{"id":27607,"date":"2025-03-04T15:25:12","date_gmt":"2025-03-04T07:25:12","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27607"},"modified":"2025-03-04T15:32:53","modified_gmt":"2025-03-04T07:32:53","slug":"tuxiangshengchengmoxing-c","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/tuxiangshengchengmoxing-c\/","title":{"rendered":"\u56fe\u50cf\u751f\u6210\u6a21\u578b CogView4\uff0c\u5ba3\u5e03\u5f00\u6e90\uff01"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/285bf9a9912823c.jpeg\" 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Apache 2.0\u534f\u8bae\u5f00\u6e90\u7684\u56fe\u50cf\u751f\u6210\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1>\u4e00\u3001\u8bc4\u6d4b<\/h1>\n<p>DPG-Bench\uff08Dense Prompt Graph Benchmark\uff09\u662f\u4e00\u4e2a\u7528\u4e8e\u8bc4\u4f30\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u6a21\u578b\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4e3b\u8981\u5173\u6ce8\u6a21\u578b\u5728\u590d\u6742\u8bed\u4e49\u5bf9\u9f50\u548c\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u65b9\u9762\u7684\u8868\u73b0\u3002<\/p>\n<p>CogView4-6B\uff0c\u5176\u5728 DPG-Bench\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u7efc\u5408\u8bc4\u5206\u6392\u540d\u7b2c\u4e00\uff0c\u5728\u5f00\u6e90\u6587\u751f\u56fe\u6a21\u578b\u4e2d\u8fbe\u5230 SOTA\u3002<\/p>\n<section><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/9bccaa0a6826144.png\" alt=\"Image\" \/><\/section>\n<section><\/section>\n<h1>\u4e8c\u3001\u4efb\u610f\u957f\u5ea6&amp;\u4efb\u610f\u5206\u8fa8\u7387<\/h1>\n<p>CogView4\u6a21\u578b\u5b9e\u73b0\u4e86\u4efb\u610f\u957f\u5ea6\u7684\u6587\u672c\u63cf\u8ff0\u548c\u4efb\u610f\u5206\u8fa8\u7387\u56fe\u50cf\u7684\u6df7\u5408\u8bad\u7ec3\u8303\u5f0f\u3002<\/p>\n<p>1\u3001\u56fe\u50cf\u4f4d\u7f6e\u7f16\u7801<\/p>\n<p>CogView4\u91c7\u7528\u4e8c\u7ef4\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff082D RoPE\uff09\u6765\u5efa\u6a21\u56fe\u50cf\u7684\u4f4d\u7f6e\u4fe1\u606f\uff0c\u5e76\u901a\u8fc7\u5185\u63d2\u4f4d\u7f6e\u7f16\u7801\u7684\u65b9\u5f0f\u652f\u6301\u4e0d\u540c\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u3002<\/p>\n<p>2\u3001\u6269\u6563\u751f\u6210\u5efa\u6a21<\/p>\n<p>\u6a21\u578b\u91c7\u7528Flow-matching\u65b9\u6848\u8fdb\u884c\u6269\u6563\u751f\u6210\u5efa\u6a21\uff0c\u5e76\u7ed3\u5408\u53c2\u6570\u5316\u7684\u7ebf\u6027\u52a8\u6001\u566a\u58f0\u89c4\u5212\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u5206\u8fa8\u7387\u56fe\u50cf\u7684\u4fe1\u566a\u6bd4\u9700\u6c42\u3002<\/p>\n<p>3\u3001\u67b6\u6784\u8bbe\u8ba1<\/p>\n<p>\u5728DiT\u6a21\u578b\u67b6\u6784\u4e0a\uff0cCogView4\u5ef6\u7eed\u4e86\u4e0a\u4e00\u4ee3\u7684Share-param