{"id":10020282,"date":"2024-08-25T00:00:00","date_gmt":"2024-08-25T00:00:00","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020282"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T16:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020282","title":{"rendered":"\u8bed\u8a00\u56fe\u50cf\u6a21\u578b\u5927\u4e00\u7edf\uff01Meta\u5c06Transformer\u548cDiffusion\u878d\u5408\uff0c\u591a\u6a21\u6001AI\u738b\u8005\u767b\u573a"},"content":{"rendered":"<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2023\/04\/13\/e194c5a2-d9ee-11ed-a6e8-00163e0b5ff3.jpg\" \/><\/p>\n<p>Transformer\u548cDiffusion\uff0c\u7ec8\u4e8e\u6709\u4e86\u4e00\u6b21\u51fa\u8272\u7684\u878d\u5408\u3002<\/p>\n<p>\u81ea\u6b64\uff0c\u8bed\u8a00\u6a21\u578b\u548c\u56fe\u50cf\u751f\u6210\u5927\u4e00\u7edf\u7684\u65f6\u4ee3\uff0c\u4e5f\u5c31\u4e0d\u8fdc\u4e86\uff01<\/p>\n<p>\u8fd9\u80cc\u540e\uff0c\u6b63\u662fMeta\u6700\u8fd1\u53d1\u5e03\u7684Transfusion\u2014\u2014\u4e00\u79cd\u8bad\u7ec3\u80fd\u591f\u751f\u6210\u6587\u672c\u548c\u56fe\u50cf\u6a21\u578b\u7684\u7edf\u4e00\u65b9\u6cd5\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/8dd5ec0e-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2408.11039<\/p>\n<p>\u82f1\u4f1f\u8fbe\u9ad8\u7ea7\u79d1\u5b66\u5bb6Jim Fan\u76db\u8d5e\uff1a\u4e4b\u524d\u66fe\u6709\u5f88\u591a\u5c1d\u8bd5\uff0c\u53bb\u7edf\u4e00Transformer\u548cDiffusion\uff0c\u4f46\u90fd\u5931\u53bb\u4e86\u7b80\u6d01\u548c\u4f18\u96c5\u3002<\/p>\n<div class=\"js-star yyp--fancyPost\" data-id=\"45\"><\/div>\n<p>\u73b0\u5728\uff0c\u662f\u65f6\u5019\u6765\u4e00\u6b21Transfusion\uff0c\u6765\u91cd\u65b0\u6fc0\u6d3b\u8fd9\u79cd\u878d\u5408\u4e86\uff01<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/8e3f60bc-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u5728X\u4e0a\uff0c\u8bba\u6587\u5171\u4e00Chunting\u00a0Zhou\uff0c\u4e3a\u6211\u4eec\u4ecb\u7ecd\u4e86Transfusion\u5176\u4e2d\u7684\u300c\u7384\u673a\u300d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/8ea6a150-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u4e3a\u4f55\u5b83\u80fd\u8ba9\u6211\u4eec\u5728\u4e00\u4e2a\u6a21\u578b\u4e2d\uff0c\u540c\u65f6\u5229\u7528\u4e24\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\uff1f<\/p>\n<p>\u8fd9\u662f\u56e0\u4e3a\uff0cTransfusion\u5c06\u8bed\u8a00\u5efa\u6a21\uff08\u4e0b\u4e00\u4e2atoken\u9884\u6d4b\uff09\u4e0e\u6269\u6563\u76f8\u7ed3\u5408\uff0c\u8fd9\u6837\uff0c\u5c31\u53ef\u4ee5\u5728\u6df7\u5408\u6a21\u6001\u5e8f\u5217\u4e0a\u8bad\u7ec3\u5355\u4e2aTransformer\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/8f1ac440-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u7814\u7a76\u8005\u4ece\u5934\u5f00\u59cb\uff0c\u5728\u6df7\u5408\u6587\u672c\u548c\u56fe\u50cf\u6570\u636e\u4e0a\u9884\u8bad\u7ec3\u4e86\u53c2\u6570\u91cf\u9ad8\u8fbe70\u4ebf\u7684Transfusion\u6a21\u578b\u3002<\/p>\n<p>\u4f7f\u7528\u6587\u672c\u548c\u56fe\u50cf\u6570\u636e\u7684\u6df7\u5408\uff0c\u4ed6\u4eec\u5efa\u7acb\u4e86\u4e00\u7cfb\u5217\u5355\u6a21\u6001\u548c\u8de8\u6a21\u6001\u57fa\u51c6\u7684\u7f29\u653e\u5b9a\u5f8b\u3002<\/p>\n<p>\u5b9e\u9a8c\u8868\u660e\uff0cTransfusion\u5728\u5355\u6a21\u6001\u548c\u591a\u6a21\u6001\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u76f8\u8f83\u4e8e\u5bf9\u56fe\u50cf\u8fdb\u884c\u91cf\u5316\u5e76\u5728\u79bb\u6563\u56fe\u50cftoken\u4e0a\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u5f88\u660e\u663e\u5177\u6709\u66f4\u597d\u7684\u6269\u5c55\u6027\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/8f7e54ba-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u7814\u7a76\u8005\u53d1\u73b0\uff0cTransfusion\u80fd\u591f\u751f\u6210\u4e0e\u76f8\u4f3c\u89c4\u6a21\u7684\u6269\u6563\u6a21\u578b\u76f8\u5ab2\u7f8e\u7684\u9ad8\u8d28\u91cf\u56fe\u50cf\uff0c\u800c\u4e14\uff0c\u5b83\u540c\u65f6\u4e5f\u4fdd\u6301\u4e86\u5f3a\u5927\u7684\u6587\u672c\u751f\u6210\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/8ff1a668-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u4f5c\u8005\u5f3a\u8c03\uff0c\u56e2\u961f\u7740\u91cd\u505a\u4e86\u5efa\u6a21\u7684\u521b\u65b0\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5168\u5c40\u56e0\u679c\u6ce8\u610f\u529b\u52a0\u4e0a\u6bcf\u4e2a\u56fe\u50cf\u5185\u7684\u53cc\u5411\u6ce8\u610f\u529b\uff0c\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u5f15\u5165\u6a21\u6001\u7279\u5b9a\u7684\u7f16\u7801\u548c\u89e3\u7801\u5c42\u540e\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6027\u80fd\uff0c\u5e76\u4e14\u53ef\u4ee5\u5c06\u6bcf\u4e2a\u56fe\u50cf\u538b\u7f29\u523064\u751a\u81f316\u4e2a\u5757\uff01<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/906e6aa4-61e5-11ef-a93e-00163e142b65.png\" \/><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/90d120cc-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u603b\u4e4b\uff0c\u7814\u7a76\u8005\u6210\u529f\u5730\u8bc1\u660e\u4e86\uff0c\u5c06Transfusion\u65b9\u6cd5\u6269\u5c55\u523070\u4ebf\u53c2\u6570\u548c2\u4e07\u4ebf\u591a\u6a21\u6001token\u540e\uff0c\u53ef\u4ee5\u751f\u6210\u4e0e\u7c7b\u4f3c\u89c4\u6a21\u7684\u6269\u6563\u6a21\u578b\u548c\u8bed\u8a00\u6a21\u578b\u76f8\u5ab2\u7f8e\u7684\u56fe\u50cf\u548c\u6587\u672c\u3002<\/p>\n<p>\u8fd9\u5c31\u5145\u5206\u5229\u7528\u4e86\u4e24\u8005\u7684\u4f18\u52bf\uff01<\/p>\n<p>\u6700\u540e\uff0c\u4f5c\u8005\u6fc0\u52a8\u5730\u7545\u60f3\u9053\u2014\u2014<\/p>\n<p><strong>Transfusion\u4e3a\u771f\u6b63\u7684\u591a\u6a21\u6001AI\u6a21\u578b\u5f00\u542f\u4e86\u6fc0\u52a8\u4eba\u5fc3\u7684\u53ef\u80fd\u6027\u3002<\/strong><\/p>\n<p>\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u65e0\u7f1d\u5904\u7406\u4efb\u4f55\u79bb\u6563\u548c\u8fde\u7eed\u6a21\u6001\u7684\u7ec4\u5408\uff01\u65e0\u8bba\u662f\u957f\u7bc7\u89c6\u9891\u751f\u6210\u3001\u4e0e\u56fe\u50cf\u6216\u89c6\u9891\u7684\u4ea4\u4e92\u5f0f\u7f16\u8f91\/\u751f\u6210\u4f1a\u8bdd\uff0c\u6211\u4eec\u90fd\u53ef\u4ee5\u671f\u5f85\u4e86\u3002<\/p>\n<h2  