{"id":37648,"date":"2025-02-01T20:00:54","date_gmt":"2025-02-01T12:00:54","guid":{"rendered":"https:\/\/17aitech.com\/?p=37648"},"modified":"2025-02-01T20:00:54","modified_gmt":"2025-02-01T12:00:54","slug":"%e9%bb%84%e4%bb%81%e5%8b%8b%e5%9c%88%e9%87%8d%e7%82%b9%e7%9a%84%e4%b8%96%e7%95%8c%e6%a8%a1%e5%9e%8b%e5%b9%b3%e5%8f%b0%e6%98%af%e4%b8%aa%e5%95%a5%ef%bc%9f%e6%8a%80%e6%9c%af%e6%8a%a5%e5%91%8a%e5%85%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37648","title":{"rendered":"\u9ec4\u4ec1\u52cb\u5708\u91cd\u70b9\u7684\u4e16\u754c\u6a21\u578b\u5e73\u53f0\u662f\u4e2a\u5565\uff1f\u6280\u672f\u62a5\u544a\u5168\u89e3\u6790\uff0c\u534e\u4eba\u8d21\u732e\u4e2d\u575a\u529b\u91cf"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-08-5\" target=\"_blank\">\u9ec4\u4ec1\u52cb\u5708\u91cd\u70b9\u7684\u4e16\u754c\u6a21\u578b\u5e73\u53f0\u662f\u4e2a\u5565\uff1f\u6280\u672f\u62a5\u544a\u5168\u89e3\u6790\uff0c\u534e\u4eba\u8d21\u732e\u4e2d\u575a\u529b\u91cf<\/a><\/p>\n<section>AI \u7684\u4e0b\u4e00\u4e2a\u524d\u6cbf\u662f\u7269\u7406\u3002\u5728\u6628\u5929\u7684 CES \u53d1\u5e03\u4f1a\u4e0a\uff0c\u82f1\u4f1f\u8fbe CEO \u9ec4\u4ec1\u52cb\u901a\u8fc7\u4e00\u4e2a\u540d\u4e3a\u300cCosmos\u300d\u7684\u5e73\u53f0\u70b9\u660e\u4e86\u8fd9\u4e00\u4e3b\u9898\u3002<\/section>\n<section><\/section>\n<section>\u7b80\u5355\u6765\u8bf4\uff0cCosmos \u662f\u4e00\u4e2a\u4e16\u754c\u6a21\u578b\u5e73\u53f0\uff0c\u4e0a\u9762\u6709\u4e00\u7cfb\u5217\u5f00\u6e90\u3001\u5f00\u653e\u6743\u91cd\u7684\u89c6\u9891\u4e16\u754c\u6a21\u578b\uff0c\u53c2\u6570\u91cf\u4ece 4B \u5230 14B \u4e0d\u7b49\u3002\u8fd9\u4e9b\u6a21\u578b\u7684\u4f5c\u7528\u975e\u5e38\u660e\u786e\uff0c\u5c31\u662f\u4e3a\u673a\u5668\u4eba\u3001\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u7b49\u5728\u7269\u7406\u4e16\u754c\u4e2d\u8fd0\u884c\u7684 AI \u7cfb\u7edf\u751f\u6210\u5927\u91cf\u7167\u7247\u7ea7\u771f\u5b9e\u3001\u57fa\u4e8e\u7269\u7406\u7684\u5408\u6210\u6570\u636e\uff0c\u4ee5\u89e3\u51b3\u8be5\u9886\u57df\u6570\u636e\u4e25\u91cd\u4e0d\u8db3\u7684\u95ee\u9898\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/-gtGJSZHGm2fzkAyU3s3ew?token=1636334529&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5c4a4a327c51c5d953947954b73ea4e2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5c4a4a327c51c5d953947954b73ea4e2.png\"><\/a><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a42035a6acc92a4d9d18d04a2680e255.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a42035a6acc92a4d9d18d04a2680e255.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u82f1\u4f1f\u8fbe\u7684 Cosmos \u5e73\u53f0\u4e00\u6b21\u53d1\u5e03\u4e86 8 \u4e2a\u6a21\u578b\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u6a21\u578b\u5728 2000 \u4e07\u5c0f\u65f6\u7684\u89c6\u9891\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5206\u4e3a\u6269\u6563\uff08\u8fde\u7eed token\uff09\u548c\u81ea\u56de\u5f52\uff08\u79bb\u6563 token\uff09\u6a21\u578b\u4e24\u7c7b\uff0c\u652f\u6301\u6587\u672c\u751f\u6210\u89c6\u9891\u548c\u6587\u672c + \u89c6\u9891\u751f\u6210\u89c6\u9891\u4e24\u79cd\u751f\u6210\u65b9\u5f0f\u3002<\/section>\n<section><\/section>\n<section>\u751f\u6210\u6548\u679c\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-dc7882c25517b49bcfea97a92e8e98d5.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-dc7882c25517b49bcfea97a92e8e98d5.gif\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c0f8903a64f583b0d3e96457edda5bbf.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c0f8903a64f583b0d3e96457edda5bbf.gif\"><\/a><\/section>\n<section>\u82f1\u4f1f\u8fbe\u8868\u793a\uff0c\u5df2\u7ecf\u6709\u8bb8\u591a\u9886\u5148\u7684\u673a\u5668\u4eba\u548c\u6c7d\u8f66\u516c\u53f8\u6210\u4e3a Cosmos \u7684\u9996\u6279\u7528\u6237\uff0c\u5305\u62ec 1X\u3001Agile Robots\u3001Agility\u3001Uber \u7b49\u7b49\u3002<\/section>\n<section><\/section>\n<section>\u9ec4\u4ec1\u52cb\u8868\u793a\uff1a\u300c\u673a\u5668\u4eba\u6280\u672f\u7684 ChatGPT \u65f6\u523b\u5373\u5c06\u5230\u6765\u3002\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e00\u6837\uff0c\u4e16\u754c\u57fa\u7840\u6a21\u578b\u5bf9\u4e8e\u63a8\u52a8\u673a\u5668\u4eba\u548c\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u5f00\u53d1\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u5e76\u975e\u6240\u6709\u5f00\u53d1\u8005\u90fd\u5177\u5907\u8bad\u7ec3\u81ea\u5df1\u7684\u4e16\u754c\u6a21\u578b\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u8d44\u6e90\u3002\u6211\u4eec\u521b\u5efa Cosmos \u662f\u4e3a\u4e86\u8ba9\u7269\u7406 AI \u666e\u53ca\u5316\uff0c\u8ba9\u6bcf\u4e2a\u5f00\u53d1\u8005\u90fd\u80fd\u7528\u4e0a\u901a\u7528\u673a\u5668\u4eba\u6280\u672f\u3002\u300d<\/section>\n<section><\/section>\n<section>Cosmos \u6a21\u578b\u5df2\u7ecf\u516c\u5f00\u53d1\u5e03\uff0c\u4e0b\u9762\u662f\u76f8\u5173\u5730\u5740\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u82f1\u4f1f\u8fbe API \u76ee\u5f55\uff1ahttps:\/\/build.nvidia.com\/explore\/simulation<\/section>\n<\/li>\n<li>\n<section>Hugging Face\uff1ahttps:\/\/huggingface.co\/collections\/nvidia\/cosmos-6751e884dc10e013a0a0d8e6<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u9664\u4e86\u6a21\u578b\uff0c\u82f1\u4f1f\u8fbe\u8fd8\u516c\u5f00\u4e86 Cosmos \u7684\u6280\u672f\u62a5\u544a\u3002\u4ece\u8d21\u732e\u8005\u540d\u5355\u6765\u770b\uff0c\u534e\u4eba\u5b66\u8005\u627f\u62c5\u4e86\u8be5\u9879\u76ee\u7684\u5927\u91cf\u5de5\u4f5c\uff0c\u6709\u4e9b\u5c0f\u7ec4\uff08\u6bd4\u5982 Prompt Upsampler\uff09\u751a\u81f3\u51fa\u73b0\u4e86\u5168\u5458\u534e\u4eba\u7684\u73b0\u8c61\uff08\u6587\u672b\u53ef\u89c1\u5b8c\u6574\u540d\u5355\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-674ac6a652e393d038bcf9562a57c5c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-674ac6a652e393d038bcf9562a57c5c6.png\"><\/a><\/section>\n<section>\u6280\u672f\u62a5\u544a\u5730\u5740\uff1ahttps:\/\/d1qx31qr3h6wln.cloudfront.net\/publications\/NVIDIA%20Cosmos_4.pdf<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f\u6280\u672f\u62a5\u544a\u7684\u6838\u5fc3\u5185\u5bb9\u3002<\/section>\n<section><\/section>\n<section><strong>\u6280\u672f\u62a5\u544a\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section>\u6280\u672f\u62a5\u544a\u4e3b\u8981\u4ecb\u7ecd\u4e86\u7528\u4e8e\u6784\u5efa\u7269\u7406 AI \u7684 Cosmos \u4e16\u754c\u57fa\u7840\u6a21\u578b\uff08WFM\uff09\u5e73\u53f0\u3002\u4f5c\u8005\u4e3b\u8981\u5173\u6ce8\u7684\u662f\u89c6\u89c9\u4e16\u754c\u57fa\u7840\u6a21\u578b\u3002\u5728\u8fd9\u79cd\u6a21\u578b\u4e2d\uff0c\u89c2\u5bdf\u7ed3\u679c\u4ee5\u89c6\u9891\u5f62\u5f0f\u5448\u73b0\uff0c\u6270\u52a8\u53ef\u4ee5\u4ee5\u5404\u79cd\u5f62\u5f0f\u5b58\u5728\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 2 \u6240\u793a\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u9884\u8bad\u7ec3\uff0c\u7136\u540e\u540e\u8bad\u7ec3\u7684\u8303\u5f0f\uff0c\u5c06 WFM \u5206\u6210\u9884\u8bad\u7ec3 WFM \u548c\u540e\u8bad\u7ec3 WFM\u3002\u4e3a\u4e86\u5efa\u7acb\u9884\u8bad\u7ec3 WFM\uff0c\u4ed6\u4eec\u5229\u7528\u5927\u89c4\u6a21\u7684\u89c6\u9891\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u8ba9\u6a21\u578b\u63a5\u89e6\u5230\u5404\u79cd\u4e0d\u540c\u7684\u89c6\u89c9\u4f53\u9a8c\uff0c\u4f7f\u5176\u6210\u4e3a\u4e00\u4e2a\u901a\u624d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-17fd26387362a7880abc6b410f144fe4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-17fd26387362a7880abc6b410f144fe4.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u5efa\u7acb\u540e\u8bad\u7ec3 WFM\uff0c\u4ed6\u4eec\u4f7f\u7528\u4ece\u7279\u5b9a\u7269\u7406 AI \u73af\u5883\u4e2d\u6536\u96c6\u7684\u6570\u636e\u96c6\uff0c\u5bf9\u9884\u8bad\u7ec3 WFM \u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u5efa\u7acb\u4e13\u95e8\u7684 WFM\uff0c\u7528\u4e8e\u76ee\u6807\u660e\u786e\u7684\u4e13\u95e8\u7269\u7406 AI \u8bbe\u7f6e\u3002\u56fe 1 \u5c55\u793a\u4e86\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3 WFM \u7684\u7ed3\u679c\u793a\u4f8b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5edfe320edfe1b5a1d0d5b9951581e5a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5edfe320edfe1b5a1d0d5b9951581e5a.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4aeb2d855691418c52f8aee3ae23c3e9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4aeb2d855691418c52f8aee3ae23c3e9.png\"><\/a><\/section>\n<section>\u6570\u636e\u51b3\u5b9a\u4e86 AI \u6a21\u578b\u7684\u4e0a\u9650\u3002\u4e3a\u4e86\u6784\u5efa\u4e00\u4e2a\u9ad8\u4e0a\u9650\u7684\u9884\u8bad\u7ec3 WFM\uff0c\u4f5c\u8005\u5f00\u53d1\u4e86\u4e00\u4e2a\u89c6\u9891\u6570\u636e\u6574\u7406 pipeline\u3002\u4ed6\u4eec\u7528\u5b83\u6765\u5b9a\u4f4d\u5177\u6709\u4e30\u5bcc\u52a8\u6001\u6548\u679c\u548c\u9ad8\u89c6\u89c9\u8d28\u91cf\u7684\u89c6\u9891\u90e8\u5206\uff0c\u4ee5\u4fc3\u8fdb\u6a21\u578b\u5b66\u4e60\u7f16\u7801\u5728\u89c6\u89c9\u5185\u5bb9\u4e2d\u7684\u7269\u7406\u77e5\u8bc6\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u4f7f\u7528\u8be5 pipeline \u4ece\u957f\u8fbe 2000 \u4e07\u5c0f\u65f6\u7684\u89c6\u9891\u96c6\u5408\u4e2d\u63d0\u53d6\u4e86\u7ea6 1 \u4ebf\u4e2a\u89c6\u9891\u7247\u6bb5\uff0c\u7247\u6bb5\u957f\u5ea6\u4ece 