{"id":36814,"date":"2025-01-19T05:00:47","date_gmt":"2025-01-18T21:00:47","guid":{"rendered":"https:\/\/17aitech.com\/?p=36814"},"modified":"2025-01-19T05:00:47","modified_gmt":"2025-01-18T21:00:47","slug":"%e8%8b%b1%e4%bc%9f%e8%be%be%e5%bc%80%e6%ba%90%e7%a6%8f%e5%88%a9%ef%bc%9a%e8%a7%86%e9%a2%91%e7%94%9f%e6%88%90%e3%80%81%e6%9c%ba%e5%99%a8%e4%ba%ba%e9%83%bd%e8%83%bd%e7%94%a8%e7%9a%84sota-tokenizer","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36814","title":{"rendered":"\u82f1\u4f1f\u8fbe\u5f00\u6e90\u798f\u5229\uff1a\u89c6\u9891\u751f\u6210\u3001\u673a\u5668\u4eba\u90fd\u80fd\u7528\u7684SOTA tokenizer"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-23-2\" target=\"_blank\">\u82f1\u4f1f\u8fbe\u5f00\u6e90\u798f\u5229\uff1a\u89c6\u9891\u751f\u6210\u3001\u673a\u5668\u4eba\u90fd\u80fd\u7528\u7684SOTA tokenizer<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"27\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>tokenizer\u5bf9\u4e8e\u56fe\u50cf\u3001\u89c6\u9891\u751f\u6210\u7684\u91cd\u8981\u6027\u503c\u5f97\u91cd\u89c6\u3002<\/p>\n<\/section>\n<\/blockquote>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-85915804bc1f5fb0826f82943ebeb247.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-85915804bc1f5fb0826f82943ebeb247.png\"><\/a><\/section>\n<section>\u5728\u8ba8\u8bba\u56fe\u50cf\u3001\u89c6\u9891\u751f\u6210\u6a21\u578b\u65f6\uff0c\u4eba\u4eec\u7684\u7126\u70b9\u66f4\u591a\u5730\u96c6\u4e2d\u5728\u6a21\u578b\u6240\u91c7\u7528\u7684\u67b6\u6784\uff0c\u6bd4\u5982\u5927\u540d\u9f0e\u9f0e\u7684 DiT\u3002\u4f46\u5176\u5b9e\uff0ctokenizer \u4e5f\u662f\u975e\u5e38\u91cd\u8981\u7684\u7ec4\u4ef6\u3002<\/section>\n<section><\/section>\n<section>\u8c37\u6b4c\u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u66fe\u5728\u4e00\u7bc7\u9898\u4e3a\u300cLanguage model Beats diffusion &#8211; tokenizer is key to visual generation\u300d\u7684\u8bba\u6587\u4e2d\u8bc1\u660e\uff0c\u4e00\u4e2a\u597d\u7684 tokenizer \u63a5\u5165\u5230\u8bed\u8a00\u6a21\u578b\u540e\uff0c\u80fd\u591f\u7acb\u5373\u83b7\u5f97\u6bd4\u5f53\u65f6\u6700\u597d\u7684 diffusion \u6a21\u578b\u8fd8\u8981\u597d\u7684\u6548\u679c\u3002\u8bba\u6587\u4f5c\u8005\u848b\u8def\u5728\u540e\u6765\u63a5\u53d7\u91c7\u8bbf\u65f6\u8868\u793a\uff0c\u300c\u6211\u4eec\u7684\u7814\u7a76\u53ef\u80fd\u4f1a\u8ba9\u793e\u533a\u610f\u8bc6\u5230 tokenizer \u662f\u88ab\u4e25\u91cd\u5ffd\u89c6\u7684\u4e00\u4e2a\u9886\u57df\uff0c\u503c\u5f97\u53d1\u529b\u53bb\u505a\u300d\u3002<\/section>\n<section><\/section>\n<section>\u5728\u56fe\u50cf\u3001\u89c6\u9891\u751f\u6210\u6a21\u578b\u4e2d\uff0ctokenizer \u7684\u6838\u5fc3\u4f5c\u7528\u662f\u5c06\u8fde\u7eed\u7684\u3001\u9ad8\u7ef4\u7684\u89c6\u89c9\u6570\u636e\uff08\u5982\u56fe\u50cf\u548c\u89c6\u9891\u5e27\uff09\u8f6c\u6362\u6210\u6a21\u578b\u53ef\u4ee5\u5904\u7406\u7684\u5f62\u5f0f\uff0c\u5373\u7d27\u51d1\u7684\u8bed\u4e49 token\uff0c\u5b83\u7684\u89c6\u89c9\u8868\u793a\u80fd\u529b\u5bf9\u4e8e\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u751f\u6210\u8fc7\u7a0b\u81f3\u5173\u91cd\u8981\u3002\u5c31\u50cf\u4e0a\u8ff0\u8bba\u6587\u4f5c\u8005\u6240\u8bf4\uff0c\u300ctokenizer \u7684\u5b58\u5728\u5c31\u662f\u901a\u8fc7\u5efa\u7acb token \u4e4b\u95f4\u7684\u4e92\u8054\uff0c\u8ba9\u6a21\u578b\u660e\u786e\u300e\u6211\u73b0\u5728\u8981\u505a\u4ec0\u4e48\u300f\uff0c\u4e92\u8054\u5efa\u7acb\u5f97\u8d8a\u597d\u3001LLM \u6a21\u578b\u8d8a\u6709\u673a\u4f1a\u53d1\u6325\u5b83\u7684\u5168\u90e8\u6f5c\u529b\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-da73e973699f5ad5d4f6e8a3f06eb666.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-da73e973699f5ad5d4f6e8a3f06eb666.png\"><\/a><\/section>\n<section><em><sup>tokenizer \u662f\u751f\u6210\u5f0f AI \u7684\u5173\u952e\u7ec4\u4ef6\uff0c\u5b83\u901a\u8fc7\u65e0\u76d1\u7763\u5b66\u4e60\u53d1\u73b0\u6f5c\u5728\u7a7a\u95f4\uff0c\u4ece\u800c\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u6362\u4e3a\u9ad8\u6548\u7684\u538b\u7f29\u8868\u793a\u3002\u89c6\u89c9 tokenizer \u4e13\u95e8\u5c06\u56fe\u50cf\u548c\u89c6\u9891\u7b49\u9ad8\u7ef4\u89c6\u89c9\u6570\u636e\u8f6c\u5316\u4e3a\u7d27\u51d1\u7684\u8bed\u4e49 token\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684\u5927\u578b\u6a21\u578b\u8bad\u7ec3\uff0c\u5e76\u964d\u4f4e\u63a8\u7406\u7684\u8ba1\u7b97\u9700\u6c42\u3002\u56fe\u4e2d\u5c55\u793a\u4e86\u4e00\u4e2a\u89c6\u9891 token \u5316\u8fc7\u7a0b\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5f53\u524d\uff0c\u4e1a\u754c\u6709\u5f88\u591a\u53ef\u7528\u7684\u5f00\u6e90\u89c6\u9891\u3001\u56fe\u50cf tokenizer\uff0c\u4f46\u8fd9\u4e9b tokenizer \u7ecf\u5e38\u751f\u6210\u8d28\u91cf\u4e0d\u4f73\u7684\u6570\u636e\u8868\u793a\uff0c\u8fd9\u4f1a\u9020\u6210\u91c7\u7528\u8be5 tokenizer \u7684\u6a21\u578b\u751f\u6210\u5931\u771f\u7684\u56fe\u50cf\u3001\u4e0d\u7a33\u5b9a\u7684\u89c6\u9891\u3002\u6b64\u5916\uff0c\u4f4e\u6548\u7684 token \u5316\u8fc7\u7a0b\u8fd8\u4f1a\u5bfc\u81f4\u7f16\u89e3\u7801\u901f\u5ea6\u53d8\u6162\u3001\u8bad\u7ec3\u548c\u63a8\u7406\u65f6\u95f4\u53d8\u957f\uff0c\u4ece\u800c\u5bf9\u5f00\u53d1\u4eba\u5458\u7684\u5de5\u4f5c\u6548\u7387\u548c\u7528\u6237\u4f53\u9a8c\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6765\u81ea\u82f1\u4f1f\u8fbe\u7684\u7814\u7a76\u8005\u5f00\u6e90\u4e86\u4e00\u5957\u540d\u4e3a Cosmos \u7684\u5168\u65b0 tokenizer\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650944022&amp;idx=4&amp;sn=d34a97ac8da1592153aa43731e28343e&amp;chksm=84e7f668b3907f7ea417bce0f1c88911afb5394874d12c0c3ae440011abda060d4d63c58730d&amp;token=363176700&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-47acef8792ce4474ad4f7ae6d5622316.