id=\"toc-1\" class=\"jltoc--item\">01 \u751f\u56fe\u6548\u679c\u79d2\u6740DALL-E 2\u548cStable Diffusion<\/h2>\n<p>Transfusion\u7684\u751f\u56fe\u6548\u679c\u5982\u4f55\uff1f<\/p>\n<p>\u8ba9\u6211\u4eec\u6765\u68c0\u9a8c\u4e00\u4e0b\u3002<\/p>\n<p>\u4ee5\u4e0b\u8fd9\u4e9b\uff0c\u90fd\u662f\u7528\u57282\u4e07\u4ebf\u591a\u6a21\u6001token\u4e0a\u8bad\u7ec3\u768470\u4ebf\u53c2\u6570Transfusion\u751f\u6210\u7684\u56fe\u50cf\u2014\u2014<\/p>\n<p>\u53ef\u4ee5\u770b\u51fa\uff0c\u5b83\u7684\u751f\u56fe\u8d28\u91cf\u975e\u5e38\u4e4b\u9ad8\u3002<\/p>\n<p>\u5728GenEval\u57fa\u51c6\u6d4b\u8bd5\u4e0a\uff0c\u5b83\u76f4\u63a5\u8d85\u8d8a\u4e86DALL-E 2\u548cStable Diffusion XL\uff01<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/914711ba-61e5-11ef-a93e-00163e142b65.png\" \/><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/91c4dfb4-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/92433a12-61e5-11ef-a93e-00163e142b65.png\" \/><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/92bbdba2-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/932533ea-61e5-11ef-a93e-00163e142b65.png\" \/><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/93a320e8-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9426aa76-61e5-11ef-a93e-00163e142b65.png\" \/><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/94b0c274-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/95447596-61e5-11ef-a93e-00163e142b65.png\" \/><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/95b8dca6-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/96376170-61e5-11ef-a93e-00163e142b65.png\" \/><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/96bae888-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u7814\u7a76\u8005\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5177\u6709U-Net\u7f16\u7801\/\u89e3\u7801\u5c42\uff082\u00d72\u6f5c\u5728\u50cf\u7d20\u5757\uff09\u768470\u4ebf\u53c2\u6570\u6a21\u578b\uff0c\u5904\u7406\u76f8\u5f53\u4e8e2T tokens\u7684\u6570\u636e\uff0c\u5176\u4e2d\u5305\u62ec1T\u6587\u672c\u8bed\u6599\u5e93tokens\u548c35\u4ebf\u5f20\u56fe\u50cf\u53ca\u5176\u6807\u6ce8\u3002<\/p>\n<p>\u88689\u663e\u793a\uff0cTransfusion\u5728\u6027\u80fd\u4e0a\u4e0e\u9ad8\u6027\u80fd\u56fe\u50cf\u751f\u6210\u6a21\u578b\u5982DeepFloyd\u76f8\u5f53\uff0c\u540c\u65f6\u8d85\u8d8a\u4e86\u5148\u524d\u53d1\u5e03\u7684\u6a21\u578b\uff0c\u5305\u62ecSDXL\u3002<\/p>\n<p>\u867d\u7136Transfusion\u5728SD 3\u540e\u9762\u7a0d\u663e\u900a\u8272\uff0c\u4f46\u8be5\u6a21\u578b\u901a\u8fc7\u53cd\u5411\u7ffb\u8bd1\u5229\u7528\u5408\u6210\u56fe\u50cf\u6807\u6ce8\uff0c\u5c06\u5176GenEval\u6027\u80fd\u5728\u5c0f\u89c4\u6a21\u4e0a\u63d0\u5347\u4e866.5%\uff080.433\u21920.498\uff09\u3002<\/p>\n<p>\u6b64\u5916\uff0cTransfusion\u6a21\u578b\u4e5f\u53ef\u4ee5\u751f\u6210\u6587\u672c\uff0c\u5e76\u4e14\u5176\u6027\u80fd\u4e0e\u5728\u76f8\u540c\u6587\u672c\u6570\u636e\u5206\u5e03\u4e0a\u8bad\u7ec3\u7684Llama\u6a21\u578b\u76f8\u5f53\u3002<\/p>\n<h2  id=\"toc-2\" class=\"jltoc--item\">02 \u56fe\u50cf\u7f16\u8f91<\/h2>\n<p>\u4ee5\u4e0b\u8fd9\u4e9b\uff0c\u5219\u662f\u7528\u5fae\u8c03\u540e\u768470\u4ebf\u53c2\u6570Transfusion\u6a21\u578b\u7f16\u8f91\u7684\u56fe\u50cf\u2014\u2014<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/97371cdc-61e5-11ef-a93e-00163e142b65.png\" \/><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/97feee2e-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/98a38c04-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/99229076-61e5-11ef-a93e-00163e142b65.png\" \/><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/99d70bb4-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9a5a4c5e-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u7814\u7a76\u8005\u4f7f\u7528\u4ec5\u5305\u542b8000\u4e2a\u516c\u5f00\u53ef\u7528\u56fe\u50cf\u7f16\u8f91\u793a\u4f8b\u7684\u6570\u636e\u96c6\u5bf970\u4ebf\u53c2\u6570\u6a21\u578b\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u5176\u4e2d\u6bcf\u4e2a\u793a\u4f8b\u5305\u62ec\u4e00\u4e2a\u8f93\u5165\u56fe\u50cf\u3001\u4e00\u4e2a\u7f16\u8f91\u63d0\u793a\u8bcd\u548c\u4e00\u4e2a\u8f93\u51fa\u56fe\u50cf\u3002<\/p>\n<p>\u5bf9EmuEdit\u6d4b\u8bd5\u96c6\u4e2d\u968f\u673a\u793a\u4f8b\u7684\u4eba\u5de5\u68c0\u67e5\u8868\u660e\uff0c\u5fae\u8c03\u7684Transfusion\u6a21\u578b\u53ef\u4ee5\u6309\u7167\u6307\u793a\u8fdb\u884c\u56fe\u50cf\u7f16\u8f91\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0cTransfusion\u6a21\u578b\u786e\u5b9e\u53ef\u4ee5\u9002\u5e94\u5e76\u6cdb\u5316\u5230\u65b0\u7684\u6a21\u6001\u7ec4\u5408\u3002<\/p>\n<h2  id=\"toc-3\" class=\"jltoc--item\">03 \u8ba9\u8bed\u8a00\u548c\u56fe\u50cf\u5927\u4e00\u7edf\u7684\u6a21\u578b\u6765\u4e86<\/h2>\n<p>\u6211\u4eec\u90fd\u77e5\u9053\uff0c\u591a\u6a21\u6001\u751f\u6210\u6a21\u578b\u9700\u8981\u80fd\u591f\u611f\u77e5\u3001\u5904\u7406\u548c\u751f\u6210\u79bb\u6563\u5143\u7d20\uff08\u5982\u6587\u672c\u6216\u4ee3\u7801\uff09\u548c\u8fde\u7eed\u5143\u7d20\uff08\u4f8b\u5982\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u6570\u636e\uff09\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u79bb\u6563\u5143\u7d20\u548c\u8fde\u7eed\u5143\u7d20\uff0c\u5374\u5f88\u96be\u5728\u540c\u4e00\u4e2a\u6a21\u578b\u4e2d\u5927\u4e00\u7edf\u8d77\u6765\u3002<\/p>\n<p>\u5728\u79bb\u6563\u6a21\u6001\u4e2d\uff0c\u662f\u8bed\u8a00\u6a21\u578b\u5360\u4e3b\u5bfc\u5730\u4f4d\uff0c\u5b83\u9760\u7684\u662f\u5728\u4e0b\u4e00\u4e2atoken\u9884\u6d4b\u76ee\u6807\u4e0a\u8bad\u7ec3\u7684\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9b053060-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u800c\u5728\u751f\u6210\u8fde\u7eed\u6a21\u6001\u4e0a\uff0c\u5219\u662f\u6269\u6563\u6a21\u578b\u53ca\u5176\u6cdb\u5316\u4e00\u76f4\u5904\u4e8e\u6700\u524d\u6cbf\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9b762b12-61e5-11ef-a93e-00163e142b65.png\" 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decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9bde4ef4-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p style=\"text-align: center;\">\u7814\u7a76\u8005\u7684\u4e3b\u8981\u521b\u65b0\u5c31\u5728\u4e8e\uff0c\u4ed6\u4eec\u9488\u5bf9\u4e0d\u540c\u7684\u6a21\u6001\u4f7f\u7528\u4e86\u4e0d\u540c\u7684\u635f\u5931\u2014\u2014\u6587\u672c\u4f7f\u7528\u8bed\u8a00\u5efa\u6a21\uff0c\u56fe\u50cf\u4f7f\u7528\u6269\u6563\u2014\u2014\u4ece\u800c\u5728\u5171\u4eab\u7684\u6570\u636e\u548c\u53c2\u6570\u4e0a\u8fdb\u884c\u8bad\u7ec3<\/p>\n<p>\u7814\u7a76\u8005\u572850%\u7684\u6587\u672c\u548c50%\u7684\u56fe\u50cf\u6570\u636e\u4e0a\u9884\u8bad\u7ec3\u4e86\u4e00\u4e2aTransformer\u6a21\u578b\uff0c\u4e0d\u8fc7\u5bf9\u4e8e\u4e24\u79cd\u6a21\u6001\u6765\u8bf4\uff0c\u5206\u522b\u4f7f\u7528\u4e86\u4e0d\u540c\u7684\u76ee\u6807\u3002<\/p>\n<p>\u524d\u8005\u7684\u76ee\u6807\u662f\uff0c\u9884\u6d4b\u6587\u672c\u7684\u4e0b\u4e00\u4e2atoken\uff1b\u800c\u540e\u8005\u7684\u76ee\u6807\uff0c\u5219\u662f\u56fe\u50cf\u7684\u6269\u6563\u3002<\/p>\n<p>\u5728\u6bcf\u4e2a\u8bad\u7ec3\u6b65\u9aa4\u4e2d\uff0c\u6a21\u578b\u90fd\u4f1a\u540c\u65f6\u63a5\u89e6\u5230\u8fd9\u4e24\u79cd\u6a21\u6001\u548c\u635f\u5931\u51fd\u6570\u3002\u6807\u51c6\u5d4c\u5165\u5c42\u5c06\u6587\u672ctokens\u8f6c\u6362\u4e3a\u5411\u91cf\uff0c\u800c\u5757\u5316\u5c42\uff08patchification layer\uff09\u5219\u5c06\u6bcf\u4e2a\u56fe\u50cf\u8868\u5f81\u4e3a\u4e00\u7cfb\u5217\u5757\u5411\u91cf\u3002<\/p>\n<p>\u968f\u540e\uff0c\u7814\u7a76\u8005\u5bf9\u6587\u672ctokens\u5e94\u7528\u56e0\u679c\u6ce8\u610f\u529b\uff0c\u5bf9\u56fe\u50cf\u5757\u5e94\u7528\u53cc\u5411\u6ce8\u610f\u529b\u3002<\/p>\n<p>\u5728\u63a8\u7406\u65f6\uff0c\u4ed6\u4eec\u5f15\u5165\u4e86\u4e00\u79cd\u89e3\u7801\u7b97\u6cd5\uff0c\u5b83\u7ed3\u5408\u4e86\u8bed\u8a00\u6a21\u578b\u7684\u6587\u672c\u751f\u6210\u548c\u6269\u6563\u6a21\u578b\u7684\u56fe\u50cf\u751f\u6210\u7684\u6807\u51c6\u5b9e\u8df5\u3002<\/p>\n<p><strong>\u4ece\u6b64\uff0c\u6709\u671b\u8bad\u7ec3\u771f\u6b63\u7684\u591a\u6a21\u6001\u6a21\u578b<\/strong><\/p>\n<p>\u5728\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u4e2d\uff0c\u7814\u7a76\u8005\u53d1\u73b0\uff1aTransfusion\u5728\u8ba1\u7b97\u91cf\u4e0d\u5230\u4e09\u5206\u4e4b\u4e00\u7684\u60c5\u51b5\u4e0b\uff0cFID\u548cCLIP\u5206\u6570\u5747\u8d85\u8fc7\u4e86Chameleon\u7684\u79bb\u6563\u5316\u65b9\u6cd5\u3002<\/p>\n<p>\u5728\u63a7\u5236FLOPs\u7684\u60c5\u51b5\u4e0b\uff0cTransfusion\u7684FID\u5206\u6570\u6bd4Chameleon\u6a21\u578b\u4f4e\u7ea62\u500d\u3002<\/p>\n<p>\u5728\u56fe\u50cf\u5230\u6587\u672c\u751f\u6210\u4e2d\uff0c\u4e5f\u53ef\u4ee5\u89c2\u5bdf\u5230\u7c7b\u4f3c\u7684\u8d8b\u52bf\uff1aTransfusion\u572821.8%\u7684FLOPs\u4e0b\u4e0eChameleon\u5339\u654c\u3002<\/p>\n<p>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0cTransfusion\u5728\u5b66\u4e60\u6587\u672c\u5230\u6587\u672c\u9884\u6d4b\u65b9\u9762\u4e5f\u66f4\u6709\u6548\uff0c\u5728\u5927\u7ea650%\u523060%\u7684Chameleon FLOPs\u4e0b\u5b9e\u73b0\u4e86\u6587\u672c\u4efb\u52a1\u7684\u56f0\u60d1\u5ea6\u5e73\u4ef7\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u7814\u7a76\u8005\u89c2\u5bdf\u5230\uff1a\u56fe\u50cf\u5185\u7684\u53cc\u5411\u6ce8\u610f\u529b\u975e\u5e38\u91cd\u8981\uff0c\u5982\u679c\u7528\u56e0\u679c\u6ce8\u610f\u529b\u66ff\u4ee3\u5b83\uff0c\u5c31\u4f1a\u635f\u5bb3\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u3002<\/p>\n<p>\u4ed6\u4eec\u8fd8\u53d1\u73b0\uff0c\u901a\u8fc7\u6dfb\u52a0U-Net\u4e0a\u4e0b\u5757\u6765\u7f16\u7801\u548c\u89e3\u7801\u56fe\u50cf\uff0c\u5c31\u53ef\u4ee5\u4f7fTransfusion\u5728\u76f8\u5bf9\u8f83\u5c0f\u7684\u6027\u80fd\u635f\u5931\u4e0b\uff0c\u538b\u7f29\u66f4\u5927\u7684\u56fe\u50cf\u5757\uff0c\u4ece\u800c\u80fd\u5c06\u670d\u52a1\u6210\u672c\u964d\u4f4e\u5230\u591a\u8fbe64\u500d\u3002<\/p>\n<p>\u6700\u540e\uff0c\u7814\u7a76\u8005\u8bc1\u660e\u4e86\uff1aTransfusion\u53ef\u4ee5\u751f\u6210\u4e0e\u5176\u4ed6\u6269\u6563\u6a21\u578b\u76f8\u4f3c\u8d28\u91cf\u7684\u56fe\u50cf\u3002<\/p>\n<p>\u4ed6\u4eec\u57282\u4e07\u4ebftokens\u4e0a\uff0c\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u4e86\u4e00\u4e2a7B\u53c2\u6570\u7684Transformer\uff0c\u5b83\u589e\u5f3a\u4e86U-Net\u7684\u4e0b\u91c7\u6837\/\u4e0a\u91c7\u6837\u5c42\uff080.27B\u53c2\u6570\uff09\u3002<\/p>\n<p>\u5728\u8fd92\u4e07\u4ebftokens\u4e2d\uff0c\u5305\u542b1\u4e07\u4ebf\u7684\u6587\u672ctokens\uff0c\u4ee5\u53ca\u5927\u7ea65\u4e2a\u5468\u671f\u7684692M\u56fe\u50cf\u53ca\u6807\u6ce8\uff0c\u76f8\u5f53\u4e8e\u53e6\u59161\u4e07\u4ebf\u4e2apatches\/tokens\u3002<\/p>\n<p>\u5728GenEval\u57fa\u51c6\u4e0a\uff0cTransfusion\u6a21\u578b\u4f18\u4e8e\u5176\u4ed6\u6d41\u884c\u6a21\u578b\uff0c\u5982DALL-E 