2 \u79d2\u5230 60 \u79d2\u4e0d\u7b49\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u7247\u6bb5\uff0c\u4ed6\u4eec\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u4e3a\u6bcf 256 \u5e27\u63d0\u4f9b\u4e00\u4e2a\u89c6\u9891\u63cf\u8ff0\u3002\u89c6\u9891\u5904\u7406\u662f\u8ba1\u7b97\u5bc6\u96c6\u578b\u5de5\u4f5c\u3002\u4f5c\u8005\u5229\u7528\u73b0\u4ee3 GPU \u786c\u4ef6\u5b9e\u73b0\u7684 H.264 \u89c6\u9891\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u8fdb\u884c\u89e3\u7801\u548c\u8f6c\u7801\u3002\u8fd9\u4e2a\u89c6\u9891\u6570\u636e\u6574\u7406 pipeline \u5229\u7528\u4e86\u8bb8\u591a\u9884\u8bad\u7ec3\u7684\u56fe\u50cf \/ \u89c6\u9891\u7406\u89e3\u6a21\u578b\u3002\u8fd9\u4e9b\u6a21\u578b\u5177\u6709\u4e0d\u540c\u7684\u541e\u5410\u91cf\u3002\u4e3a\u4e86\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u751f\u6210\u53ef\u8bad\u7ec3\u89c6\u9891\u6570\u636e\u7684\u603b\u4f53\u541e\u5410\u91cf\uff0c\u4f5c\u8005\u6784\u5efa\u4e86\u4e00\u4e2a\u57fa\u4e8e Ray \u7684\u534f\u8c03 pipeline\u3002<\/section>\n<section><\/section>\n<section>\u5728\u62a5\u544a\u4e2d\uff0c\u4f5c\u8005\u63a2\u8ba8\u4e86\u4e24\u79cd\u7528\u4e8e\u6784\u5efa\u9884\u8bad\u7ec3 WFM \u7684\u53ef\u6269\u5c55\u65b9\u6cd5\u3002\u8fd9\u4e24\u79cd\u65b9\u6cd5\u662f\u57fa\u4e8e transformer \u7684\u6269\u6563\u6a21\u578b\u548c\u81ea\u56de\u5f52\u6a21\u578b\u3002\u6269\u6563\u6a21\u578b\u901a\u8fc7\u9010\u6b65\u53bb\u9664\u9ad8\u65af\u566a\u58f0\u89c6\u9891\u4e2d\u7684\u566a\u58f0\u6765\u751f\u6210\u89c6\u9891\u3002\u81ea\u56de\u5f52\u6a21\u578b\u57fa\u4e8e\u4e4b\u524d\u7684\u751f\u6210\u5185\u5bb9\uff0c\u6309\u7167\u9884\u8bbe\u987a\u5e8f\u9010\u6bb5\u751f\u6210\u89c6\u9891\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e24\u79cd\u65b9\u6cd5\u90fd\u80fd\u5c06\u56f0\u96be\u7684\u89c6\u9891\u751f\u6210\u95ee\u9898\u5206\u89e3\u4e3a\u66f4\u5bb9\u6613\u89e3\u51b3\u7684\u5b50\u95ee\u9898\uff0c\u4ece\u800c\u4f7f\u95ee\u9898\u66f4\u52a0\u5bb9\u6613\u89e3\u51b3\u3002\u4f5c\u8005\u5229\u7528 SOTA transformer \u67b6\u6784\u6765\u63d0\u9ad8\u5176\u53ef\u6269\u5c55\u6027\u3002\u5728\u7b2c 5.1 \u8282\u4e2d\uff0c\u4ed6\u4eec\u4ecb\u7ecd\u4e86\u4e00\u79cd\u57fa\u4e8e Transformer \u7684\u6269\u6563\u6a21\u578b\u8bbe\u8ba1\uff0c\u5b83\u5177\u6709\u5f3a\u5927\u7684\u4e16\u754c\u751f\u6210\u80fd\u529b\u3002\u5728\u7b2c 5.2 \u8282\u4e2d\uff0c\u4ed6\u4eec\u4ecb\u7ecd\u4e86\u4e00\u79cd\u57fa\u4e8e Transformer \u7684\u81ea\u56de\u5f52\u6a21\u578b\u8bbe\u8ba1\uff0c\u7528\u4e8e\u751f\u6210\u4e16\u754c\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e Transformer \u7684\u6269\u6563\u6a21\u578b\u548c\u57fa\u4e8e Transformer \u7684\u81ea\u56de\u5f52\u6a21\u578b\u90fd\u4f7f\u7528 token \u6765\u8868\u793a\u89c6\u9891\uff0c\u524d\u8005\u4f7f\u7528\u5411\u91cf\u5f62\u5f0f\u7684\u8fde\u7eed token\uff0c\u540e\u8005\u4f7f\u7528\u6574\u6570\u5f62\u5f0f\u7684\u79bb\u6563 token\u3002\u4f5c\u8005\u6ce8\u610f\u5230\uff0c\u89c6\u9891 token \u5316 \u2014\u2014 \u4e00\u4e2a\u5c06\u89c6\u9891\u8f6c\u6362\u4e3a token \u96c6\u7684\u8fc7\u7a0b \u2014\u2014 \u662f\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u8fc7\u7a0b\u3002\u89c6\u9891\u5305\u542b\u4e30\u5bcc\u7684\u89c6\u89c9\u4e16\u754c\u4fe1\u606f\u3002\u7136\u800c\uff0c\u4e3a\u4e86\u4fbf\u4e8e\u5b66\u4e60\u4e16\u754c\u57fa\u7840\u6a21\u578b\uff0c\u6211\u4eec\u9700\u8981\u5c06\u89c6\u9891\u538b\u7f29\u4e3a\u7d27\u51d1\u7684 token \u5e8f\u5217\uff0c\u540c\u65f6\u6700\u5927\u9650\u5ea6\u5730\u4fdd\u7559\u89c6\u9891\u4e2d\u7684\u539f\u59cb\u5185\u5bb9\uff0c\u56e0\u4e3a\u4e16\u754c\u57fa\u7840\u6a21\u578b\u8bad\u7ec3\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u4f1a\u968f\u7740 token \u6570\u91cf\u7684\u589e\u52a0\u800c\u589e\u52a0\u3002\u5728\u5f88\u591a\u65b9\u9762\uff0c\u6784\u5efa\u89c6\u9891 tokenizer \u4e0e\u6784\u5efa\u89c6\u9891\u7f16\u89e3\u7801\u5668\u7c7b\u4f3c\u3002\u4f5c\u8005\u5f00\u53d1\u4e86\u4e00\u79cd\u57fa\u4e8e\u6ce8\u610f\u529b\u7684\u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668\u67b6\u6784\uff0c\u7528\u4e8e\u5b66\u4e60\u8fde\u7eed\u548c\u79bb\u6563 token \u7684\u89c6\u9891 token \u5316\uff08\u89c1\u7b2c 4 \u7ae0\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7b2c 6 \u7ae0\u4e2d\uff0c\u4f5c\u8005\u5bf9\u9884\u8bad\u7ec3\u7684 WFM \u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u83b7\u5f97\u9002\u7528\u4e8e\u5404\u79cd\u7269\u7406 AI \u4efb\u52a1\u7684\u540e\u8bad\u7ec3 WFM\u3002\u5728\u7b2c 6.1 \u8282\u4e2d\uff0c\u4f5c\u8005\u5bf9\u9884\u8bad\u7ec3\u7684\u6269\u6563 WFM \u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u5176\u6210\u4e3a\u76f8\u673a\u59ff\u6001\u6761\u4ef6\u3002\u8fd9\u79cd\u540e\u8bad\u7ec3\u521b\u5efa\u4e86\u4e00\u4e2a\u53ef\u5bfc\u822a\u7684\u865a\u62df\u4e16\u754c\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u79fb\u52a8\u865a\u62df\u89c6\u70b9\u6765\u63a2\u7d22\u6240\u521b\u5efa\u7684\u4e16\u754c\u3002\u5728\u7b2c 6.2 \u8282\u4e2d\uff0c\u4ed6\u4eec\u5728\u7531\u89c6\u9891\u52a8\u4f5c\u5e8f\u5217\u7ec4\u6210\u7684\u5404\u79cd\u673a\u5668\u4eba\u4efb\u52a1\u4e2d\u5bf9 WFM \u8fdb\u884c\u5fae\u8c03\u3002\u7ed3\u679c\u8868\u660e\uff0c\u901a\u8fc7\u5229\u7528\u9884\u8bad\u7ec3\u7684 WFM\uff0c\u53ef\u4ee5\u6839\u636e\u673a\u5668\u4eba\u91c7\u53d6\u7684\u884c\u52a8\u66f4\u597d\u5730\u9884\u6d4b\u4e16\u754c\u7684\u672a\u6765\u72b6\u6001\u3002\u5728\u7b2c 6.3 \u8282\u4e2d\uff0c\u4f5c\u8005\u6f14\u793a\u4e86\u5982\u4f55\u9488\u5bf9\u5404\u79cd\u81ea\u52a8\u9a7e\u9a76\u76f8\u5173\u4efb\u52a1\u5bf9\u9884\u8bad\u7ec3\u7684 WFM \u8fdb\u884c\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section>\u82f1\u4f1f\u8fbe\u5f00\u53d1\u7684 WFM \u7684\u9884\u671f\u7528\u9014\u662f\u7269\u7406 AI \u6784\u5efa\u8005\u3002\u4e3a\u4e86\u5728\u4f7f\u7528 WFM \u65f6\u66f4\u597d\u5730\u4fdd\u62a4\u5f00\u53d1\u4eba\u5458\uff0c\u4f5c\u8005\u5f00\u53d1\u4e86\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u7684\u9632\u62a4\u7cfb\u7edf\uff0c\u5176\u4e2d\u5305\u62ec\u4e00\u4e2a\u7528\u4e8e\u963b\u6b62\u6709\u5bb3\u8f93\u5165\u7684\u524d\u7f6e\u9632\u62a4\u7cfb\u7edf\u548c\u4e00\u4e2a\u7528\u4e8e\u963b\u6b62\u6709\u5bb3\u8f93\u51fa\u7684\u540e\u7f6e\u9632\u62a4\u7cfb\u7edf\u3002\u8be6\u60c5\u89c1\u7b2c 7 \u7ae0\u3002<\/section>\n<section><\/section>\n<section>\u82f1\u4f1f\u8fbe\u7684\u76ee\u6807\u662f\u5efa\u7acb\u4e00\u4e2a\u4e16\u754c\u57fa\u7840\u6a21\u578b\u5e73\u53f0\uff0c\u5e2e\u52a9\u7269\u7406 AI \u6784\u5efa\u8005\u63a8\u8fdb\u4ed6\u4eec\u7684\u7cfb\u7edf\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u4ed6\u4eec\u6839\u636e NVIDIA \u5f00\u653e\u6a21\u578b\u8bb8\u53ef\uff0c\u5206\u522b\u5728 NVIDIA Cosmos \u548c NVIDIA Cosmos Tokenizer \u76ee\u5f55\u4e0b\u63d0\u4f9b\u9884\u8bad\u7ec3\u7684\u4e16\u754c\u57fa\u7840\u6a21\u578b\u548c tokenizer\u3002\u9884\u8bad\u7ec3\u811a\u672c\u548c\u540e\u8bad\u7ec3\u811a\u672c\u5c06\u4e0e\u89c6\u9891\u6570\u636e\u6574\u7406 pipeline \u4e00\u8d77\u5728 NVIDIA Nemo Framework \u76ee\u5f55\u4e0b\u63d0\u4f9b\uff0c\u4ee5\u5e2e\u52a9\u6784\u5efa\u8005\u5236\u4f5c\u5fae\u8c03\u6570\u636e\u96c6\u3002<\/section>\n<ul>\n<li>\n<p>NVIDIA Cosmos\uff1ahttps:\/\/github.com\/NVIDIA\/Cosmos<\/p>\n<\/li>\n<li>\n<p>NVIDIA Cosmos Tokenizer\uff1ahttps:\/\/github.com\/NVIDIA\/Cosmos-Tokenizer<\/p>\n<\/li>\n<li>\n<p>NVIDIA Nemo Framework\uff1ahttps:\/\/github.com\/NVIDIA\/Nemo<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u4e16\u754c\u57fa\u7840\u6a21\u578b\u5e73\u53f0<\/strong><\/section>\n<section><\/section>\n<section>\u8bbe\ud835\udc65_0\uff1a\ud835\udc61\u4e3a\u4ece\u65f6\u95f4 0 \u5230\ud835\udc61\u5bf9\u73b0\u5b9e\u4e16\u754c\u7684\u4e00\u7cfb\u5217\u89c6\u89c9\u89c2\u5bdf\uff0c\ud835\udc50_\ud835\udc61\u4e3a\u4e16\u754c\u7684\u6270\u52a8\u3002\u5982\u56fe 3 \u6240\u793a\uff0cWFM \u662f\u4e00\u4e2a\u4e3a W \u7684\u6a21\u578b\uff0c\u5b83\u57fa\u4e8e\u8fc7\u53bb\u7684\u89c2\u5bdf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f387f0980f9cee308387c9c6fc56d300.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f387f0980f9cee308387c9c6fc56d300.png\"><\/a>\uff0c \u548c\u5f53\u524d\u7684\u6270\u52a8 c_t \u6765\u9884\u6d4b\u65f6\u95f4 t+1 \u7684\u672a\u6765\u89c2\u5bdf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e73a71a333e4fd11c648388c2250f300.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e73a71a333e4fd11c648388c2250f300.png\"><\/a>\u3002\u5728\u793a\u4f8b\u4e2d\uff0c\ud835\udc65_0:\ud835\udc61 \u662f RGB \u89c6\u9891\uff0c\u800c \ud835\udc50_\ud835\udc61 \u662f\u4e00\u79cd\u53ef\u4ee5\u91c7\u53d6\u591a\u79cd\u5f62\u5f0f\u7684\u6270\u52a8\u3002\u5b83\u53ef\u4ee5\u662f\u7269\u7406 AI \u91c7\u53d6\u7684\u52a8\u4f5c\u3001\u968f\u673a\u6270\u52a8\u3001\u6270\u52a8\u7684\u6587\u672c\u63cf\u8ff0\u7b49\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-889492580cd9af4cbdf6b7845dc61219.