e\u4eba\u5de5\u6807\u6ce8\u6570\u636e\uff0c\u8fd8\u4f1a\u88ab\u84b8\u998f\u8d70\u3002<\/p>\n<p>\u800c\u5bf9\u4e8e\u673a\u5668\u4eba\u6765\u8bf4\uff0c\u4e00\u65e6\u5728\u67d0\u4e2a\u573a\u666f\u843d\u5730\uff0c\u5c31\u80fd\u4e00\u8fb9\u76c8\u5229\uff0c\u4e00\u8fb9\u6536\u96c6\u66f4\u591a\u7684\u6570\u636e\uff0c\u6570\u636e\u98de\u8f6e\u5c31\u8f6c\u8d77\u6765\u4e86\u3002\u4e4b\u524d\u4e92\u8054\u7f51\u8d5a\u94b1\u51e0\u4e4e\u552f\u4e00\u7684\u58c1\u5792\u5c31\u662f\u7f51\u7edc\u6548\u76ca\u548c\u6570\u636e\u98de\u8f6e\u3002\u4e92\u8054\u7f51\u6210\u529f\u548c\u9ad8\u5229\u6da6\u7684\u56e0\u7d20\uff0c\u5927\u6a21\u578b\u4e00\u4e2a\u90fd\u6ca1\u6709\uff0c\u800c\u673a\u5668\u4eba\u6709\uff0c\u548c\u4e92\u8054\u7f51\u7684\u6a21\u5f0f\u6bd4\u8f83\u50cf\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4f46\u5177\u8eab\u667a\u80fd\u91cc\u7684\u6570\u636e\u58c1\u5792\u8f83\u9ad8\uff0c\u5bf9\u884c\u4e1a\u7684\u6574\u4f53\u4f1a\u5229\u597d\u5417\uff1f <\/strong><\/p>\n<p><strong>\u89e3\u6d5a\u6e90\uff1a<\/strong>\u76ee\u524d\u5f00\u6e90\u7684\u6570\u636e\u96c6\u89c4\u6a21\u90fd\u975e\u5e38\u5c0f\uff0c\u53ea\u80fd\u505a\u5b66\u672f\u7814\u7a76\uff0c\u6ca1\u6709\u5de5\u4e1a\u843d\u5730\u7684\u610f\u4e49\u3002\u79c1\u6709\u7684\u6570\u636e\u4e0d\u9700\u8981\u90a3\u4e48\u591a\uff0c\u5e76\u4e0d\u662f\u9700\u8981\u6574\u4e2a\u884c\u4e1a\u901a\u529b\u5408\u4f5c\u624d\u80fd\u505a\u51fa\u8db3\u591f\u5927\u7684\u6570\u636e\u8ba9\u673a\u5668\u4eba\u843d\u5730\uff0c\u4e00\u4e2a\u516c\u53f8\u62e5\u6709\u4e00\u4e07\u53f0\u673a\u5668\u4eba\u5c31\u591f\u4e86\uff0c\u5b8c\u5168\u53ef\u4ee5\u81ea\u5df1\u627f\u62c5\u3002<\/p>\n<p>\u5177\u8eab\u667a\u80fd\u548c\u5927\u6a21\u578b\u7684\u5171\u540c\u70b9\u662f Scaling Law\uff0c\u533a\u522b\u662f\u5177\u8eab\u667a\u80fd\u5904\u4e8e Scaling Law \u975e\u5e38\u65e9\u671f\u7684\u4f4d\u7f6e\uff0c\u800c\u5927\u6a21\u578b\u5728\u6469\u5c14\u5b9a\u5f8b\u8fdb\u6b65\u4e4b\u524d\u662f\u5904\u5728\u672b\u671f\u3002\u6469\u5c14\u5b9a\u5f8b\u4e24\u5e74\u7ffb\u4e00\u500d\uff0c\u5927\u6a21\u578b\u8981\u63d010\u500d\u3001100\u591a\u500d\u89c4\u6a21\uff0c\u8981\u7b49\u5341\u3001\u4e8c\u5341\u5e74\u3002\u800c\u5177\u8eab\u667a\u80fd\u73b0\u5728\u8fd8\u5904\u4e8e\u5b9e\u9a8c\u5ba4\u89c4\u6a21\uff0c\u4e00\u65e6\u5230\u5de5\u4e1a\u89c4\u6a21\u5c31\u80fd\u4e0a\u51e0\u4e2a\u6570\u91cf\u7ea7\u3002\u5982\u679c\u76f8\u4fe1 Scaling Law\uff0c\u5c31\u4f1a\u76f8\u4fe1\u5177\u8eab\u667a\u80fd\u6027\u80fd\u8fdb\u6b65\u7684\u7a7a\u95f4\u4e00\u5b9a\u4f1a\u975e\u5e38\u5927\u3002<\/p>\n<p><\/p>\n<p>\u6b22\u8fce\u6dfb\u52a0\u96f7\u5cf0\u7f51\u4f5c\u8005anna042023\u4ea4\u6d41\u3002<span style=\"color: #FFFFFF\">\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/span><\/p>\n<p>\u76f8\u5173\u6587\u7ae0\uff1a<\/p>\n<p><a href=\"https:\/\/www.leiphone.com\/category\/ai\/H3WlLzSmX8M1Bg49.html\" target=\"_self\">\u963f\u5fb7\u83b1\u5fb7\u5927\u5b66\u5434\u7426\uff1aVLN \u4ecd\u662f VLA \u7684\u672a\u7adf\u4e4b\u6218\u4e28\u5177\u8eab\u5148\u950b\u5341\u4eba\u8c08<\/a><\/p>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/ajFAPjznpwXmPNZt.html\" target=\"_blank\">\u5343\u5bfb\u667a\u80fd\u89e3\u6d5a\u6e90\uff1a\u5177\u8eab\u667a\u80fd\u7684 Scaling Law \u5df2\u8de8\u8fc7\u8d77\u8dd1\u7ebf\u4e28\u5177\u8eab\u5148\u950b\u5341\u4eba\u8c08<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005 | \u8d56\u6587\u6615 \u7f16\u8f91 | \u9648\u5f69\u5a34 \u4e0d\u4e45 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