2\u548cSDXL\u3002<\/p>\n<p>\u800c\u4e14\uff0c\u4e0e\u90a3\u4e9b\u56fe\u50cf\u751f\u6210\u6a21\u578b\u4e0d\u540c\u7684\u662f\uff0c\u5b83\u8fd8\u53ef\u4ee5\u751f\u6210\u6587\u672c\uff0c\u5728\u6587\u672c\u57fa\u51c6\u4e0a\u8fbe\u5230\u4e86Llama 1\u7ea7\u522b\u7684\u6027\u80fd\u6c34\u5e73\u3002<\/p>\n<p>\u603b\u4e4b\uff0c\u5b9e\u9a8c\u8868\u660e\uff1aTransfusion\u662f\u4e00\u79cd\u5341\u5206\u6709\u524d\u9014\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u7528\u4e8e\u8bad\u7ec3\u771f\u6b63\u7684\u591a\u6a21\u6001\u6a21\u578b\u3002<\/p>\n<p><strong>\u6570\u636e\u8868\u5f81<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u5728\u4e24\u79cd\u6a21\u6001\u4e0a\u8fdb\u884c\u4e86\u6570\u636e\u5b9e\u9a8c\uff1a\u79bb\u6563\u6587\u672c\u548c\u8fde\u7eed\u56fe\u50cf\u3002<\/p>\n<p>\u6bcf\u4e2a\u6587\u672c\u5b57\u7b26\u4e32\u88ab\u6807\u8bb0\u5316\u4e3a\u6765\u81ea\u56fa\u5b9a\u8bcd\u6c47\u8868\u7684\u79bb\u6563token\u5e8f\u5217\uff0c\u5176\u4e2d\u6bcf\u4e2atoken\u88ab\u8868\u5f81\u4e3a\u4e00\u4e2a\u6574\u6570\u3002<\/p>\n<p>\u6bcf\u4e2a\u56fe\u50cf\u88ab\u7f16\u7801\u4e3a\u4f7f\u7528VAE\u7684\u6f5c\u5728\u5757\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5757\u88ab\u8868\u5f81\u4e3a\u4e00\u4e2a\u8fde\u7eed\u5411\u91cf\uff1b\u8fd9\u4e9b\u5757\u4ece\u5de6\u5230\u53f3\u3001\u4ece\u4e0a\u5230\u4e0b\u6392\u5e8f\uff0c\u4ee5\u4ece\u6bcf\u4e2a\u56fe\u50cf\u521b\u5efa\u4e00\u4e2a\u5757\u5411\u91cf\u5e8f\u5217\u3002<\/p>\n<p>\u5bf9\u4e8e\u6df7\u5408\u6a21\u6001\u7684\u4f8b\u5b50\uff0c\u7814\u7a76\u8005\u5728\u5c06\u56fe\u50cf\u5e8f\u5217\u63d2\u5165\u6587\u672c\u5e8f\u5217\u4e4b\u524d\uff0c\u7528\u7279\u6b8a\u7684\u56fe\u50cf\u5f00\u59cb\uff08BOI\uff09\u548c\u56fe\u50cf\u7ed3\u675f\uff08EOI\uff09token\u5305\u56f4\u6bcf\u4e2a\u56fe\u50cf\u5e8f\u5217\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5c31\u5f97\u5230\u4e86\u4e00\u4e2a\u53ef\u80fd\u540c\u65f6\u5305\u542b\u79bb\u6563\u5143\u7d20\uff08\u8868\u5f81\u6587\u672ctoken\u7684\u6574\u6570\uff09\u548c\u8fde\u7eed\u5143\u7d20\uff08\u8868\u5f81\u56fe\u50cf\u5757\u7684\u5411\u91cf\uff09\u7684\u5355\u4e00\u5e8f\u5217\u3002<\/p>\n<p><strong>\u6a21\u578b\u67b6\u6784<\/strong><\/p>\n<p>\u6a21\u578b\u7684\u5927\u90e8\u5206\u53c2\u6570\u5c5e\u4e8e\u4e00\u4e2a\u5355\u4e00\u7684Transformer\uff0c\u5b83\u4f1a\u5904\u7406\u6bcf\u4e2a\u5e8f\u5217\uff0c\u65e0\u8bba\u6a21\u6001\u5982\u4f55\u3002<\/p>\n<p>Transformer\u5c06\u4e00\u4e2a\u9ad8\u7ef4\u5411\u91cf\u5e8f\u5217\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u751f\u6210\u7c7b\u4f3c\u7684\u5411\u91cf\u4f5c\u4e3a\u8f93\u51fa\u3002<\/p>\n<p>\u4e3a\u4e86\u5c06\u6570\u636e\u8f6c\u6362\u5230\u8fd9\u4e2a\u7a7a\u95f4\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u5177\u6709\u4e0d\u5171\u4eab\u53c2\u6570\u7684\u8f7b\u91cf\u7ea7\u6a21\u6001\u7ec4\u4ef6\u3002<\/p>\n<p>\u5bf9\u4e8e\u6587\u672c\uff0c\u8fd9\u4e9b\u81ea\u5df1\u7ec4\u4ef6\u662f\u5d4c\u5165\u77e9\u9635\uff0c\u4f1a\u5c06\u6bcf\u4e2a\u8f93\u5165\u6574\u6570\u8f6c\u6362\u4e3a\u5411\u91cf\u7a7a\u95f4\uff0c\u5e76\u5c06\u6bcf\u4e2a\u8f93\u51fa\u5411\u91cf\u8f6c\u6362\u4e3a\u8bcd\u6c47\u8868\u4e0a\u7684\u79bb\u6563\u5206\u5e03\u3002<\/p>\n<p>\u5bf9\u4e8e\u56fe\u50cf\uff0c\u7814\u7a76\u8005\u5219\u5c1d\u8bd5\u4e86\u4e24\u79cd\u65b9\u6cd5\uff0c\u5c06k\u00d7k\u5757\u5411\u91cf\u7684\u5c40\u90e8\u7a97\u53e3\u538b\u7f29\u4e3a\u5355\u4e2aTransformer\u5411\u91cf\uff08\u53cd\u4e4b\u4ea6\u7136\uff09\uff1a\uff081\uff09\u4e00\u4e2a\u7b80\u5355\u7684\u7ebf\u6027\u5c42\uff0c\u4ee5\u53ca\uff082\uff09U-Net\u7684\u4e0a\u4e0b\u5757\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9c55f0c6-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p style=\"text-align: center;\">\u7814\u7a76\u8005\u4f7f\u7528\u9884\u8bad\u7ec3\u7684VAE\uff08\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff09\u5c06\u56fe\u50cf\u548c\u6f5c\u5728\u8868\u5f81\u8fdb\u884c\u4e92\u76f8\u8f6c\u6362\uff0c\u7136\u540e\u901a\u8fc7\u7b80\u5355\u7684\u7ebf\u6027\u5c42\u6216U-Net\u4e0b\u91c7\u6837\u5757\uff0c\u5c06\u5176\u8f6c\u6362\u4e3apatch\u8868\u5f81<\/p>\n<p><strong>Transfusion\u6ce8\u610f\u529b<\/strong><\/p>\n<p>\u8bed\u8a00\u6a21\u578b\u901a\u5e38\u4f7f\u7528\u56e0\u679c\u63a9\u7801\uff0c\u6765\u6709\u6548\u5730\u8ba1\u7b97\u6574\u4e2a\u5e8f\u5217\u7684\u635f\u5931\u548c\u68af\u5ea6\uff0c\u53ea\u9700\u4e00\u6b21\u524d\u5411-\u540e\u5411\u4f20\u9012\uff0c\u800c\u4e0d\u4f1a\u6cc4\u9732\u672a\u6765token\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u56fe\u50cf\u901a\u5e38\u4f1a\u4f7f\u7528\u4e0d\u53d7\u9650\u5236\u7684\uff08\u53cc\u5411\uff09\u6ce8\u610f\u529b\u6765\u5efa\u6a21\u3002<\/p>\n<p>\u800cTransfusion\u901a\u8fc7\u5bf9\u5e8f\u5217\u4e2d\u7684\u6bcf\u4e2a\u5143\u7d20\u5e94\u7528\u56e0\u679c\u6ce8\u610f\u529b\uff0c\u5e76\u5728\u6bcf\u4e2a\u5355\u72ec\u56fe\u50cf\u7684\u5143\u7d20\u5185\u5e94\u7528\u53cc\u5411\u6ce8\u610f\u529b\uff0c\u6765\u7ed3\u5408\u8fd9\u4e24\u79cd\u6ce8\u610f\u529b\u6a21\u5f0f\u3002<\/p>\n<p>\u8fd9\u6837\uff0c\u6bcf\u4e2a\u56fe\u50cf\u5757\u5c31\u53ef\u4ee5\u5728\u5173\u6ce8\u540c\u4e00\u56fe\u50cf\u4e2d\u5176\u4ed6\u5757\u7684\u540c\u65f6\uff0c\u53ea\u5173\u6ce8\u5e8f\u5217\u4e2d\u5148\u524d\u51fa\u73b0\u7684\u6587\u672c\u6216\u5176\u4ed6\u56fe\u50cf\u7684\u5757\u3002<\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u542f\u7528\u56fe\u50cf\u5185\u6ce8\u610f\u529b\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9cbe167e-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p