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-889492580cd9af4cbdf6b7845dc61219.png\"><\/a><\/section>\n<section>\u56fe 4 \u76f4\u89c2\u5730\u5c55\u793a\u4e86 Cosmos WFM \u5e73\u53f0\u4e2d\u53ef\u7528\u7684\u529f\u80fd\uff0c\u5305\u62ec\u89c6\u9891 curator\u3001\u89c6\u9891 tokenization\u3001\u4e16\u754c\u57fa\u7840\u6a21\u578b\u9884\u8bad\u7ec3\u3001\u4e16\u754c\u57fa\u7840\u6a21\u578b\u540e\u8bad\u7ec3\u548c\u62a4\u680f\uff08guardrail\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4deca7d0ad019f89270fbe4b8a81179e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4deca7d0ad019f89270fbe4b8a81179e.png\"><\/a><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff1a<\/section>\n<section><\/section>\n<section><strong>\u89c6\u9891 curator\u3002<\/strong>\u672c\u6587\u5f00\u53d1\u4e86\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u89c6\u9891\u6570\u636e pipeline\u3002\u6bcf\u4e2a\u89c6\u9891\u88ab\u5206\u5272\u6210\u6ca1\u6709\u573a\u666f\u53d8\u5316\u7684\u72ec\u7acb\u955c\u5934\u3002\u968f\u540e\uff0c\u5bf9\u8fd9\u4e9b\u7247\u6bb5\u5e94\u7528\u4e00\u7cfb\u5217\u8fc7\u6ee4\u6b65\u9aa4\uff0c\u4ee5\u7b5b\u9009\u51fa\u9ad8\u8d28\u91cf\u4e14\u5bcc\u542b\u52a8\u6001\u4fe1\u606f\u7684\u5b50\u96c6\u7528\u4e8e\u8bad\u7ec3\u3002\u8fd9\u4e9b\u9ad8\u8d28\u91cf\u955c\u5934\u968f\u540e\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u8fdb\u884c\u6807\u6ce8\u3002\u63a5\u7740\u6267\u884c\u8bed\u4e49\u53bb\u91cd\uff0c\u4ee5\u6784\u5efa\u4e00\u4e2a\u591a\u6837\u4f46\u7d27\u51d1\u7684\u6570\u636e\u96c6\u3002<\/section>\n<section><\/section>\n<section><strong>\u89c6\u9891 tokenization\u3002<\/strong>\u672c\u6587\u5f00\u53d1\u4e86\u4e00\u7cfb\u5217\u5177\u6709\u4e0d\u540c\u538b\u7f29\u6bd4\u7684\u89c6\u9891 tokenizer\u3002\u8fd9\u4e9b tokenizer \u662f\u56e0\u679c\u6027\u7684\uff0c\u5f53\u524d\u5e27\u7684 token \u8ba1\u7b97\u4e0d\u4f9d\u8d56\u4e8e\u672a\u6765\u7684\u89c2\u6d4b\u3002\u8fd9\u79cd\u56e0\u679c\u8bbe\u8ba1\u6709\u51e0\u4e2a\u4f18\u70b9\u3002\u5728\u8bad\u7ec3\u65b9\u9762\uff0c\u5b83\u4f7f\u5f97\u8054\u5408\u56fe\u50cf\u548c\u89c6\u9891\u8bad\u7ec3\u6210\u4e3a\u53ef\u80fd\uff0c\u56e0\u4e3a\u5f53\u8f93\u5165\u662f\u5355\u5f20\u56fe\u50cf\u65f6\uff0c\u56e0\u679c\u89c6\u9891 tokenizer \u4e5f\u53ef\u4ee5\u4f5c\u4e3a\u56fe\u50cf tokenizer \u4f7f\u7528\u3002\u8fd9\u5bf9\u4e8e\u89c6\u9891\u6a21\u578b\u5229\u7528\u56fe\u50cf\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a\u56fe\u50cf\u6570\u636e\u96c6\u5305\u542b\u4e86\u4e30\u5bcc\u7684\u4e16\u754c\u5916\u89c2\u4fe1\u606f\uff0c\u5e76\u4e14\u5f80\u5f80\u66f4\u52a0\u591a\u6837\u5316\u3002<\/section>\n<section><\/section>\n<section><strong>WFM \u9884\u8bad\u7ec3\u3002<\/strong>\u672c\u6587\u63a2\u7d22\u4e86\u4e24\u79cd\u53ef\u6269\u5c55\u7684\u65b9\u6cd5\u6765\u6784\u5efa\u9884\u8bad\u7ec3\u7684\u4e16\u754c\u57fa\u7840\u6a21\u578b \u2014\u2014 \u6269\u6563\u6a21\u578b\u548c\u81ea\u56de\u5f52\u6a21\u578b\u3002<\/section>\n<ul>\n<li>\n<p>\u5bf9\u4e8e\u57fa\u4e8e\u6269\u6563\u7684 WFM\uff0c\u9884\u8bad\u7ec3\u5305\u62ec\u4e24\u4e2a\u6b65\u9aa4\uff1a1\uff09Text2World \u751f\u6210\u7684\u9884\u8bad\u7ec3\uff0c\u4ee5\u53ca 2\uff09Video2World \u751f\u6210\u7684\u9884\u8bad\u7ec3\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u4e8e\u57fa\u4e8e\u81ea\u56de\u5f52\u7684 WFM\uff0c\u9884\u8bad\u7ec3\u5305\u62ec\u4e24\u4e2a\u6b65\u9aa4\uff1a1\uff09\u57fa\u7840\u7684\u4e0b\u4e00 token \u751f\u6210\uff0c\u4ee5\u53ca 2\uff09\u6587\u672c &#8211; \u6761\u4ef6 Video2World \u751f\u6210\u3002<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u4e16\u754c\u6a21\u578b\u540e\u8bad\u7ec3\u3002<\/strong>\u672c\u6587\u5c55\u793a\u4e86\u7ecf\u8fc7\u9884\u8bad\u7ec3\u7684 WFM \u5728\u591a\u4e2a\u4e0b\u6e38\u7269\u7406 AI \u5e94\u7528\u4e2d\u7684\u5e94\u7528\u3002\u672c\u6587\u4ee5\u76f8\u673a\u59ff\u6001\u4f5c\u4e3a\u8f93\u5165\u63d0\u793a\u5bf9\u9884\u8bad\u7ec3\u7684 WFM \u8fdb\u884c\u5fae\u8c03\uff0c\u56e0\u800c\u6a21\u578b\u80fd\u591f\u5728\u521b\u5efa\u7684\u4e16\u754c\u4e2d\u81ea\u7531\u5bfc\u822a\u3002\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u5c55\u793a\u4e86\u5982\u4f55\u9488\u5bf9\u4eba\u5f62\u673a\u5668\u4eba\u548c\u81ea\u52a8\u9a7e\u9a76\u4efb\u52a1\u5bf9\u9884\u8bad\u7ec3 WFM \u8fdb\u884c\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section><strong>\u62a4\u680f\u3002<\/strong>\u4e3a\u4e86\u5b89\u5168\u4f7f\u7528\u6240\u5f00\u53d1\u7684\u4e16\u754c\u57fa\u7840\u6a21\u578b\uff0c\u672c\u6587\u5f00\u53d1\u4e86\u4e00\u4e2a\u62a4\u680f\u7cfb\u7edf\uff0c\u7528\u4e8e\u963b\u6b62\u6709\u5bb3\u7684\u8f93\u5165\u548c\u8f93\u51fa\u3002<\/section>\n<section><\/section>\n<section><strong>Tokenizer<\/strong><\/section>\n<section><\/section>\n<section>tokenizer \u662f\u73b0\u4ee3\u5927\u6a21\u578b\u7684\u57fa\u672c\u6784\u5efa\u5757\uff0c\u80fd\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u6362\u4e3a\u66f4\u6709\u6548\u7684\u8868\u5f81\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u89c6\u89c9 