{"id":35712,"date":"2024-12-30T07:00:11","date_gmt":"2024-12-29T23:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=35712"},"modified":"2024-12-30T07:00:11","modified_gmt":"2024-12-29T23:00:11","slug":"%e9%a6%96%e4%b8%aamambatransformer%e6%b7%b7%e5%90%88%e6%9e%b6%e6%9e%84%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%9d%a5%e4%ba%86%ef%bc%8c%e5%ae%9e%e7%8e%b0%e5%8d%95%e5%8d%a1%e5%8d%83","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35712","title":{"rendered":"\u9996\u4e2aMamba+Transformer\u6df7\u5408\u67b6\u6784\u591a\u6a21\u6001\u5927\u6a21\u578b\u6765\u4e86\uff0c\u5b9e\u73b0\u5355\u5361\u5343\u56fe\u63a8\u7406"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-21-5\" target=\"_blank\">\u9996\u4e2aMamba+Transformer\u6df7\u5408\u67b6\u6784\u591a\u6a21\u6001\u5927\u6a21\u578b\u6765\u4e86\uff0c\u5b9e\u73b0\u5355\u5361\u5343\u56fe\u63a8\u7406<\/a><\/p>\n<p><strong>\u672c\u6587\u4f5c\u8005\u6765\u81ea\u4e8e\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u6df1\u5733\u548c\u6df1\u5733\u5927\u6570\u636e\u7814\u7a76\u9662\u3002\u5176\u4e2d\u7b2c\u4e00\u4f5c\u8005\u4e3a\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u6df1\u5733\u535a\u58eb\u751f\u738b\u7199\u680b\u548c\u7814\u7a76\u52a9\u7406\u5b8b\u5b9a\u6770\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5206\u522b\u4e3a\u533b\u7597AGI\u548c<mark data-id=\"4468592f-93e9-4575-be91-fd64c0c6afe0\" data-type=\"tech_methods\">\u591a\u6a21\u6001\u5b66\u4e60<\/mark>\uff1b\u535a\u58eb\u751f\u9648\u8212\u5e74\u7814\u7a76\u65b9\u5411\u4e3a<mark data-id=\"4468592f-93e9-4575-be91-fd64c0c6afe0\" data-type=\"tech_methods\">\u591a\u6a21\u6001\u5b66\u4e60<\/mark>\uff0c\u535a\u58eb\u751f\u5f20\u8fb0\u7814\u7a76\u65b9\u5411\u4e3a\u9ad8\u6548<mark data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3002\u901a\u8baf\u4f5c\u8005\u4e3a\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u6df1\u5733<mark data-id=\"3946938d-2b2f-4b48-9ee4-58debad2a6c4\" data-type=\"concepts\">\u6570\u636e\u79d1\u5b66<\/mark>\u5b66\u9662\u738b\u672c\u53cb\u6559\u6388\u3002<\/strong><\/p>\n<section>\u6269\u5c55\u591a\u6a21\u6001\u5927<mark data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08MLLMs\uff09\u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u5bf9\u4e8e\u89c6\u9891\u7406\u89e3\u3001\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u7406\u89e3\u4ee5\u53ca\u591a\u6a21\u6001\u667a\u80fd\u4f53\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u6d89\u53ca\u4e00\u7cfb\u5217\u7cfb\u7edf\u6027\u7684\u4f18\u5316\uff0c\u5305\u62ec\u6a21\u578b\u67b6\u6784\u3001\u6570\u636e\u6784\u5efa\u548c\u8bad\u7ec3\u7b56\u7565\uff0c\u5c24\u5176\u8981\u89e3\u51b3\u8bf8\u5982\u968f\u7740\u56fe\u50cf\u589e\u591a\u6027\u80fd\u4e0b\u964d\u4ee5\u53ca\u9ad8\u8ba1\u7b97\u6210\u672c\u7b49\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u5c06\u6a21\u578b\u67b6\u6784\u8c03\u6574\u4e3a Mamba \u548c Transformer \u5757\u7684\u6df7\u5408\u4f53\uff0c\u5728\u6570\u636e\u6784\u5efa\u4e2d\u8003\u8651\u591a\u4e2a\u56fe\u50cf\u4e4b\u95f4\u7684\u65f6\u95f4\u548c\u7a7a\u95f4\u4f9d\u8d56\u6027\uff0c\u5e76\u91c7\u7528\u6e10\u8fdb\u5f0f\u8bad\u7ec3\u7b56\u7565\u3002\u63d0\u51fa\u4e86\u9996\u4e2a\u6df7\u5408\u67b6\u6784\u591a\u6a21\u6001\u5927<mark data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark> LongLLaVA\uff0c\u5728\u6548\u7387\u548c\u6027\u80fd\u4e4b\u95f4\u5b9e\u73b0\u4e86\u66f4\u597d\u7684\u5e73\u8861\u3002<\/section>\n<section><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-dfec79f63d1545c215a56e2522be733f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-dfec79f63d1545c215a56e2522be733f.png\"><\/a><\/p>\n<section><\/section>\n<section><\/section>\n<section>LongLLaVA \u4e0d\u4ec5\u5728\u5404\u79cd<mark data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\" data-type=\"concepts\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c\uff0c\u8fd8\u4fdd\u6301\u4e86\u9ad8\u541e\u5410\u91cf\u548c\u4f4e\u663e\u5b58\u6d88\u8017\uff0c\u5176\u53ef\u4ee5\u5728\u5355\u4e2a