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-47acef8792ce4474ad4f7ae6d5622316.png\"><\/a><\/a><\/section>\n<ul>\n<li>\n<section>\u7814\u7a76\u5730\u5740\uff1ahttps:\/\/research.nvidia.com\/labs\/dir\/cosmos-tokenizer\/<\/section>\n<\/li>\n<li>\n<section>HuggingFace \u5730\u5740\uff1ahttps:\/\/huggingface.co\/collections\/nvidia\/cosmos-tokenizer-672b93023add81b66a8ff8e6<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4e00\u822c\u6765\u8bf4\uff0ctokenizer \u6709\u4e24\u79cd\u7c7b\u578b\uff1a\u8fde\u7eed\u578b\u548c\u79bb\u6563\u578b\u3002\u8fde\u7eed tokenizer \u5c06\u89c6\u89c9\u6570\u636e\u6620\u5c04\u4e3a\u8fde\u7eed\u5d4c\u5165\uff0c\u9002\u7528\u4e8e\u4ece\u8fde\u7eed\u5206\u5e03\u4e2d\u91c7\u6837\u7684\u6a21\u578b\uff0c\u5982 Stable Diffusion\u3002\u79bb\u6563 tokenizer \u5c06\u89c6\u89c9\u6570\u636e\u6620\u5c04\u4e3a\u91cf\u5316\u6307\u6570\uff0c\u9002\u7528\u4e8e VideoPoet \u7b49\u4f9d\u8d56\u4ea4\u53c9\u71b5\u635f\u5931\u8fdb\u884c\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u7c7b\u4f3c\u4e8e GPT \u6a21\u578b\u3002\u4e0b\u56fe\u6bd4\u8f83\u4e86\u8fd9\u4e9b token \u7c7b\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4599d3a0b15f2456545e1156e35e982c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4599d3a0b15f2456545e1156e35e982c.png\"><\/a><\/section>\n<section>tokenizer \u5fc5\u987b\u517c\u987e\u9ad8\u538b\u7f29\u548c\u9ad8\u8d28\u91cf\uff0c\u4fdd\u7559\u6f5c\u5728\u7a7a\u95f4\u7684\u89c6\u89c9\u7ec6\u8282\u3002Cosmos tokenizer \u662f\u4e00\u5957\u5168\u9762\u7684\u8fde\u7eed\u548c\u79bb\u6563\u56fe\u50cf\u548c\u89c6\u9891\u89c6\u89c9 tokenizer\uff0c\u53ef\u63d0\u4f9b\u51fa\u8272\u7684\u538b\u7f29\u548c\u9ad8\u8d28\u91cf\u91cd\u5efa\uff0c\u901f\u5ea6\u662f\u4ee5\u524d\u65b9\u6cd5\u7684 12 \u500d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ab4b0fc7bb930b7f0915d29d2a75202b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ab4b0fc7bb930b7f0915d29d2a75202b.png\"><\/a><\/section>\n<section>\u5982\u8868 1 \u6240\u793a\uff0c\u5b83\u652f\u6301\u5404\u79cd\u56fe\u50cf\u548c\u89c6\u9891\u7c7b\u578b\uff0c\u5177\u6709\u7075\u6d3b\u7684\u538b\u7f29\u7387\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u8ba1\u7b97\u9650\u5236\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-00c91eed5aa3c413aecb5e36b31fdec4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-00c91eed5aa3c413aecb5e36b31fdec4.png\"><\/a><\/section>\n<section>Cosmos tokenizer \u57fa\u4e8e\u8f7b\u91cf\u7ea7\u65f6\u95f4\u56e0\u679c\u67b6\u6784\uff0c\u4f7f\u7528\u56e0\u679c\u65f6\u95f4\u5377\u79ef\u548c\u6ce8\u610f\u529b\u5c42\u6765\u4fdd\u6301\u89c6\u9891\u5e27\u7684\u987a\u5e8f\u3002\u8fd9\u79cd\u7edf\u4e00\u7684\u8bbe\u8ba1\u5141\u8bb8\u5bf9\u56fe\u50cf\u548c\u89c6\u9891\u8fdb\u884c\u65e0\u7f1d token \u5316\u3002<\/section>\n<section><\/section>\n<section>\u82f1\u4f1f\u8fbe\u7684\u7814\u7a76\u8005\u5728\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u548c\u957f\u89c6\u9891\u4e0a\u8bad\u7ec3 Cosmos tokenizer\uff0c\u6db5\u76d6\u4e0d\u540c\u7c7b\u522b\u6570\u636e\u7684\u5bbd\u9ad8\u6bd4\uff08\u5305\u62ec 1:1\u30013:4\u30014:3\u30019:16 \u548c 16:9\uff09\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5b83\u4e0d\u53d7\u65f6\u95f4\u957f\u5ea6\u7684\u5f71\u54cd\uff0c\u53ef\u4ee5\u5904\u7406\u6bd4\u8bad\u7ec3\u65f6\u95f4\u66f4\u957f\u7684\u6570\u636e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-07e7add8a7e01c95f34fa2729e3b0851.