tokenizer \u5c06\u539f\u59cb\u548c\u5197\u4f59\u7684\u89c6\u89c9\u6570\u636e\uff08\u4f8b\u5982\u56fe\u50cf\u548c\u89c6\u9891\uff09\u6620\u5c04\u4e3a\u7d27\u51d1\u7684\u8bed\u4e49 token\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u5bf9\u4e8e\u5904\u7406\u9ad8\u7ef4\u89c6\u89c9\u6570\u636e\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u79cd\u80fd\u529b\u4e0d\u4ec5\u80fd\u591f\u6709\u6548\u8bad\u7ec3\u5927\u89c4\u6a21 Transformer \u6a21\u578b\uff0c\u800c\u4e14\u8fd8\u4f7f\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4e0a\u7684\u63a8\u7406\u6c11\u4e3b\u5316\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-35b1fa81c9a21796d04a089b190d00f8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-35b1fa81c9a21796d04a089b190d00f8.png\"><\/a><\/section>\n<section>tokenizer \u6709\u4e24\u79cd\u7c7b\u578b\uff1a\u8fde\u7eed\u578b\u548c\u79bb\u6563\u578b\u3002\u8fde\u7eed\u578b tokenizer \u5c06\u89c6\u89c9\u6570\u636e\u7f16\u7801\u4e3a\u8fde\u7eed\u7684\u6f5c\u5728\u5d4c\u5165\uff0c\u5982 Stable Diffusion \u6216 VideoLDM \u7b49\u6f5c\u5728\u6269\u6563\u6a21\u578b\u3002\u8fd9\u4e9b\u5d4c\u5165\u9002\u7528\u4e8e\u901a\u8fc7\u4ece\u8fde\u7eed\u5206\u5e03\u4e2d\u91c7\u6837\u751f\u6210\u6570\u636e\u7684\u6a21\u578b\u3002\u79bb\u6563 tokenizer \u5c06\u89c6\u89c9\u6570\u636e\u7f16\u7801\u4e3a\u79bb\u6563\u6f5c\u5728\u7f16\u7801\uff0c\u5c06\u5176\u6620\u5c04\u4e3a\u91cf\u5316\u7d22\u5f15\uff0c\u5982 VideoPoet \u7b49\u81ea\u56de\u5f52 transformer\u3002\u8fd9\u79cd\u79bb\u6563\u8868\u5f81\u5bf9\u4e8e\u50cf GPT \u8fd9\u6837\u7528\u4ea4\u53c9\u71b5\u635f\u5931\u8bad\u7ec3\u7684\u6a21\u578b\u6765\u8bf4\u662f\u5fc5\u8981\u7684\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b87b64d338c04c939ef6492db5b21f45.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b87b64d338c04c939ef6492db5b21f45.png\"><\/a><\/section>\n<section>tokenizer \u7684\u6210\u529f\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u5b83\u4eec\u63d0\u4f9b\u9ad8\u538b\u7f29\u7387\u800c\u4e0d\u5f71\u54cd\u540e\u7eed\u89c6\u89c9\u91cd\u5efa\u8d28\u91cf\u7684\u80fd\u529b\u3002\u4e00\u65b9\u9762\uff0c\u9ad8\u538b\u7f29\u51cf\u5c11\u4e86\u5b58\u50a8\u548c\u8ba1\u7b97\u9700\u6c42\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u8fc7\u5ea6\u538b\u7f29\u53ef\u80fd\u4f1a\u5bfc\u81f4\u91cd\u8981\u89c6\u89c9\u7ec6\u8282\u4e22\u5931\u3002\u8fd9\u79cd\u6743\u8861\u5bf9 tokenizer \u7684\u8bbe\u8ba1\u63d0\u51fa\u4e86\u91cd\u5927\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section>\u82f1\u4f1f\u8fbe\u63a8\u51fa\u4e86 Cosmos Tokenizer\uff0c\u8fd9\u662f\u4e00\u7ec4\u89c6\u89c9 tokenizer\uff0c\u5176\u4e2d\u5305\u62ec\u7528\u4e8e\u56fe\u50cf\u548c\u89c6\u9891\u7684\u8fde\u7eed\u548c\u79bb\u6563 tokenizer\u3002Cosmos Tokenizer \u63d0\u4f9b\u5353\u8d8a\u7684\u89c6\u89c9\u91cd\u5efa\u8d28\u91cf\u548c\u63a8\u7406\u6548\u7387\u3002\u5e76\u63d0\u4f9b\u4e00\u7cfb\u5217\u538b\u7f29\u7387\u6765\u9002\u5e94\u4e0d\u540c\u7684\u8ba1\u7b97\u9650\u5236\u548c\u5e94\u7528\u7a0b\u5e8f\u9700\u6c42\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3b933555ff51793af90a049b56bf50b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3b933555ff51793af90a049b56bf50b6.png\"><\/a><\/section>\n<section>\u82f1\u4f1f\u8fbe\u4f7f\u7528\u8f7b\u91cf\u7ea7\u4e14\u8ba1\u7b97\u9ad8\u6548\u7684\u67b6\u6784\u548c\u65f6\u95f4\u56e0\u679c\u673a\u5236\u6765\u8bbe\u8ba1 Cosmos Tokenizer\u3002\u5177\u4f53\u6765\u8bf4\uff0cCosmos Tokenizer \u91c7\u7528\u56e0\u679c\u65f6\u95f4\u5377\u79ef\u5c42\u548c\u56e0\u679c\u65f6\u95f4\u6ce8\u610f\u529b\u5c42\u6765\u4fdd\u7559\u89c6\u9891\u5e27\u7684\u81ea\u7136\u65f6\u95f4\u987a\u5e8f\uff0c\u786e\u4fdd\u4f7f\u7528\u5355\u4e00\u7edf\u4e00\u7f51\u7edc\u67b6\u6784\u5bf9\u56fe\u50cf\u548c\u89c6\u9891\u8fdb\u884c\u65e0\u7f1d tokenization\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ee07354e58985139172a835f2c48efc6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ee07354e58985139172a835f2c48efc6.png\"><\/a><\/section>\n<section>\u5982\u56fe 8 \u6240\u793a\uff0c\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0cCosmos Tokenizer \u7684\u6027\u80fd\u660e\u663e\u4f18\u4e8e\u73b0\u6709 tokenizer\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f6c753041eed39583fddd2061f1f6e4f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f6c753041eed39583fddd2061f1f6e4f.png\"><\/a><\/section>\n<section><strong>\u4e16\u754c\u57fa\u7840\u6a21\u578b\u9884\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u7ecf\u8fc7\u9884\u8bad\u7ec3\u7684 