DiT\u67b6\u6784\uff0c\u5e76\u4e3a\u6587\u672c\u548c\u56fe\u50cf\u6a21\u6001\u5206\u522b\u8bbe\u8ba1\u72ec\u7acb\u7684\u81ea\u9002\u5e94LayerNorm\u5c42\uff0c\u4ee5\u5b9e\u73b0\u6a21\u6001\u95f4\u7684\u9ad8\u6548\u9002\u914d\u3002<\/p>\n<p>4\u3001\u591a\u9636\u6bb5\u8bad\u7ec3<\/p>\n<p>CogView4\u91c7\u7528\u591a\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff0c\u5305\u62ec\u57fa\u7840\u5206\u8fa8\u7387\u8bad\u7ec3\u3001\u6cdb\u5206\u8fa8\u7387\u8bad\u7ec3\u3001\u9ad8\u8d28\u91cf\u6570\u636e\u5fae\u8c03\u4ee5\u53ca\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\u8bad\u7ec3\u3002\u8fd9\u79cd\u5206\u9636\u6bb5\u8bad\u7ec3\u65b9\u5f0f\u4e0d\u4ec5\u8986\u76d6\u4e86\u5e7f\u6cdb\u7684\u56fe\u50cf\u5206\u5e03\uff0c\u8fd8\u786e\u4fdd\u751f\u6210\u7684\u56fe\u50cf\u5177\u6709\u9ad8\u7f8e\u611f\u5e76\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u3002<\/p>\n<p>5\u3001\u8bad\u7ec3\u6846\u67b6\u4f18\u5316<\/p>\n<p>\u4ece\u6587\u672c\u89d2\u5ea6\uff0cCogView4\u7a81\u7834\u4e86\u4f20\u7edf\u56fa\u5b9atoken\u957f\u5ea6\u7684\u9650\u5236\uff0c\u5141\u8bb8\u66f4\u9ad8\u7684token\u4e0a\u9650\uff0c\u5e76\u663e\u8457\u51cf\u5c11\u4e86\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6587\u672ctoken\u5197\u4f59\u3002\u5f53\u8bad\u7ec3caption\u7684\u5e73\u5747\u957f\u5ea6\u5728200-300 token\u65f6\uff0c\u4e0e\u56fa\u5b9a512 token\u7684\u4f20\u7edf\u65b9\u6848\u76f8\u6bd4\uff0cCogView4\u51cf\u5c11\u4e86\u7ea650%\u7684token\u5197\u4f59\uff0c\u5e76\u5728\u6a21\u578b\u9012\u8fdb\u8bad\u7ec3\u9636\u6bb5\u5b9e\u73b0\u4e865%-30%\u7684\u6548\u7387\u63d0\u5347\u3002<\/p>\n<p>\u4ece\u56fe\u50cf\u89d2\u5ea6\uff0c\u6df7\u5408\u5206\u8fa8\u7387\u8bad\u7ec3\u4f7f\u6a21\u578b\u80fd\u591f\u652f\u6301\u8f83\u5927\u8303\u56f4\u5185\u7684\u4efb\u610f\u5206\u8fa8\u7387\u751f\u6210\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u521b\u4f5c\u7684\u81ea\u7531\u5ea6\u3002\u76ee\u6807\u5206\u8fa8\u7387\u53ea\u9700\u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/acc79de2c1c7e94.png\" \/><\/p>\n<p>\u8fd9\u4e24\u70b9\u53ef\u4ee5\u6781\u5927\u63d0\u9ad8\u521b\u4f5c\u7684\u81ea\u7531\u5ea6\u3002<\/p>\n<p>\u793a\u4f8b\uff1a\u8d85\u957f\u6545\u4e8b\uff08\u56db\u683c\u6f2b\u753b\uff09<\/p>\n<section><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d6432a91c76b9d9.png\" alt=\"Image\" \/><\/section>\n<section>\n<section>\u8bf7\u751f\u6210\u4e00\u5f20\u56fe\u5305\u542b\u56db\u4e2a\u573a\u666f\u7684\u56db\u683c\u6f2b\u753b\u56fe\uff0c\u91c7\u7528\u52a8\u6f2b\u63d2\u753b\u98ce\u683c\u7684\u8fde\u73af\u753b\u3002\u5176\u4e2d\u4e3b\u8981\u51fa\u73b0\u7684\u89d2\u8272\u6709\uff1a\u5c0f\u660e\uff1a\u4eba\u7c7b\u7537\u5b69\uff0c\u62e5\u6709\u4e00\u9897\u52c7\u6562\u7684\u5fc3\uff0c\u624b\u6301\u5b9d\u5251\uff0c\u7a7f\u7740\u7b80\u6613\u7684\u6218\u58eb\u670d\u88c5\u3002<\/p>\n<p>\u516c\u4e3b\uff1a\u4eba\u7c7b\u5973\u6027\uff0c\u7f8e\u4e3d\u4f18\u96c5\uff0c\u7a7f\u7740\u534e\u4e3d\u7684\u516c\u4e3b\u670d\u9970\uff0c\u88ab\u56da\u7981\u5728\u602a\u517d\u7684\u8001\u5de2\u3002<\/p>\n<p>\u56fd\u738b\uff1a\u4eba\u7c7b\u7537\u6027\uff0c\u5a01\u4e25\u800c\u4ec1\u6148\uff0c\u7a7f\u7740\u534e\u4e3d\u7684\u738b\u8005\u670d\u9970\uff0c\u5750\u5728\u738b\u56fd\u7684\u5b9d\u5ea7\u4e0a\u3002<\/p>\n<p>\u706b\u7130\u9f99\uff1a\u602a\u517d\uff0c\u5168\u8eab\u8986\u76d6\u7740\u706b\u7130\u822c\u7684\u9cde\u7247\uff0c\u53e3\u5410\u706b\u7130\uff0c\u4f53\u578b\u5e9e\u5927\u3002<\/p>\n<p>\u9ed1\u6697\u9b54\u738b\uff1a\u602a\u517d\uff0c\u4f53\u578b\u5de8\u5927\uff0c\u5168\u8eab\u7b3c\u7f69\u5728\u9ed1\u6697\u4e2d\uff0c\u62e5\u6709\u5f3a\u5927\u7684\u9b54\u6cd5\u529b\u91cf\u3002<\/p>\n<p><strong>Scene 