style=\"text-align: center;\">\u5728\u56e0\u679c\u63a9\u7801\u4e0a\u6269\u5c55\u540e\uff0cTransfusion\u5c31\u5141\u8bb8\u540c\u4e00\u56fe\u50cf\u7684patch\u76f8\u4e92\u4e3a\u6761\u4ef6<\/p>\n<p><strong>\u8bad\u7ec3\u76ee\u6807<\/strong><\/p>\n<p>\u4e3a\u4e86\u8bad\u7ec3\u6a21\u578b\uff0c\u7814\u7a76\u8005\u5c06\u8bed\u8a00\u5efa\u6a21\u76ee\u6807LLM\u5e94\u7528\u4e8e\u6587\u672ctoken\u7684\u9884\u6d4b\uff0c\u5c06\u6269\u6563\u76ee\u6807LDDPM\u5e94\u7528\u4e8e\u56fe\u50cf\u5757\u7684\u9884\u6d4b\u3002<\/p>\n<p>LM\u635f\u5931\u662f\u9010\u4e2atoken\u8ba1\u7b97\u7684\uff0c\u800c\u6269\u6563\u635f\u5931\u662f\u9010\u4e2a\u56fe\u50cf\u8ba1\u7b97\u7684\uff0c\u8fd9\u53ef\u80fd\u8de8\u8d8a\u5e8f\u5217\u4e2d\u7684\u591a\u4e2a\u5143\u7d20\uff08\u56fe\u50cf\u5757\uff09\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u6839\u636e\u6269\u6563\u8fc7\u7a0b\uff0c\u5411\u6bcf\u4e2a\u8f93\u5165\u6f5c\u5728\u56fe\u50cfx0\u6dfb\u52a0\u566a\u58f0\u03b5\uff0c\u4ee5\u5728\u5757\u5316\u4e4b\u524d\u4ea7\u751fxt\uff0c\u7136\u540e\u8ba1\u7b97\u56fe\u50cf\u7ea7\u522b\u7684\u6269\u6563\u635f\u5931\u3002<\/p>\n<p>\u901a\u8fc7\u7b80\u5355\u5730\u5c06\u6bcf\u79cd\u6a21\u6001\u4e0a\u8ba1\u7b97\u51fa\u7684\u635f\u5931\u4e0e\u5e73\u8861\u7cfb\u6570\u03bb\u7ed3\u5408\uff0c\u7814\u7a76\u8005\u5408\u5e76\u4e86\u8fd9\u4e24\u79cd\u635f\u5931\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9d19c8e8-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u8fd9\u4e2a\u516c\u5f0f\uff0c\u4e5f\u662f\u4e00\u4e2a\u66f4\u5e7f\u6cdb\u60f3\u6cd5\u7684\u5177\u4f53\u5b9e\u4f8b\uff1a\u5c06\u79bb\u6563\u5206\u5e03\u635f\u5931\u548c\u8fde\u7eed\u5206\u5e03\u635f\u5931\u7ed3\u5408\uff0c\u5c31\u53ef\u4ee5\u4f18\u5316\u540c\u4e00\u6a21\u578b\u3002<\/p>\n<p><strong>\u63a8\u7406<\/strong><\/p>\n<p>\u4e3a\u4e86\u53cd\u6620\u8bad\u7ec3\u76ee\u6807\uff0c\u89e3\u7801\u7b97\u6cd5\u4e5f\u9700\u8981\u5728\u4e24\u79cd\u6a21\u5f0f\u4e4b\u95f4\u5207\u6362\uff1aLM\u548c\u6269\u6563\u3002<\/p>\n<p>\u5728LM\u6a21\u5f0f\u4e2d\uff0c\u4ece\u9884\u6d4b\u5206\u5e03\u4e2d\u9010\u4e2atoken\u8fdb\u884c\u91c7\u6837\u3002\u5f53\u91c7\u6837\u5230\u4e00\u4e2aBOI token\u65f6\uff0c\u89e3\u7801\u7b97\u6cd5\u5207\u6362\u5230\u6269\u6563\u6a21\u5f0f\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u8fd9\u9700\u8981\u5c06\u5f62\u5f0f\u4e3an\u4e2a\u56fe\u50cf\u5757\u7684\u7eaf\u566a\u58f0xT\u9644\u52a0\u5230\u8f93\u5165\u5e8f\u5217\u4e2d\uff08\u53d6\u51b3\u4e8e\u6240\u9700\u7684\u56fe\u50cf\u5927\u5c0f\uff09\uff0c\u5e76\u5728T\u6b65\u5185\u53bb\u566a\u3002<\/p>\n<p>\u5728\u6bcf\u4e00\u6b65t\u4e2d\uff0c\u566a\u58f0\u4f1a\u88ab\u9884\u6d4b\u5e76\u4f7f\u7528\u5b83\u751f\u6210x_(t\u22121)\uff0c\u7136\u540e\u5c06\u5176\u8986\u76d6\u5728\u5e8f\u5217\u4e2d\u7684x_t\u4e0a\u3002\u5373\uff0c\u6a21\u578b\u59cb\u7ec8\u57fa\u4e8e\u566a\u58f0\u56fe\u50cf\u7684\u6700\u540e\u4e00\u4e2a\u65f6\u95f4\u6b65\u8fdb\u884c\u6761\u4ef6\u5904\u7406\uff0c\u65e0\u6cd5\u5173\u6ce8\u4e4b\u524d\u7684\u65f6\u95f4\u6b65\u3002<\/p>\n<p>\u4e00\u65e6\u6269\u6563\u8fc7\u7a0b\u7ed3\u675f\uff0c\u5c31\u5c06\u4e00\u4e2aEOI token\u9644\u52a0\u5230\u9884\u6d4b\u7684\u56fe\u50cf\u4e0a\uff0c\u5e76\u5207\u6362\u56deLM\u6a21\u5f0f\u3002<\/p>\n<p>\u5982\u6b64\u4e00\u6765\uff0c\u5c31\u53ef\u4ee5\u751f\u6210\u4efb\u610f\u6df7\u5408\u7684\u6587\u672c\u548c\u56fe\u50cf\u6a21\u6001\u3002<\/p>\n<h2  id=\"toc-4\" class=\"jltoc--item\">04 \u5b9e\u9a8c<\/h2>\n<p><strong>\u4e0eChameleon\u7684\u6bd4\u8f83<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u5728\u4e0d\u540c\u6a21\u578b\u89c4\u6a21\uff08N\uff09\u548ctoken\u8ba1\u6570\uff08D\uff09\u4e0b\uff0c\u6bd4\u8f83\u4e86Transfusion\u4e0eChameleon\uff0c\u5e76\u4f7f\u7528\u4e24\u8005\u7684\u7ec4\u5408\u4f5c\u4e3aFLOPs\uff086ND\uff09\u7684\u4ee3\u7406\u3002<\/p>\n<p>\u4e3a\u4e86\u7b80\u5316\u548c\u53c2\u6570\u63a7\u5236\uff0c\u8fd9\u4e9b\u5b9e\u9a8c\u4e2d\u7684Transfusion\u53d8\u4f53\u4f7f\u7528\u7b80\u5355\u7684\u7ebf\u6027\u56fe\u50cf\u7f16\u7801\u5668\/\u89e3\u7801\u5668\uff0c\u5757\u5927\u5c0f\u4e3a2\u00d72\uff0c\u4ee5\u53ca\u53cc\u5411\u6ce8\u610f\u529b\u3002<\/p>\n<p>\u5982\u56fe5\u6240\u793a\uff0c\u5728\u6bcf\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cTransfusion\u59cb\u7ec8\u8868\u73b0\u51fa\u6bd4Chameleon\u66f4\u597d\u7684scaling law\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/8f7e54ba-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p style=\"text-align: center;\">\u53d7\u53c2\u6570\u3001\u6570\u636e\u548c\u8ba1\u7b97\u63a7\u5236\u7684\u4e0d\u540c\u89c4\u6a21\u7684Transfusion\u548cChameleon\u6a21\u578b\u7684\u6027\u80fd\uff0c\u5176\u4e2d\u6240\u6709\u8f74\u90fd\u662f\u5bf9\u6570\u7684<\/p>\n<p>\u88683\u5219\u663e\u793a\u4e86\u6a21\u578b\u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u4ee5\u53ca\u5e73\u4ef7FLOP\u6bd4\u7387\u3002<\/p>\n<p>\u5176\u4e2d\uff0c\u5e73\u4ef7FLOP\u6bd4\u7387\u7528\u6765\u4f30\u7b97\u76f8\u5bf9\u8ba1\u7b97\u6548\u7387\uff1aTransfusion\u548cChameleon\u8fbe\u5230\u76f8\u540c\u6027\u80fd\u6c34\u5e73\u6240\u9700\u7684FLOPs\u6570\u91cf\u4e4b\u6bd4\u3002<\/p>\n<p>\u8ba1\u7b97\u6548\u7387\u7684\u5dee\u5f02\u5728\u56fe\u50cf\u751f\u6210\u4e2d\u7279\u522b\u663e\u8457\uff0c\u5176\u4e2dFID Transfusion\u4ee51\/34\u7684\u8ba1\u7b97\u91cf\u5b9e\u73b0\u4e86\u4e0eChameleon\u7684\u5e73\u4ef7\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9d9c6488-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p style=\"text-align: center;\">\u6700\u5927\uff087B\uff09Transfusion\u548cChameleon\u6a21\u578b\u5728\u53d7\u63a7\u73af\u5883\u4e2d\u7684\u6027\u80fd\uff0c\u4e24\u4e2a\u6a21\u578b\u5747\u57280.5T token\u4e0a\u8fdb\u884c\u8bad\u7ec3<\/p>\n<p>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u7eaf\u6587\u672c\u57fa\u51c6\u6d4b\u8bd5\u4e5f\u663e\u793a\u51faTransfusion\u7684\u66f4\u597d\u6027\u80fd\uff0c\u5373\u4f7fTransfusion\u548cChameleon\u4ee5\u76f8\u540c\u65b9\u5f0f\u5efa\u6a21\u6587\u672c\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9e1b03a6-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p style=\"text-align: center;\">\u4e0e\u539f\u59cbLlama 2\u914d\u65b9\u76f8\u6bd4\uff0c0.76B Transfusion\u548cChameleon\u6a21\u578b\u5728\u7eaf\u6587\u672c\u57fa\u51c6\u4e0a\u7684\u6027\u80fd<\/p>\n<p><strong>\u67b6\u6784\u6d88\u878d<\/strong><\/p>\n<p>1\uff09\u6ce8\u610f\u529b\u63a9\u7801<\/p>\n<p>\u88685\u663e\u793a\uff0c\u5728\u6240\u6709\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u542f\u7528\u8fd9\u79cd\u6ce8\u610f\u529b\u6a21\u5f0f\u6bd4\u6807\u51c6\u56e0\u679c\u6ce8\u610f\u529b\u6548\u679c\u66f4\u597d\uff0c\u5e76\u4e14\u5728\u4f7f\u7528\u56fe\u50cf\u7f16\u7801\/\u89e3\u7801\u67b6\u6784\u65f6\u4e5f\u662f\u5982\u6b64\u3002\u7279\u522b\u662f\uff0c\u5728\u4f7f\u7528\u7ebf\u6027\u7f16\u7801\u5c42\u65f6\uff0cFID\u7684\u6539\u5584\u6700\u4e3a\u663e\u8457\uff0861.3\u219220.3\uff09\u3002<\/p>\n<p>\u5728\u4ec5\u56e0\u679c\u7684\u67b6\u6784\u4e2d\uff0c\u5e8f\u5217\u4e2d\u540e\u51fa\u73b0\u7684\u5757\u4e0d\u4f1a\u5411\u524d\u9762\u7684\u5757\u4f20\u9012\u4fe1\u606f\uff1b\u7531\u4e8eU-Net\u5757\u5185\u542b\u6709\u53cc\u5411\u6ce8\u610f\u529b\uff0c\u5e76\u72ec\u7acb\u4e8eTransformer\u7684\u6ce8\u610f\u529b\u63a9\u7801\uff0c\u56e0\u6b64\u8fd9\u79cd\u5dee\u8ddd\u4e0d\u592a\u660e\u663e\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9e99b318-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p style=\"text-align: center;\">\u6709\/\u65e0\u56fe\u50cf\u5185\u53cc\u5411\u6ce8\u610f\u529b\u76840.76B Transfusion\u6a21\u578b\u7684\u6027\u80fd<\/p>\n<p>2\uff09\u5757\u5927\u5c0f<\/p>\n<p>Transfusion\u6a21\u578b\u53ef\u4ee5\u5728\u4e0d\u540c\u5c3a\u5bf8\u7684\u6f5c\u5728\u50cf\u7d20\u5757\u4e0a\u5b9a\u4e49\u3002\u8f83\u5927\u7684\u5757\u5927\u5c0f\u5141\u8bb8\u6a21\u578b\u5728\u6bcf\u4e2a\u8bad\u7ec3\u6279\u6b21\u4e2d\u6253\u5305\u66f4\u591a\u56fe\u50cf\uff0c\u5e76\u663e\u8457\u51cf\u5c11\u63a8\u7406\u8ba1\u7b97\u91cf\uff0c\u4f46\u53ef\u80fd\u4f1a\u5e26\u6765\u6027\u80fd\u635f\u5931\u3002<\/p>\n<p>\u88686\u663e\u793a\uff0c\u867d\u7136\u968f\u7740\u6bcf\u4e2a\u56fe\u50cf\u7531\u66f4\u5c11\u7684\u7ebf\u6027\u7f16\u7801\u5757\u8868\u5f81\uff0c\u6027\u80fd\u786e\u5b9e\u4e00\u81f4\u4e0b\u964d\uff0c\u4f46\u4f7f\u7528U-Net\u7f16\u7801\u7684\u6a21\u578b\u5728\u6d89\u53ca\u56fe\u50cf\u6a21\u6001\u7684\u4efb\u52a1\u4e2d\u53d7\u76ca\u4e8e\u8f83\u5927\u7684\u5757\u3002<\/p>\n<p>\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u8bad\u7ec3\u671f\u95f4\u770b\u5230\u7684\u603b\u56fe\u50cf\uff08\u548c\u6269\u6563\u566a\u58f0\uff09\u6570\u91cf\u66f4\u5927\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u968f\u7740\u5757\u9010\u6e10\u53d8\u5927\uff0c\u6587\u672c\u6027\u80fd\u4e5f\u5728\u53d8\u5dee\u3002<\/p>\n<p>\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3aTransfusion\u9700\u8981\u6295\u5165\u66f4\u591a\u8d44\u6e90\uff08\u5373\u53c2\u6570\uff09\u6765\u5b66\u4e60\u5982\u4f55\u5904\u7406\u5177\u6709\u8f83\u5c11\u5757\u7684\u56fe\u50cf\uff0c\u4ece\u800c\u51cf\u5c11\u63a8\u7406\u8ba1\u7b97\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9f08af48-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>3\uff09\u5757\u7f16\u7801\/\u89e3\u7801\u67b6\u6784<\/p>\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u4f7f\u7528U-Net\u7684\u4e0a\u5347\u548c\u4e0b\u964d\u5757\u6bd4\u4f7f\u7528\u7b80\u5355\u7684\u7ebf\u6027\u5c42\u6709\u4f18\u52bf\u3002<\/p>\n<p>\u4e00\u4e2a\u53ef\u80fd\u7684\u539f\u56e0\u662f\u6a21\u578b\u53d7\u76ca\u4e8eU-Net\u67b6\u6784\u7684\u5f52\u7eb3\u504f\u7f6e\uff1b\u53e6\u4e00\u79cd\u5047\u8bbe\u662f\uff0c\u8fd9\u79cd\u4f18\u52bf\u6765\u81ea\u4e8eU-Net\u5c42\u5f15\u5165\u7684\u6574\u4f53\u6a21\u578b\u53c2\u6570\u7684\u663e\u8457\u589e\u52a0\u3002<\/p>\n<p>\u4e3a\u4e86\u5206\u79bb\u8fd9\u4e24\u4e2a\u6df7\u6742\u56e0\u7d20\uff0c\u7814\u7a76\u8005\u5c06\u6838\u5fc3Transformer\u6269\u5c55\u523070\u4ebf\u4e2a\u53c2\u6570\uff0c\u540c\u65f6\u4