WFM \u662f\u901a\u624d\u6a21\u578b\uff0c\u53ef\u4ee5\u6355\u6349\u73b0\u5b9e\u4e16\u754c\u7269\u7406\u548c\u81ea\u7136\u884c\u4e3a\u7684\u4e00\u822c\u77e5\u8bc6\u3002\u672c\u6587\u5229\u7528\u4e24\u79cd\u4e0d\u540c\u7684\u53ef\u6269\u5c55\u6df1\u5ea6\u5b66\u4e60\u8303\u5f0f \u2014\u2014 \u6269\u6563\u6a21\u578b\u548c\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u6784\u5efa\u4e86\u4e24\u7c7b WFM\u3002<\/section>\n<section><\/section>\n<section>\u6269\u6563\u6a21\u578b\u548c\u81ea\u56de\u5f52\u6a21\u578b\u90fd\u5c06\u590d\u6742\u7684\u751f\u6210\u95ee\u9898\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u66f4\u7b80\u5355\u7684\u5b50\u95ee\u9898\uff0c\u5e76\u6781\u5927\u5730\u63a8\u52a8\u4e86\u751f\u6210\u6a21\u578b\u7684\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u6269\u6563\u6a21\u578b\uff0c\u590d\u6742\u7684\u751f\u6210\u95ee\u9898\u88ab\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u53bb\u566a\u95ee\u9898\uff1b\u800c\u5bf9\u4e8e\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u590d\u6742\u7684\u751f\u6210\u95ee\u9898\u5219\u88ab\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u5728\u4e09\u4e2a\u6708\u7684\u65f6\u95f4\u5185\uff0c\u4f7f\u7528\u4e00\u4e2a\u7531 10,000 \u4e2a NVIDIA H100 GPU \u7ec4\u6210\u7684\u96c6\u7fa4\uff0c\u8bad\u7ec3\u4e86\u8bba\u6587\u4e2d\u62a5\u544a\u7684\u6240\u6709 WFM\u3002<\/section>\n<section><\/section>\n<section>\u8868 10 \u5c55\u793a\u4e86\u9884\u8bad\u7ec3 WFM \u53ca\u5176\u914d\u5957\u6a21\u578b\u7684\u6982\u89c8\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u57fa\u4e8e\u6269\u6563\u7684 WFM \u5bb6\u65cf\uff0c\u672c\u6587\u9996\u5148\u6784\u5efa\u4e86\u4e24\u4e2a Text2World \u6a21\u578b\uff0c\u5206\u522b\u4e3a 7B \u548c 14B \u53c2\u6570\uff0c\u5206\u522b\u547d\u540d\u4e3a Cosmos-1.0-Diffusion-7B-Text2World \u548c Cosmos-1.0-Diffusion-14B-Text2World\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u57fa\u4e8e\u81ea\u56de\u5f52\u7684 WFM \u5bb6\u65cf\uff0c\u672c\u6587\u9996\u5148\u6784\u5efa\u4e86\u4e24\u4e2a\u57fa\u7840\u6a21\u578b\uff0c\u5206\u522b\u4e3a 4B \u548c 12B \u53c2\u6570\uff0c\u547d\u540d\u4e3a Cosmos-1.0-Autoregressive-4B \u548c Cosmos-1.0-Autoregressive-12B\u3002\u8fd9\u4e9b\u6a21\u578b\u7eaf\u7cb9\u57fa\u4e8e\u5f53\u524d\u89c6\u9891\u89c2\u6d4b\u9884\u6d4b\u672a\u6765\u89c6\u9891\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-65241f3cd184fa48b9e1ddd948da1888.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-65241f3cd184fa48b9e1ddd948da1888.png\"><\/a><\/section>\n<section>Cosmos-1.0-Diffusion WFM \u7684\u6574\u4f53\u67b6\u6784\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bb51fa388c25605bed68917bfb85a493.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bb51fa388c25605bed68917bfb85a493.png\"><\/a><\/section>\n<section>Cosmos-1.0-Diffusion \u6a21\u578b\u7684\u914d\u7f6e\u7ec6\u8282\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f4dc68fdbd783df894d8154ee2cd161d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f4dc68fdbd783df894d8154ee2cd161d.png\"><\/a><\/section>\n<section>\u672c\u6587\u91c7\u7528\u6e10\u8fdb\u5f0f\u8bad\u7ec3\u7b56\u7565\uff0c\u6bcf\u4e2a\u9636\u6bb5\u7684\u5177\u4f53\u60c5\u51b5\u89c1\u8868 12\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d465985cb5f0b049d98ae2f71566c61f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d465985cb5f0b049d98ae2f71566c61f.png\"><\/a><\/section>\n<section>\u57fa\u4e8e\u81ea\u56de\u5f52\u7684 WFM \u67b6\u6784\u5982\u56fe 14 \u6240\u793a\u3002\u672c\u6587\u5bf9\u6807\u51c6\u7684 Transformer \u6a21\u578b\u67b6\u6784\u8fdb\u884c\u4e86\u51e0\u9879\u4fee\u6539\uff0c\u4ee5\u9002\u5e94\u89c6\u9891\u751f\u6210\u4efb\u52a1\uff0c\u5305\u62ec\u6dfb\u52a0\u4e86\uff1a1\uff093D \u611f\u77e5\u7684\u4f4d\u7f6e\u5d4c\u5165\uff0c2\uff09\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u4ee5\u652f\u6301\u6587\u672c\u8f93\u5165\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u597d\u7684\u63a7\u5236\uff0c\u4ee5\u53ca 3\uff09QK-Normalization\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-cfbd012861ae9bda38ff63d39236f5e2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-cfbd012861ae9bda38ff63d39236f5e2.png\"><\/a><\/section>\n<section>Cosmos-1.0-Autoregressive \u6a21\u578b\u914d\u7f6e\u7ec6\u8282\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e34cd4ab8f1b97f879ceaa70858ec3ac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e34cd4ab8f1b97f879ceaa70858ec3ac.png\"><\/a><\/section>\n<section>\u6280\u672f\u62a5\u544a\u6f14\u793a\u4e86\u5982\u4f55\u5fae\u8c03 