{"id":5453,"date":"2024-03-07T11:30:27","date_gmt":"2024-03-07T03:30:27","guid":{"rendered":"https:\/\/4399pay.com\/blog\/?p=5453"},"modified":"2024-03-07T11:30:28","modified_gmt":"2024-03-07T03:30:28","slug":"sora-%e5%a4%8d%e7%8e%b0-%e5%bc%80%e6%ba%90%e3%80%81%e5%85%8d%e8%b4%b9%e4%bd%bf%e7%94%a8","status":"publish","type":"post","link":"\/blog\/archives\/5453","title":{"rendered":"Sora \u590d\u73b0 | \u5f00\u6e90\u3001\u514d\u8d39\u4f7f\u7528"},"content":{"rendered":"

\u8fd1\u65e5\uff0c\u5f00\u53d1 ChatGPT \u7684 OpenAI \u516c\u53f8\u53c8\u653e\u51fa\u738b\u70b8 Sora\uff0c\u4e00\u4e2a\u53ef\u4ee5\u6839\u636e\u6587\u672c\u751f\u6210\u89c6\u9891\u7684 AI \u6a21\u578b\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

OpenAI \u516c\u5e03\u7684 Sora \u751f\u6210\u7684\u89c6\u9891\u7247\u6bb5\u65e0\u7591\u5c06\u89c6\u9891\u751f\u6210\u6280\u672f\u63a8\u5411\u4e86\u4e00\u4e2a\u5d2d\u65b0\u7684\u9ad8\u5ea6\uff0c\u6807\u5fd7\u7740\u4eba\u5de5\u667a\u80fd\u5728\u89c6\u9891\u521b\u4f5c\u9886\u57df\u8fc8\u5165\u4e86\u65b0\u7684\u91cc\u7a0b\u7891\u3002\u8fd9\u4e00\u6280\u672f\u7684\u51fa\u73b0\uff0c\u65e0\u7591\u4e3a\u7535\u5f71\u3001\u52a8\u753b\u3001\u6e38\u620f\u3001\u5e7f\u544a\u7b49\u591a\u4e2a\u5185\u5bb9\u521b\u4f5c\u9886\u57df\u5e26\u6765\u4e86\u9769\u547d\u6027\u7684\u53d8\u5316\u3002<\/p>\n

Sora \u7684\u51fa\u8272\u8868\u73b0\uff0c\u4f7f\u5f97\u5185\u5bb9\u521b\u4f5c\u8005\u4eec\u80fd\u591f\u62e5\u6709\u66f4\u52a0\u4fbf\u6377\u3001\u9ad8\u6548\u7684\u521b\u4f5c\u5de5\u5177\u3002\u5b83\u4e0d\u4ec5\u80fd\u591f\u5feb\u901f\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u7247\u6bb5\uff0c\u8fd8\u80fd\u591f\u5728\u77ed\u65f6\u95f4\u5185\u5b8c\u6210\u590d\u6742\u7684\u7279\u6548\u5904\u7406\uff0c\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u5185\u5bb9\u521b\u4f5c\u7684\u6548\u7387\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u5c3d\u7ba1 Sora \u7684\u6e90\u4ee3\u7801\u5e76<\/span>\u672a\u5f00\u6e90\uff0c\u4f46GitHub \u4e0a\u60ca\u559c\u5730\u51fa\u73b0\u4e86 Colossal-AI \u56e2\u961f\u5f00\u6e90\u7684\u5b8c\u6574 Sora \u590d\u73b0\u67b6\u6784\u65b9\u6848\u2014\u2014Open-Sora\u3002\u8fd9\u4e00\u65b9\u6848\u63d0\u4f9b\u4e86\u4ece\u6570\u636e\u5904\u7406\u5230\u6a21\u578b\u8bad\u7ec3\uff0c\u518d\u5230\u90e8\u7f72\u7684\u8be6\u5c3d\u6b65\u9aa4\uff0c\u4e3a\u6e34\u671b\u63a2\u7d22 Sora \u6280\u672f\u7684\u5f00\u53d1\u8005\u4eec\u6253\u5f00\u4e86\u4e00\u6247\u7a97\u3002<\/span><\/p>\n