fdd\u6301U-Net\u53c2\u6570\u91cf\uff08\u51e0\u4e4e\uff09\u4e0d\u53d8\uff1b\u5728\u8fd9\u79cd\u8bbe\u7f6e\u4e0b\uff0c\u989d\u5916\u7684\u7f16\u7801\u5668\/\u89e3\u7801\u5668\u53c2\u6570\u4ec5\u5360\u603b\u6a21\u578b\u53c2\u6570\u76843.8%\u589e\u52a0\uff0c\u76f8\u5f53\u4e8etoken\u5d4c\u5165\u53c2\u6570\u7684\u91cf\u3002<\/p>\n<p>\u88687\u663e\u793a\uff0c\u5c3d\u7ba1\u968f\u7740Transformer\u7684\u589e\u957f\uff0cU-Net\u5c42\u7684\u76f8\u5bf9\u4f18\u52bf\u7f29\u5c0f\uff0c\u4f46\u5e76\u672a\u6d88\u5931\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5728\u56fe\u50cf\u751f\u6210\u4e2d\uff0cU-Net\u7f16\u7801\u5668\/\u89e3\u7801\u5668\u4f7f\u5f97\u8f83\u5c0f\u7684\u6a21\u578b\u80fd\u591f\u83b7\u5f97\u6bd4\u4f7f\u7528\u7ebf\u6027\u5757\u5316\u5c42\u768470\u4ebf\u6a21\u578b\u66f4\u597d\u7684FID\u5206\u6570\u3002<\/p>\n<p>\u5728\u56fe\u50cf\u63cf\u8ff0\u4e2d\uff0c\u4e5f\u6709\u7c7b\u4f3c\u7684\u8d8b\u52bf\u2014\u2014\u6dfb\u52a0U-Net\u5c42\u8ba91.4B Transformer\uff08\u603b\u8ba11.67B\uff09\u7684CIDEr\u5f97\u5206\u8d85\u8fc7\u4e86\u7ebf\u602770\u4ebf\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p>\u603b\u4f53\u800c\u8a00\uff0cU-Net\u5bf9\u56fe\u50cf\u7684\u7f16\u7801\u548c\u89e3\u7801\u786e\u5b9e\u5177\u6709\u5f52\u7eb3\u504f\u7f6e\u7684\u4f18\u52bf\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9f7855aa-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p style=\"text-align: center;\">Transfusion\u7684\u7ebf\u6027\u548cU-Net\u53d8\u4f53\u5728\u4e0d\u540c\u6a21\u578b\u5927\u5c0f\u4e0a\u7684\u6027\u80fd<\/p>\n<p>4\uff09\u56fe\u50cf\u52a0\u566a<\/p>\n<p>\u5b9e\u9a8c\u4e2d\uff0c80%\u7684\u56fe\u50cf-\u6807\u6ce8\u5bf9\u6309\u7167\u6807\u6ce8\u4f18\u5148\u7684\u987a\u5e8f\u6392\u5217\uff0c\u56fe\u50cf\u4f9d\u8d56\u4e8e\u6807\u6ce8\uff0c\u8fd9\u57fa\u4e8e\u56fe\u50cf\u751f\u6210\u53ef\u80fd\u6bd4\u56fe\u50cf\u7406\u89e3\u66f4\u9700\u8981\u6570\u636e\u7684\u76f4\u89c9\u3002\u5269\u4e0b\u768420%\u5bf9\u5219\u662f\u6807\u6ce8\u4f9d\u8d56\u4e8e\u56fe\u50cf\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u4e9b\u56fe\u50cf\u9700\u8981\u4f5c\u4e3a\u6269\u6563\u76ee\u6807\u7684\u4e00\u90e8\u5206\u88ab\u52a0\u566a\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u8005\u6d4b\u91cf\u4e86\u572820%\u7684\u60c5\u51b5\u4e0b\u9650\u5236\u6269\u6563\u566a\u58f0\u5230\u6700\u5927t=500\uff0c\u5373\u56fe\u50cf\u5728\u6807\u6ce8\u4e4b\u524d\u51fa\u73b0\u65f6\u7684\u6548\u679c\u3002<\/p>\n<p>\u88688\u663e\u793a\uff0c\u9650\u5236\u566a\u58f0\u663e\u8457\u6539\u5584\u4e86\u56fe\u50cf\u63cf\u8ff0\uff0cCIDEr\u5f97\u5206\u663e\u8457\u63d0\u9ad8\uff0c\u540c\u65f6\u5bf9\u5176\u4ed6\u57fa\u51c6\u6d4b\u8bd5\u7684\u5f71\u54cd\u76f8\u5bf9\u8f83\u5c0f\uff08\u5c0f\u4e8e1%\uff09\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/9fec5504-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<h2  id=\"toc-5\" class=\"jltoc--item\">\u7ed3\u8bba<\/h2>\n<p>\u8fd9\u9879\u7814\u7a76\u63a2\u8ba8\u4e86\u5982\u4f55\u5f25\u5408\u79bb\u6563\u5e8f\u5217\u5efa\u6a21\uff08\u4e0b\u4e00\u4e2atoken\u9884\u6d4b\uff09\u4e0e\u8fde\u7eed\u5a92\u4f53\u751f\u6210\uff08\u6269\u6563\uff09\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/p>\n<p>\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u7b80\u5355\u4f46\u4ee5\u524d\u672a\u88ab\u63a2\u7d22\u7684\u89e3\u51b3\u65b9\u6848\uff1a\u5728\u4e24\u4e2a\u76ee\u6807\u4e0a\u8bad\u7ec3\u4e00\u4e2a\u8054\u5408\u6a21\u578b\uff0c\u5c06\u6bcf\u79cd\u6a21\u6001\u4e0e\u5176\u504f\u597d\u7684\u76ee\u6807\u8054\u7cfb\u8d77\u6765\u3002<\/p>\n<p>\u5b9e\u9a8c\u8868\u660e\uff0cTransfusion\u53ef\u4ee5\u6709\u6548\u6269\u5c55\uff0c\u51e0\u4e4e\u6ca1\u6709\u53c2\u6570\u5171\u4eab\u6210\u672c\uff0c\u540c\u65f6\u80fd\u591f\u751f\u6210\u4efb\u4f55\u6a21\u6001\u3002<\/p>\n<h3>\u4f5c\u8005\u4ecb\u7ecd<\/h3>\n<p><strong>Chunting Zhou<\/strong><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/a0631dc4-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u5171\u540c\u4e00\u4f5cChunting Zhou\uff0c\u662fMeta AI\u7684\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c\u7814\u7a76\u5174\u8da3\u662f\u9ad8\u6548\u4e14\u53ef\u6269\u5c55\u7684\u751f\u6210\u6a21\u578b\u3002<\/p>\n<p>\u5979\u4e8e2022\u5e74\u5728\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u5b66\u9662\u7684\u8bed\u8a00\u6280\u672f\u7814\u7a76\u6240\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\uff0c\u4ece\u4e8b\u7684\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u7814\u7a76\u3002\u6b64\u524d\uff0c\u5979\u4e8e2016\u5e74\u5728\u9999\u6e2f\u5927\u5b66\u83b7\u5f97\u8ba1\u7b97\u673a\u79d1\u5b66\u7855\u58eb\u5b66\u4f4d\uff0c\u4e8e2014\u5e74\u5728\u5927\u8fde\u7406\u5de5\u5927\u5b66\u83b7\u5f97\u8ba1\u7b97\u673a\u8f6f\u4ef6\u5de5\u7a0b\u5b66\u58eb\u5b66\u4f4d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/a150b2aa-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p><strong>Lili Yu<\/strong><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/a1bc1f90-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u53e6\u4e00\u4f4d\u5171\u540c\u4e00\u4f5cLili Yu\uff0c\u4e5f\u662fMeta