Cosmos WFM \u4ee5\u652f\u6301\u4e0d\u540c\u7684\u7269\u7406 AI \u5e94\u7528\uff0c\u5305\u62ec\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-954c392014b800f7f137c6ab4109379b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-954c392014b800f7f137c6ab4109379b.png\"><\/a><\/section>\n<section>\u4ee5\u7528\u4e8e\u76f8\u673a\u63a7\u5236\u7684\u540e\u8bad\u7ec3 WFM \u4e3a\u4f8b\uff0c\u901a\u8fc7\u76f8\u673a\u59ff\u6001\u8c03\u8282\uff0c\u82f1\u4f1f\u8fbe\u5c06\u76f8\u673a\u63a7\u5236\u96c6\u6210\u5230 Cosmos-1.0-Diffusion-7B-Video2World \u4e2d\uff0c\u4f7f\u5176\u6210\u4e3a\u6709\u6548\u7684 3D \u4e16\u754c\u6a21\u62df\u5668\u3002\u8bad\u7ec3\u540e\u7684 WFM \u7ed3\u679c\u88ab\u79f0\u4e3a Cosmos-1.0-Diffusion-7BVideo2World-Sample-CameraCond\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f2a44eff3ddc36070a81f4a5645ab455.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f2a44eff3ddc36070a81f4a5645ab455.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-60e26c7dfe67b40d09f8517bad0e240c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-60e26c7dfe67b40d09f8517bad0e240c.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u5b89\u5168\u4f7f\u7528 WFM\uff0c\u82f1\u4f1f\u8fbe\u8fd8\u5f00\u53d1\u4e86\u4e00\u5957\u5168\u9762\u7684\u5b89\u5168\u7cfb\u7edf\uff08\u62a4\u680f\uff09\u3002\u5b83\u7531\u4e24\u4e2a\u9636\u6bb5\u7ec4\u6210\uff1aPre-Guard \u9636\u6bb5\u548c Post-Guard \u9636\u6bb5\u3002Pre-Guard \u9636\u6bb5\u5229\u7528 Aegis\uff08Ghosh \u7b49\u4eba\uff0c2024\uff09\u548c\u5173\u952e\u5b57\u5217\u8868\u6765\u963b\u6b62\u6709\u5bb3\u63d0\u793a\u3002Post-Guard \u9636\u6bb5\u4f7f\u7528\u89c6\u9891\u5185\u5bb9\u5b89\u5168\u5206\u7c7b\u5668\u548c\u9762\u90e8\u6a21\u7cca\u8fc7\u6ee4\u5668\u6765\u963b\u6b62\u6709\u5bb3\u7684\u89c6\u89c9\u8f93\u51fa\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ea696f8ede7aa8e6ea93cdd47780f591.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ea696f8ede7aa8e6ea93cdd47780f591.png\"><\/a><\/section>\n<section><strong>\u6838\u5fc3\u8d21\u732e\u8005<\/strong><\/section>\n<section><\/section>\n<section>\u8bba\u6587\u6700\u540e\u8fd8\u5217\u51fa\u4e86\u8d21\u732e\u8005\u540d\u5355\uff0c\u5360\u636e\u4e86\u6574\u6574\u4e00\u9875\u7684\u7bc7\u5e45\u3002<\/section>\n<section><\/section>\n<section>\u540d\u5355\u5206\u4e3a\u6838\u5fc3\u8d21\u732e\u8005\u548c\u8d21\u732e\u8005\uff0c\u7c97\u7565\u770b\u4e0b\u6765\uff0c\u534e\u4eba\u5b66\u8005\u51e0\u4e4e\u5360\u636e\u4e86\u534a\u58c1\u6c5f\u5c71\u3002\u5728\u8fd9\u4efd\u540d\u5355\u4e2d\uff0c\u6211\u4eec\u770b\u5230\u4e86\u8bb8\u591a\u719f\u6089\u7684\u7814\u7a76\u8005\uff0c\u6bd4\u5982\uff1a<\/section>\n<section><\/section>\n<section>\u5e73\u53f0\u67b6\u6784\u552f\u4e00\u8d21\u732e\u8005 Ming-Yu Liu\uff0c\u4ed6\u662f NVIDIA \u7684\u7814\u7a76\u526f\u603b\u88c1\u548c IEEE Fellow\u3002\u4ed6\u73b0\u5728\u9886\u5bfc NVIDIA \u7684\u6df1\u5ea6\u60f3\u8c61\u7814\u7a76\uff08Deep Imagination Research\uff09\u56e2\u961f\uff0c\u4e13\u6ce8\u4e8e\u6df1\u5ea6\u751f\u6210\u6a21\u578b\u53ca\u5176\u5728\u5185\u5bb9\u521b\u4f5c\u4e2d\u7684\u5e94\u7528\u3002<\/section>\n<section><\/section>\n<section>\u591a\u6b21\u51fa\u73b0\u540d\u5b57\u7684\u51cc\u6b22\uff0c\u662f Nvidia Toronto AI Lab \u7684\u4eba\u5de5\u667a\u80fd\u79d1\u5b66\u5bb6\u3002\u535a\u58eb\u6bd5\u4e1a\u4e8e\u591a\u4f26\u591a\u5927\u5b66 PhD\uff0c\u535a\u58eb\u671f\u95f4\u5e08\u4ece Sanja Fidler \u6559\u6388\u3002\u4ed6\u7684\u7814\u7a76\u65b9\u5411\u4e3b\u653b\u5927\u89c4\u6a21\u56fe\u50cf\u89c6\u5c4f\u751f\u6210\u6a21\u578b\uff0c\u548c\u751f\u6210\u6a21\u578b\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u5e94\u7528\u3002<\/section>\n<section><\/section>\n<section>\u5b8c\u6574\u540d\u5355\u5982\u4e0b\u6240\u793a\uff0c\u91cc\u9762\u6709\u4f60\u719f\u6089\u7684\u5b66\u8005\u5417\uff1f<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-96d20586970e59aa9f4e05b698572fcc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-96d20586970e59aa9f4e05b698572fcc.png\"><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-08-5\" target=\"_blank\">\u9ec4\u4ec1\u52cb\u5708\u91cd\u70b9\u7684\u4e16\u754c\u6a21\u578b\u5e73\u53f0\u662f\u4e2a\u5565\uff1f\u6280\u672f\u62a5\u544a\u5168\u89e3\u6790\uff0c\u534e\u4eba\u8d21\u732e\u4e2d\u575a\u529b\u91cf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u9ec4\u4ec1\u52cb\u5708\u91cd\u70b9\u7684\u4e16\u754c\u6a21\u578b [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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