1: \u5c0f\u660e\u8e0f\u4e0a\u5f81\u7a0b<\/strong><\/p>\n<p>\u521b\u5efa\u4e00\u4e2a\u52a8\u6f2b\u98ce\u683c\u7684\u573a\u666f\uff0c\u80cc\u666f\u662f\u58ee\u4e3d\u7684\u738b\u56fd\u5ead\u9662\u3002\u573a\u666f\u4e2d\u7684\u4e3b\u8981\u89d2\u8272\u662f\u5c0f\u660e\uff08\u4eba\u7c7b\u7537\u5b69\uff0c\u62e5\u6709\u4e00\u9897\u52c7\u6562\u7684\u5fc3\uff0c\u624b\u6301\u5b9d\u5251\uff0c\u7a7f\u7740\u7b80\u6613\u7684\u6218\u58eb\u670d\u88c5\uff09\uff0c\u4ed6\u6b63\u4ee5\u8e0f\u4e0a\u5f81\u7a0b\u7684\u59ff\u52bf\u5c55\u73b0\u3002\u5305\u62ec\u5ead\u9662\u4e2d\u7684\u82b1\u8349\u548c\u8fdc\u5904\u57ce\u5821\u7684\u7ec6\u8282\uff0c\u6668\u66e6\u7684\u5149\u7167\u4f20\u8fbe\u51fa\u52c7\u6562\u548c\u51b3\u5fc3\u3002\u8d28\u91cf\uff1a\u6770\u4f5c\uff0c\u6700\u4f73\u8d28\u91cf\uff0c\u8d85\u8be6\u7ec6\uff0c4k<\/p>\n<p><strong>Scene 2: \u5c0f\u660e\u6218\u80dc\u706b\u7130\u9f99<\/strong><\/p>\n<p>\u521b\u5efa\u4e00\u4e2a\u52a8\u6f2b\u98ce\u683c\u7684\u573a\u666f\uff0c\u80cc\u666f\u662f\u70bd\u70ed\u7684\u706b\u5c71\u53e3\u3002\u573a\u666f\u4e2d\u7684\u4e3b\u8981\u89d2\u8272\u662f\u5c0f\u660e\uff08\u4eba\u7c7b\u7537\u5b69\uff0c\u62e5\u6709\u4e00\u9897\u52c7\u6562\u7684\u5fc3\uff0c\u624b\u6301\u5b9d\u5251\uff0c\u7a7f\u7740\u7b80\u6613\u7684\u6218\u58eb\u670d\u88c5\uff09\uff0c\u4ed6\u6b63\u5904\u4e8e\u6218\u80dc\u706b\u7130\u9f99\u7684\u77ac\u95f4\u3002\u5305\u62ec\u706b\u5c71\u53e3\u7684\u5ca9\u77f3\u548c\u7194\u5ca9\u7684\u7ec6\u8282\uff0c\u706b\u7ea2\u7684\u5149\u7167\u4f20\u8fbe\u51fa\u6fc0\u70c8\u548c\u52c7\u6c14\u3002\u8d28\u91cf\uff1a\u6770\u4f5c\uff0c\u6700\u4f73\u8d28\u91cf\uff0c\u8d85\u8be6\u7ec6\uff0c4k<\/p>\n<p><strong>Scene 3: 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encoder \u6362\u4e3a\u5177\u5907\u53cc\u8bed\u80fd\u529b\u7684GLM-4 encoder\uff0c\u5e76\u901a\u8fc7\u4e2d\u82f1\u53cc\u8bed\u56fe\u6587\u5bf9\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f7fCogView4\u6a21\u578b\u5177\u5907\u53cc\u8bed\u63d0\u793a\u8bcd\u8f93\u5165\u80fd\u529b\u3002<\/p>\n<p>\u76ee\u524d\u6765\u770b\uff0cCogView4 \u662f\u9996\u4e2a\u652f\u6301\u4e2d\u82f1\u53cc\u8bed\u63d0\u793a\u8bcd\u8f93\u5165\u7684\u5f00\u6e90\u6587\u751f\u56fe\u6a21\u578b\uff0c\u5c24\u5176\u64c5\u957f\u7406\u89e3\u548c\u9075\u5faa\u4e2d\u6587\u63d0\u793a\u8bcd\uff0c\u5e76\u80fd\u5728\u753b\u9762\u4e2d\u751f\u6210\u6c49\u5b57\u3002\u8fd9\u4e24\u70b9\u7279\u6027\u66f4\u52a0\u9002\u5408\u56fd\u5185\u5e7f\u544a\u3001\u77ed\u89c6\u9891\u7b49\u9886\u57df\u5e7f\u6cdb\u7684\u521b\u610f\u9700\u6c42\u3002<\/p>\n<section><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/b114fa884a9947c.jpg\" alt=\"Image\" 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