Open-Sora \u4e0d\u4ec5\u6210\u529f\u964d\u4f4e\u4e86 46% \u7684\u590d\u73b0\u6210\u672c\uff0c\u4f7f\u5f97\u66f4\u591a\u5f00\u53d1\u8005\u80fd\u591f\u63a5\u89e6\u5e76\u7814\u7a76\u8fd9\u4e00\u524d\u6cbf\u6280\u672f\uff0c\u800c\u4e14\u5b83\u8fd8\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u6a21\u578b\u8bad\u7ec3\u7684\u6548\u80fd\uff0c\u5c06\u8f93\u5165\u5e8f\u5217\u957f\u5ea6\u6269\u5145\u81f3 819K patches\uff0c\u8fd9\u610f\u5473\u7740\u6a21\u578b\u80fd\u591f\u5904\u7406\u66f4\u7ec6\u81f4\u3001\u66f4\u590d\u6742\u7684\u89c6\u9891\u5185\u5bb9\u3002<\/span><\/p>\n

Open-Sora \u7684\u51fa\u73b0\uff0c\u65e0\u7591\u4e3a\u89c6\u9891\u751f\u6210\u6280\u672f\u7684\u53d1\u5c55\u6ce8\u5165\u4e86\u65b0\u7684\u6d3b\u529b\uff0c\u63a8\u52a8\u4e86\u8be5\u9886\u57df\u7684\u7814\u7a76\u548c\u5e94\u7528\u5411\u66f4\u9ad8\u5c42\u6b21\u8fc8\u8fdb\u3002<\/span><\/p>\n

\n

GitHub \u5730\u5740\uff1ahttps:\/\/github.com\/hpcaitech\/Open-Sora<\/span><\/p>\n<\/blockquote>\n

\u65e2\u7136 Sora \u6ca1\u6709\u5f00\u6e90\uff0c\u90a3\u8fd9\u4e2a\u590d\u73b0\u65b9\u6848\u4ece\u4f55\u800c\u6765\u5462\uff1f\u63a5\u4e0b\u6765\uff0c\u5c31\u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b\u5df2\u516c\u5e03\u7684 Sora \u6280\u672f\u539f\u7406\u4ee5\u53ca Open-Sora \u5230\u5e95\u6709\u6ca1\u6709\u771f\u4e1c\u897f\uff01<\/p>\n

\n

Sora \u7b97\u6cd5\u590d\u73b0\u65b9\u6848<\/span><\/h2>\n
\"\u56fe\u7247\"<\/figure>\n

\u968f\u7740 Sora \u89c6\u9891\u7684\u53d1\u5e03\uff0cOpenAI \u8fd8\u516c\u5e03\u4e86\u4e00\u4efd\u8be6\u5c3d\u7684\u6280\u672f\u62a5\u544a\uff0c\u6df1\u5165\u5256\u6790\u4e86 Sora \u7684\u5de5\u4f5c\u539f\u7406\u3002\u62a5\u544a\u663e\u793a\uff0cSora \u5229\u7528\u4e86\u4e00\u4e2a\u4e13\u95e8\u8bbe\u8ba1\u7684\u89c6\u9891\u538b\u7f29\u7f51\u7edc\uff0c\u5c06\u4e0d\u540c\u5c3a\u5bf8\u7684\u89c6\u9891\u5185\u5bb9\u538b\u7f29\u8fdb\u4e00\u4e2a\u540d\u4e3a\u201c\u9690\u7a7a\u95f4\u201d\uff08latent space\uff09\u7684\u7279\u5b9a\u7ef4\u5ea6\u4e2d\uff0c\u8f6c\u5316\u4e3a\u4e00\u7cfb\u5217\u201c\u65f6\u7a7a\u5757\u201d\uff08temporal patch\uff09\u3002\u8fd9\u4e00\u6b65\u9aa4\u6781\u5927\u5730\u7b80\u5316\u4e86\u89c6\u9891\u5904\u7406\u7684\u590d\u6742\u6027\uff0c\u4e3a\u540e\u7eed\u7684\u9ad8\u6548\u5904\u7406\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/span><\/p>\n