AI\u7684\u7814\u7a76\u79d1\u5b66\u5bb6\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/a2279716-61e5-11ef-a93e-00163e142b65.png\" \/><\/p>\n<p>\u5979\u4e8e2016\u5e74\u5728\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u83b7\u5f97\u7535\u6c14\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\uff0c\u4e8e2011\u5e74\u5728\u5317\u4eac\u5927\u5b66\u83b7\u5f97\u7269\u7406\u5b66\u5b66\u58eb\u5b66\u4f4d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/e9f29884-61e5-11ef-abe2-00163e142b65.png\" \/><\/p>\n<p><strong>Xuezhe Ma<\/strong><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/ea5d4904-61e5-11ef-abe2-00163e142b65.png\" \/><\/p>\n<p>\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u8fd8\u6709\u4e00\u4f4d\u534e\u4eba\u4f5c\u8005Xuezhe Ma\uff0c\u662f\u5357\u52a0\u5dde\u5927\u5b66\u4fe1\u606f\u79d1\u5b66\u7814\u7a76\u6240\u7684\u7814\u7a76\u4e3b\u7ba1\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u7684\u7814\u7a76\u52a9\u7406\u6559\u6388\u3002<\/p>\n<p>\u539f\u5219\u4e0a\uff0c\u8868\u5f81\u5b66\u4e60\u53ef\u4ee5\u81ea\u52a8\u5b66\u4e60\u5728\u6570\u5b66\u548c\u8ba1\u7b97\u4e0a\u4fbf\u4e8e\u5904\u7406\u7684\u8868\u5f81\u3002\u5bf9\u6b64Xuezhe Ma\u8ba4\u4e3a\uff0c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u7684\u8868\u5f81\u5b66\u4e60\u6280\u672f\u53ef\u4ee5\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u4f20\u7edf\u7684\u7279\u5f81\u8bbe\u8ba1\u8303\u5f0f\u3002<\/p>\n<p>\u4ed6\u7684\u7814\u7a76\u91cd\u70b9\u662f\u901a\u8fc7\u5f00\u53d1\u548c\u5206\u6790\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u6765\u5b9e\u73b0\u8fd9\u4e00\u8f6c\u53d8\uff0c\u4ee5\u63d0\u9ad8\u8868\u5f81\u5b66\u4e60\u7684\u6709\u6548\u6027\u3001\u6548\u7387\u3001\u53ef\u89e3\u91ca\u6027\u548c\u9c81\u68d2\u6027\u3002<\/p>\n<p>\u4e3b\u8981\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n<p>&#8211; \u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u6548\u7387\u5f00\u53d1\u4e86\u9ad8\u6548\u7684\u7edf\u4e00\u795e\u7ecf\u67b6\u6784\u548c\u5b66\u4e60\u7b97\u6cd5\uff0c\u4ee5\u5b66\u4e60\u5404\u79cd\u6570\u636e\u6a21\u6001\u7684\u901a\u7528\u8bed\u4e49\u7a7a\u95f4\u3002<\/p>\n<p>&#8211; \u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u9ad8\u6548\u4e14\u9c81\u68d2\u7684\u957f\u4e0a\u4e0b\u6587\u5efa\u6a21\u5f00\u53d1\u4e86\u9ad8\u6548\u4e14\u9c81\u68d2\u7684\u67b6\u6784\u548c\u65b9\u6cd5\uff0c\u7528\u4e8e\u5728\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u5efa\u6a21\u957f\u7a0b\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n<p>&#8211; \u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u5728\u957f\u5e8f\u5217\u6570\u636e\u4e2d\u7684\u5e94\u7528\u548c\u8bc4\u4f30\u65b9\u6cd5\u5c06\u957f\u4e0a\u4e0b\u6587\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e8e\u5b9e\u9645\u4efb\u52a1\uff0c\u5e76\u5f00\u53d1\u53ef\u9760\u7684\u8bc4\u4f30\u6307\u6807\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/eaba4604-61e5-11ef-abe2-00163e142b65.png\" \/><\/p>\n<p>\u4ed6\u5728\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u8bed\u8a00\u6280\u672f\u7814\u7a76\u6240\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\uff0c\u5e08\u4eceEduard Hovy\u6559\u6388\uff0c\u5e76\u5728\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u83b7\u5f97\u4e86\u8ba1\u7b97\u673a\u79d1\u5b66\u7855\u58eb\u548c\u5b66\u58eb\u5b66\u4f4d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/24\/eb2cfcf8-61e5-11ef-abe2-00163e142b65.png\" \/><\/p>\n<p>\u53c2\u8003\u8d44\u6599\uff1a<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"7OLmZLRzwN\"><p><a href=\"https:\/\/the-decoder.com\/metas-transfusion-blends-language-models-and-image-generation-into-one-unified-model\/\">Meta&#8217;s &#8220;Transfusion&#8221; blends language models and image generation into one unified model<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"\u201cMeta&amp;apos;s &quot;Transfusion&quot; blends language models and image generation into one unified model\u201d \u2014 The Decoder\" src=\"https:\/\/the-decoder.com\/metas-transfusion-blends-language-models-and-image-generation-into-one-unified-model\/embed\/#?secret=x5K2aWItOZ#?secret=7OLmZLRzwN\" data-secret=\"7OLmZLRzwN\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>https:\/\/x.com\/violet_zct\/status\/1826243212530610389<\/p>\n<p>https:\/\/x.com\/DrJimFan\/status\/1827116592951652823<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6628\u5929\uff0cMeta\u6700\u65b0\u53d1\u5e03\u7684Transfusion\uff0c\u80fd\u591f\u8bad\u7ec3\u751f\u6210\u6587\u672c\u548c\u56fe\u50cf\u7684\u7edf\u4e00\u6a21\u578b\u4e86\uff01\u5b8c\u7f8e\u878d\u5408Transformer\u548c\u6269\u6563\u9886\u57df\u4e4b\u540e\uff0c\u8bed\u8a00\u6a21\u578b\u548c\u56fe\u50cf\u5927\u4e00\u7edf\uff0c\u53c8\u8fd1\u4e86\u4e00\u6b65\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u771f\u6b63\u7684\u591a\u6a21\u6001AI\u6a21\u578b\uff0c\u53ef\u80fd\u5f88\u5feb\u5c31\u8981\u6765\u4e86\uff01<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[8],"tags":[],"class_list":["post-10020282","post","type-post","status-publish","format-standard","hentry","category-aigc"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020282","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10020282"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020282\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10020282"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10020282"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10020282"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}