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-07e7add8a7e01c95f34fa2729e3b0851.png\"><\/a><\/section>\n<ul>\n<li>\n<section>GitHub \u5730\u5740\uff1ahttps:\/\/github.com\/NVIDIA\/Cosmos-Tokenizer<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u5728\u6807\u51c6\u6570\u636e\u96c6\uff08\u5305\u62ec MS-COCO 2017\u3001ImageNet-1K\u3001FFHQ\u3001CelebA-HQ \u548c DAVIS\uff09\u4e0a\u5bf9 Cosmos tokenizer \u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u4e3a\u4e86\u4f7f\u89c6\u9891 tokenizer \u8bc4\u4f30\u6807\u51c6\u5316\uff0c\u4ed6\u4eec\u8fd8\u7b56\u5212\u4e86\u4e00\u4e2a\u540d\u4e3a TokenBench \u7684\u65b0\u6570\u636e\u96c6\uff0c\u6db5\u76d6\u673a\u5668\u4eba\u3001\u9a7e\u9a76\u548c\u4f53\u80b2\u7b49\u7c7b\u522b\uff0c\u5e76\u5728 GitHub \u4e0a\u516c\u5f00\u53d1\u5e03\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-222235648683212018847a5946f2dd0c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-222235648683212018847a5946f2dd0c.png\"><\/a><\/section>\n<ul>\n<li>\n<section>TokenBench \u5730\u5740\uff1ahttps:\/\/github.com\/NVlabs\/TokenBench<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7ed3\u679c\uff08\u56fe 1\uff09\u663e\u793a\uff0cCosmos tokenizer \u660e\u663e\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff0c\u5728 DAVIS \u89c6\u9891\u4e0a\u7684 PSNR \u63d0\u5347\u4e86 4 dB\u3002\u5b83\u7684 token \u5316\u901f\u5ea6\u662f\u4ee5\u524d\u65b9\u6cd5\u7684 12 \u500d\uff0c\u5e76\u80fd\u5728\u914d\u5907 80GB \u5185\u5b58\u7684\u82f1\u4f1f\u8fbe A100 GPU \u4e0a\u7f16\u7801\u957f\u8fbe 8 \u79d2\u7684 1080p \u548c 10 \u79d2\u7684 720p \u89c6\u9891\u3002\u7a7a\u95f4\u538b\u7f29\u7387\u4e3a 8 \u500d\u548c 16 \u500d\u3001\u65f6\u95f4\u538b\u7f29\u7387\u4e3a 4 \u500d\u548c 8 \u500d\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u53ef\u5728 GitHub \u4e0a\u83b7\u53d6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-115a45edad8852bedaa7605157a26857.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-115a45edad8852bedaa7605157a26857.png\"><\/a><\/section>\n<section>\u8bd5\u7528\u8fc7 Cosmos \u7684 1x \u673a\u5668\u4eba\u516c\u53f8 AI \u526f\u603b\u88c1 Eric Jang \u8868\u793a\uff0cCosmos \u662f\u4e00\u4e2a\u975e\u5e38\u597d\u7684 tokenizer\uff0c\u6bd4\u6839\u636e\u4ed6\u4eec\u81ea\u5df1\u7684\u6570\u636e\u8fdb\u884c\u5fae\u8c03\u7684 Magvit2 \u597d\u5f97\u591a\u3002\u770b\u6765\uff0c\u8fd9\u4e2a\u65b0\u5de5\u5177\u503c\u5f97\u4e00\u8bd5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8387fd429aacefadf11ecdbf7abd1f9d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8387fd429aacefadf11ecdbf7abd1f9d.png\"><\/a><\/section>\n<section>\u4ee5\u4e0b\u662f Cosmos \u7684\u4e00\u4e9b\u6280\u672f\u7ec6\u8282\u3002<\/section>\n<section><\/section>\n<section><strong>Cosmos tokenizer \u67b6\u6784<\/strong><\/section>\n<section><\/section>\n<section>Cosmos tokenizer \u91c7\u7528\u590d\u6742\u7684\u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668\u7ed3\u6784\uff0c\u65e8\u5728\u5b9e\u73b0\u9ad8\u6548\u7387\u548c\u9ad8\u6548\u5b66\u4e60\u3002\u5176\u6838\u5fc3\u662f\u91c7\u7528 3D \u56e0\u679c\u5377\u79ef\u5757\uff0c\u8fd9\u662f\u8054\u5408\u5904\u7406\u65f6\u7a7a\u4fe1\u606f\u7684\u4e13\u95e8\u5c42\uff0c\u5e76\u5229\u7528\u56e0\u679c\u65f6\u95f4\u6ce8\u610f\u529b\u6355\u6349\u6570\u636e\u4e2d\u7684\u957f\u7a0b\u4f9d\u8d56\u5173\u7cfb\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u679c\u7ed3\u6784\u786e\u4fdd\u6a21\u578b\u5728\u8fdb\u884c token \u5316\u65f6\u53ea\u4f7f\u7528\u8fc7\u53bb\u548c\u73b0\u5728\u7684\u5e27\uff0c\u800c\u907f\u514d\u4f7f\u7528\u672a\u6765\u5e27\u3002\u8fd9\u5bf9\u4e8e\u4e0e\u8bb8\u591a\u771f\u5b9e\u4e16\u754c\u7cfb\u7edf\u7684\u56e0\u679c\u6027\u8d28\u4fdd\u6301\u4e00\u81f4\u81f3\u5173\u91cd\u8981\uff0c\u4f8b\u5982\u7269\u7406 AI \u6216\u591a\u6a21\u6001 LLM \u4e2d\u7684\u7cfb\u7edf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-daba2308a5b0d03b9ed4f39c3dfc4a26.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-daba2308a5b0d03b9ed4f39c3dfc4a26.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Cosmos tokenizer \u67b6\u6784\u56fe\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4f7f\u7528 3D wavelet \u5bf9\u8f93\u5165\u8fdb\u884c\u964d\u91c7\u6837\uff0c\u8fd9\u79cd\u4fe1\u53f7\u5904\u7406\u6280\u672f\u80fd\u66f4\u6709\u6548\u5730\u8868\u793a\u50cf\u7d20\u4fe1\u606f\u3002\u6570\u636e\u5904\u7406\u5b8c\u6210\u540e\uff0c\u901a\u8fc7\u53cd\u5411 wavelet \u53d8\u6362\u91cd\u5efa\u539f\u59cb\u8f93\u5165\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u65b9\u6cd5\u63d0\u9ad8\u4e86\u5b66\u4e60\u6548\u7387\uff0c\u4f7f tokenizer \u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668\u53ef\u5b66\u4e60\u6a21\u5757\u4e13\u6ce8\u4e8e\u6709\u610f\u4e49\u7684\u7279\u5f81\uff0c\u800c\u4e0d\u662f\u591a\u4f59\u7684\u50cf\u7d20\u7ec6\u8282\u3002\u8fd9\u4e9b\u6280\u672f\u4e0e\u5176\u72ec\u7279\u7684\u8bad\u7ec3\u65b9\u6cd5\u76f8\u7ed3\u5408\uff0c\u4f7f Cosmos tokenizer \u6210\u4e3a\u4e86\u4e00\u4e2a\u9ad8\u6548\u3001\u5f3a\u5927\u7684\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>\u5b9a\u6027\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u56fe 6 \u663e\u793a\u4e86\u4f7f\u7528\u8fde\u7eed\u89c6\u9891 tokenizer \u91cd\u5efa\u7684\u89c6\u9891\u5e27\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d34d6611c37471ea3f5bff3a3641beee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d34d6611c37471ea3f5bff3a3641beee.png\"><\/a><\/section>\n<section>\u56fe 9 \u663e\u793a\u4e86\u4f7f\u7528\u4e0d\u540c\u79bb\u6563\u56fe\u50cf tokenizer \u91cd\u5efa\u7684\u56fe\u50cf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f105e00bb35fbd43f515bc0d022254a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f105e00bb35fbd43f515bc0d022254a5.png\"><\/a><\/section>\n<section>\u56fe 8 \u5219\u663e\u793a\u4e86\u8fde\u7eed\u56fe\u50cf tokenizer \u7684\u8bef\u5dee\u56fe\uff0c\u4ee5\u7a81\u51fa\u91cd\u5efa\u5dee\u5f02\u3002\u4e0e\u4e4b\u524d\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0cCosmos tokenizer \u80fd\u66f4\u6709\u6548\u5730\u4fdd\u7559\u7ed3\u6784\u548c\u9ad8\u9891\u7ec6\u8282\uff08\u5982\u8349\u5730\u3001\u6811\u679d\u3001\u6587\u672c\uff09\uff0c\u540c\u65f6\u5c06\u89c6\u89c9\u5931\u771f\uff08\u5982\u4eba\u8138\u3001\u6587\u672c\uff09\u548c\u4f2a\u5f71\u964d\u5230\u6700\u4f4e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f12590e125f3d689d15e9672423e0c0e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f12590e125f3d689d15e9672423e0c0e.png\"><\/a><\/section>\n<section>\u8fd9\u4e9b\u5b9a\u6027\u7ed3\u679c\u8868\u660e\uff0cCosmos tokenizer \u80fd\u591f\u7f16\u7801\u548c\u89e3\u7801\u5404\u79cd\u89c6\u89c9\u5185\u5bb9\uff0c\u5e76\u6709\u80fd\u529b\u4fdd\u6301\u56fe\u50cf\u548c\u89c6\u9891\u7684\u6700\u9ad8\u89c6\u89c9\u8d28\u91cf\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9a\u91cf\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u8868 2 \u548c\u8868 3 \u5217\u51fa\u4e86\u8fde\u7eed\u548c\u79bb\u6563\u89c6\u9891 tokenizer \u5728\u5404\u79cd\u57fa\u51c6\u4e0a\u7684\u5e73\u5747\u5b9a\u91cf\u6307\u6807\u3002Cosmos tokenizer \u5728 4\u00d78\u00d78 \u538b\u7f29\u7387\u7684 DAVIS \u548c TokenBench \u6570\u636e\u96c6\u4e0a\u90fd\u8fbe\u5230\u4e86 SOTA \u6027\u80fd\u3002\u5373\u4f7f\u5728\u66f4\u9ad8\u7684\u538b\u7f29\u7387\uff088\u00d78\u00d78 \u548c 8\u00d716\u00d716\uff09\u4e0b\uff0cCosmos tokenizer \u7684\u6027\u80fd\u4e5f\u4f18\u4e8e\u4ee5\u524d\u7684\u65b9\u6cd5\uff0c\u663e\u793a\u4e86\u51fa\u8272\u7684\u538b\u7f29\u8d28\u91cf\u6743\u8861\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-12d36bc3322008c9583e409c4ee273a4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-12d36bc3322008c9583e409c4ee273a4.png\"><\/a><\/section>\n<section><em><sup>\u53c2\u8003\u94fe\u63a5\uff1a<\/sup><\/em><\/section>\n<section><sup><em>https:\/\/developer.nvidia.com\/blog\/state-of-the-art-multimodal-generative-ai-model-development-with-nvidia-nemo\/<\/em><\/sup><\/section>\n<section><sup><em>https:\/\/research.nvidia.com\/labs\/dir\/cosmos-tokenizer\/<\/em><\/sup><\/section>\n<section><a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=Mzg2OTY0MDk0NQ==&amp;mid=2247506003&amp;idx=1&amp;sn=487ea38ec23a8dc9a797bb285c5393ce&amp;scene=21#wechat_redirect\"><em><sup>https:\/\/mp.weixin.qq.com\/s\/Hamz5XMT1tSZHKdPaCBTKg<\/sup><\/em><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-23-2\" target=\"_blank\">\u82f1\u4f1f\u8fbe\u5f00\u6e90\u798f\u5229\uff1a\u89c6\u9891\u751f\u6210\u3001\u673a\u5668\u4eba\u90fd\u80fd\u7528\u7684SOTA tokenizer<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u82f1\u4f1f\u8fbe\u5f00\u6e90\u798f\u5229\uff1a\u89c6\u9891\u751f [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73],"class_list":["post-36814","post","type-post","status-publish","format-standard","hentry","category-news","tag-73"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u82f1\u4f1f\u8fbe\u5f00\u6e90\u798f\u5229\uff1a\u89c6\u9891\u751f\u6210\u3001\u673a\u5668\u4eba\u90fd\u80fd\u7528\u7684SOTA tokenizer - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=36814\" \/>\n<script type=\"application\/ld+json\" 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