\u968f\u540e\uff0cSora \u91c7\u7528\u4e86\u5148\u8fdb\u7684 Diffusion Transformer \u6280\u672f\u5bf9\u8fd9\u4e9b\u65f6\u7a7a\u5757\u8fdb\u884c\u53bb\u566a\u5904\u7406\u3002\u8fd9\u79cd\u53bb\u566a\u6280\u672f\u7c7b\u4f3c\u4e8e\u56fe\u50cf\u548c\u89c6\u9891\u5904\u7406\u4e2d\u7684\u964d\u566a\u6280\u672f\uff0c\u4f46\u66f4\u590d\u6742\u3001\u66f4\u7cbe\u7ec6\uff0c\u80fd\u591f\u53bb\u9664\u7531\u538b\u7f29\u5f15\u5165\u7684\u566a\u58f0\u548c\u5931\u771f\uff0c\u6062\u590d\u51fa\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u4fe1\u606f\u3002<\/span><\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u6839\u636e\u4e0a\u9762\u63cf\u8ff0\u7684\u6280\u672f\u539f\u7406\uff0cOpen-Sora \u5c06 Sora \u53ef\u80fd\u4f7f\u7528\u7684\u8bad\u7ec3\u6d41\u7a0b\u5f52\u7eb3\u4e3a\u4e0b\u56fe\u3002<\/p>\n

\"\u56fe\u7247\"<\/figure>\n

\u7efc\u4e0a\u6240\u8ff0\uff0cOpen-Sora \u4f5c\u4e3a Sora \u6280\u672f\u7684\u590d\u73b0\u6846\u67b6\uff0c\u7528 Python \u5b9e\u73b0\u4e86\u5c06\u539f\u89c6\u9891\u8f6c\u5316\u6210\u901a\u7528\u578b\u5927\u6a21\u578b\u80fd\u5904\u7406\u7684\u6700\u5c0f\u5355\u5143 patches \u7684\u6a21\u5757\uff08patches \u7c7b\u4f3c\u6587\u672c\u7684 token\uff09\uff0c\u7136\u540e\u5728\u53bb\u566a\u6b65\u9aa4\u63d0\u4f9b\u4e86 3 \u79cd\u5e38\u89c1\u7684\u591a\u6a21\u6001\u6a21\u578b\u7ed3\u6784\u3002<\/p>\n

\u76ee\u524d Open-Sora \u63d0\u4f9b\u7684\u529f\u80fd\uff0c\u5982\u4e0b\uff1a<\/p>\n

    \n
  • \n
    \u5b8c\u6574\u7684 Sora \u590d\u73b0\u67b6\u6784<\/strong>\uff1a\u5305\u542b\u4ece\u6570\u636e\u5904\u7406\u5230\u8bad\u7ec3\u63a8\u7406\u5168\u6d41\u7a0b\u3002<\/section>\n<\/li>\n
  • \n
    \u52a8\u6001\u5206\u8fa8\u7387<\/strong>\uff1a\u8bad\u7ec3\u65f6\u53ef\u76f4\u63a5\u8bad\u7ec3\u4efb\u610f\u5206\u8fa8\u7387\u7684\u89c6\u9891\uff0c\u65e0\u9700\u8fdb\u884c\u7f29\u653e\u3002<\/section>\n<\/li>\n
  • \n
    \u591a\u79cd\u6a21\u578b\u7ed3\u6784<\/strong>\uff1a\u7531\u4e8e Sora \u5b9e\u9645\u6a21\u578b\u7ed3\u6784\u672a\u77e5\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86 adaLN-zero\u3001cross attention\u3001in-context conditioning\uff08token concat\uff09\u7b49 3 \u79cd\u5e38\u89c1\u7684\u591a\u6a21\u6001\u6a21\u578b\u7ed3\u6784\u3002<\/section>\n<\/li>\n
  • \n
    \u591a\u79cd\u89c6\u9891\u538b\u7f29\u65b9\u6cd5<\/strong>\uff1a\u7528\u6237\u53ef\u81ea\u884c\u9009\u62e9\u4f7f\u7528\u539f\u59cb\u89c6\u9891\u3001VQVAE\uff08\u89c6\u9891\u539f\u751f\u7684\u6a21\u578b\uff09\u3001SD-VAE\uff08\u56fe\u50cf\u539f\u751f\u7684\u6a21\u578b\uff09\u8fdb\u884c\u8bad\u7ec3\u3002<\/section>\n<\/li>\n
  • \n
    \u591a\u79cd\u5e76\u884c\u8bad\u7ec3\u4f18\u5316<\/strong>\uff1a\u652f\u6301\u7ed3\u5408 Colossal-AI \u7684 AI \u5927\u6a21\u578b\u7cfb\u7edf\u4f18\u5316\u80fd\u529b\uff0c\u53ca Ulysses \u548c FastSeq \u7684\u6df7\u5408\u5e8f\u5217\u5e76\u884c\u3002<\/section>\n<\/li>\n<\/ul>\n

    \u6a21\u578b\u8bad\u7ec3\u7684\u786e\u9700\u8981\u5de8\u5927\u7684\u8ba1<\/span>\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\u6210\u672c\uff0c\u56e0\u6b64\u4efb\u4f55\u80fd\u591f\u964d\u4f4e\u8fd9\u4e9b\u6210\u672c\u7684\u4f18\u5316\u90fd\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002<\/span>Open-Sora \u7684\u51fa\u73b0\uff0c\u4ee5\u4ee4\u4eba\u77a9\u76ee\u7684 46% \u6210\u672c\u8282\u7701<\/strong>\uff0c\u4e3a\u6211\u4eec\u5c55\u793a\u4e86\u5982\u4f55\u9ad8\u6548\u5730\u8fdb\u884c\u7c7b Sora \u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u590d\u73b0\u3002\u800c\u4e14\uff0c\u5b83\u8fd8<\/span>\u5c06\u6a21\u578b\u8bad\u7ec3\u7684\u8f93\u5165\u5e8f\u5217\u957f\u5ea6\u5927\u5e45\u6269\u5c55\u5230\u8fd1\u767e\u4e07<\/strong>\uff0c\u8fd9\u65e0\u7591\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86<\/span>\u6a21\u578b\u7684\u6027\u80fd\u548c\u5904\u7406\u80fd\u529b\u3002<\/span><\/p>\n

    \n

    \u6027\u80fd\u4f18\u5316<\/span><\/h2>\n

    \u4e0d\u540c\u4e8e LLM \u7684\u5927\u6a21\u578b\u3001\u5927\u6fc0\u6d3b\uff0cSora \u7c7b\u8bad\u7ec3\u4efb\u52a1\u7684\u7279\u70b9\u662f\u6a21\u578b\u672c\u4f53\u4e0d\u5927\uff08\u5982\u5728 10B \u4ee5\u4e0b\uff09<\/strong>\uff0c\u4f46\u662f\u7531\u4e8e\u89c6\u9891\u590d\u6742\u6027\u5e26\u6765\u7684\u5e8f\u5217\u957f\u5ea6\u7279\u522b\u957f\u3002<\/p>\n

    \u5728\u6b64\u60c5\u51b5\u4e0b\uff0cPyTorch \u6570\u636e\u5e76\u884c\u5df2\u65e0\u6cd5\u8fd0\u884c\uff0c\u800c\u4f20\u7edf\u7684\u6a21\u578b\u5e76\u884c\u3001\u96f6\u5197\u4f59\u6570\u636e\u5e76\u884c\u5e26\u6765\u7684\u6536\u76ca\u6709\u9650<\/strong>\u3002\u56e0\u6b64\uff0c\u5728\u652f\u6301 AMP\uff08FP16\/BF16\uff09\u3001Flash Attention\u3001Gradient checkpointing\u3001ZeRO-DP \u7b49\u573a\u666f\u4f18\u5316\u7b56\u7565\u7684\u57fa\u7840\u4e0a\uff0cOpen-Sora \u8fdb\u4e00\u6b65\u5f15\u5165\u4e24\u79cd\u4e0d\u540c\u7684\u5e8f\u5217\u5e76\u884c\u65b9\u6cd5\u5b9e\u73b0\uff0c\u53ef\u4ee5 ZeRO \u4e00\u8d77\u4f7f\u7528\u5b9e\u73b0\u6df7\u5408\u5e76\u884c\uff1a<\/p>\n

    \"\u56fe\u7247\"<\/figure>\n
      \n
    1. \n
      \u901a\u7528\u6027\u8f83\u5f3a\u7684 Ulysses\uff0c\u5bf9\u5c0f\u89c4\u6a21\u6216\u957f\u5e8f\u5217\u8868\u73b0\u53ef\u80fd\u66f4\u597d\u3002\"\u56fe\u7247\"<\/section>\n<\/li>\n
    2. \n
      FastSeq \u80fd\u5c06 qkv projection \u7684\u8ba1\u7b97\u548c all-gather \u901a\u4fe1\u91cd\u53e0\uff0c\u53ea\u9700\u591a\u5360\u7528\u4e00\u70b9\u5185\u5b58\u5c31\u53ef\u66f4\u8fdb\u4e00\u6b65\u63d0\u5347\u8bad\u7ec3\u6548\u7387\u3002<\/section>\n<\/li>\n<\/ol>\n

      \u8fd9\u4e24\u79cd\u5e8f\u5217\u5e76\u884c\u65b9\u6848\uff0c\u90fd\u53ef\u4ee5\u8f7b\u677e\u4e0e ZeRO2 \u5171\u540c\u4f7f\u7528\u6765\u5b9e\u73b0\u6df7\u5408\u5e76\u884c\u3002<\/p>\n

      \u4ee5\u5728\u5355\u53f0 H800 SXM 8*80GB GPU \u4e0a\u4f7f\u7528\u00a0DiT-XL\/2<\/code>\u00a0\u6a21\u578b\u7684\u6027\u80fd\u6d4b\u8bd5\u4e3a\u4f8b\u3002<\/p>\n

      \"\u56fe\u7247\"<\/figure>\n

      \u5728 600K \u7684\u5e8f\u5217\u957f\u5ea6\u65f6\uff0cOpen-Sora \u7684\u65b9\u6848\u6bd4\u57fa\u7ebf\u65b9\u6848\u6709\u00a040% \u4ee5\u4e0a\u7684\u6027\u80fd\u63d0\u5347\u548c\u6210\u672c\u964d\u4f4e<\/strong>\u3002<\/p>\n

      \"\u56fe\u7247\"<\/figure>\n

      \u5728\u4fdd\u8bc1\u66f4\u5feb\u8bad\u7ec3\u901f\u5ea6\u7684\u60c5\u51b5\u4e0b\uff0cOpen-Sora \u8fd8\u80fd\u8bad\u7ec3 30% \u66f4\u957f\u7684\u5e8f\u5217\uff0c\u8fbe\u5230 819K+<\/strong>\u3002<\/p>\n

      \n

      \u6700\u540e<\/span><\/h2>\n

      \u5728\u89c6\u9891\u5185\u5bb9\u8fc5\u901f\u5360\u636e\u4e3b\u6d41\u5730\u4f4d\u7684\u4eca\u5929\uff0cAI\u751f\u6210\u89c6\u9891\u6280\u672f\u6210\u4e3a\u4e86\u4f17\u4eba\u77a9\u76ee\u7684\u7126\u70b9\uff0c\u800cSora\u7684\u60ca\u8273\u4eae\u76f8\u66f4\u662f\u5c06\u8fd9\u4e00\u9886\u57df\u63a8\u5411\u4e86\u65b0\u7684\u9ad8\u6f6e\u3002\u7136\u800c\uff0c\u4eca\u5929\u6211\u4eec\u6240\u4ecb\u7ecd\u7684Open-Sora\uff0c\u5c3d\u7ba1\u521a\u521a\u5f00\u6e90\uff0c\u5c1a\u672a\u63d0\u4f9b\u8bad\u7ec3\u5b8c\u6210\u7684\u7c7bSora\u6a21\u578b\uff0c\u65e0\u6cd5\u76f4\u63a5\u7528\u4e8e\u89c6\u9891\u751f\u6210\uff0c\u4f46\u5b83\u7684\u51fa\u73b0\u4f9d\u7136\u5f15\u53d1\u4e86\u6781\u5927\u7684\u5173\u6ce8\u3002<\/p>\n

      Open-Sora\u4e3a\u89c6\u9891\u751f\u6210\u9886\u57df\u63d0\u4f9b\u4e86\u4e00\u5957\u7ecf\u8fc7\u7cbe\u5fc3\u4f18\u5316\u7684\u4f4e\u6210\u672c\u5f00\u53d1\u6846\u67b6\uff0c\u65e8\u5728\u4e3a\u7528\u6237\u63d0\u4f9b\u65b9\u4fbf\u6613\u7528\u3001\u6210\u672c\u4f4e\u5ec9\u4e14\u8d28\u91cf\u53ef\u9760\u7684\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\u3002\u5c3d\u7ba1\u6211\u4eec\u4e0d\u80fd\u76f4\u63a5\u5229\u7528\u5b83\u751f\u6210\u89c6\u9891\uff0c\u4f46Open-Sora\u7684\u51fa\u73b0\u65e0\u7591\u4e3a\u90a3\u4e9b\u6e34\u671b\u63a2\u7d22Sora\u6280\u672f\u3001\u6709\u5fd7\u4e8e\u590d\u73b0\u5e76\u8d76\u8d85Sora\u7684\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u4eec\u6253\u5f00\u4e86\u4e00\u6247\u5927\u95e8\u3002<\/p>\n

      \u5bf9\u4e8e\u5bf9Open-Sora\u611f\u5174\u8da3\u7684\u670b\u53cb\u4eec\uff0c\u4f60\u4eec\u53ef\u4ee5\u6df1\u5165\u7814\u7a76\u5176\u6e90\u7801\uff08\u57fa\u4e8ePython\uff09\uff0c\u6216\u8005\u53c2\u4e0e\u5230\u5f00\u6e90\u793e\u533a\u4e2d\uff0c\u5171\u540c\u4e3a\u590d\u73b0Sora\u3001\u63a8\u52a8\u89c6\u9891\u751f\u6210\u6280\u672f\u7684\u8fdb\u6b65\u8d21\u732e\u529b\u91cf\u3002\u5c3d\u7ba1\u7bc7\u5e45\u6709\u9650\uff0c\u65e0\u6cd5\u5c55\u5f00\u66f4\u591a\u7684\u6280\u672f\u7ec6\u8282\uff0c\u4f46\u76f8\u4fe1\u968f\u7740\u793e\u533a\u7684\u4e0d\u65ad\u58ee\u5927\u548c\u6280\u672f\u7684\u6301\u7eed\u8fed\u4ee3\uff0cOpen-Sora\u5c06\u4e3a\u89c6\u9891\u751f\u6210\u9886\u57df\u5e26\u6765\u66f4\u591a\u7684\u60ca\u559c\u548c\u7a81\u7834\u3002<\/p>\n

      \n

      GitHub \u5730\u5740\uff1ahttps:\/\/github.com\/hpcaitech\/Open-Sora<\/span><\/p>\n<\/blockquote>\n

      \n

      \n","protected":false},"excerpt":{"rendered":"

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