A100 80GB GPU \u4e0a\u5904\u7406\u8fd1\u5343\u5f20\u56fe\u50cf\uff0c\u5c55\u73b0\u51fa\u4e86\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002<\/section>\n<section><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4756b90aab96f00f8756b40f7082868d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4756b90aab96f00f8756b40f7082868d.png\"><\/a><\/p>\n<section><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2409.02889<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/FreedomIntelligence\/LongLLaVA<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>1. \u7b80\u4ecb<\/strong><\/section>\n<section><\/section>\n<section>\u591a\u6a21\u6001\u5927<mark data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08MLLMs\uff09\u7684\u5feb\u901f\u8fdb\u6b65\u5c55\u793a\u4e86\u5b83\u4eec\u5728\u5404\u4e2a\u5e94\u7528\u9886\u57df\u4e2d\u7684\u663e\u8457\u80fd\u529b\u3002\u7136\u800c\uff0c\u591a\u56fe\u50cf\u7406\u89e3\u573a\u666f\u4ecd\u7136\u662f\u4e00\u4e2a\u91cd\u8981\u4f46\u5c1a\u672a\u5145\u5206\u63a2\u7d22\u7684\u65b9\u9762\u3002\u7279\u522b\u662f\uff0c\u5c06 MLLMs \u7684\u5e94\u7528\u573a\u666f\u6269\u5c55\u5230\u7406\u89e3\u66f4\u957f\u7684\u89c6\u9891\u3001\u66f4\u9ad8\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u4ee5\u53ca\u57fa\u4e8e\u66f4\u591a\u5386\u53f2\u4fe1\u606f\u7684\u51b3\u7b56\uff0c\u5bf9\u4e8e\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u548c\u8fdb\u4e00\u6b65\u62d3\u5c55 MLLMs \u7684\u5e94\u7528\u8303\u56f4\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5c06 MLLM \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u4ee5\u63d0\u9ad8\u5176\u53ef\u7528\u6027\uff0c\u9762\u4e34\u7740\u5904\u7406\u66f4\u591a\u56fe\u50cf\u65f6\u6027\u80fd\u4e0b\u964d\u548c\u8ba1\u7b97\u6210\u672c\u9ad8\u6602\u7684\u6311\u6218\u3002\u4e00\u4e9b\u7814\u7a76\u4e13\u6ce8\u4e8e\u6784\u9020\u5305\u542b\u591a\u4e2a\u56fe\u50cf\u7684\u957f\u4e0a\u4e0b\u6587\u8bad\u7ec3\u6570\u636e\uff0c\u4ee5\u589e\u5f3a\u6027\u80fd\u3002\u5176\u4ed6\u7814\u7a76\u63a2\u7d22\u4e86\u521b\u65b0\u6027\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u4ee5\u51cf\u8f7b\u6027\u80fd\u4e0b\u964d\u3002\u5173\u4e8e\u9ad8\u8ba1\u7b97\u6210\u672c\u7684\u95ee\u9898\uff0cLongVILA \u901a\u8fc7\u964d\u4f4e\u901a\u4fe1\u6210\u672c\u5728\u63d0\u9ad8\u591a\u8282\u70b9\u6548\u7387\u65b9\u9762\u53d6\u5f97\u4e86\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u5728\u7ba1\u7406\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u65f6\uff0c\u52a0\u901f\u8ba1\u7b97\u8fd9\u4e2a\u95ee\u9898\u672c\u8eab\u4ecd\u6709\u5f85\u89e3\u51b3\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u6311\u6218\uff0c\u8be5\u7814\u7a76\u63d0\u51fa\u4e86\u00a0<strong>LongLLaVA<\/strong> \u7cfb\u7edf\u89e3\u51b3\u65b9\u6848\uff0c\u91c7\u7528\u6df7\u5408\u67b6\u6784\u8fdb\u884c\u52a0\u901f\u3002\u8be5\u89e3\u51b3\u65b9\u6848\u5728\u4e09\u4e2a\u7ef4\u5ea6\u4e0a\u8fdb\u884c\u4e86\u5168\u9762\u4f18\u5316\uff1a<strong>\u591a\u6a21\u6001\u67b6\u6784\u3001\u6570\u636e\u6784\u5efa\u548c\u8bad\u7ec3\u7b56\u7565<\/strong>\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5bf9\u4e8e<strong>\u591a\u6a21\u6001\u67b6\u6784<\/strong>\uff0c\u91c7\u7528\u7ed3\u5408 Transformer \u548c Mamba \u7684\u6df7\u5408\u67b6\u6784\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u79cd\u9ad8\u6548\u56fe\u50cf\u8868\u793a\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5bf9\u56fe\u50cf Token \u5e94\u7528 2D <mark data-id=\"0a4cedf0-0ee0-4406-946e-2877950da91d\" data-type=\"concepts\">\u6c60\u5316<\/mark>\u4ee5\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u540c\u65f6\u4fdd\u6301\u6027\u80fd\u3002<\/section>\n<\/li>\n<li>\n<section>\u5bf9\u4e8e<strong>\u6570\u636e\u6784\u5efa<\/strong>\uff0c\u4e3a\u4e0d\u540c\u7684\u4efb\u52a1\u8bbe\u8ba1\u4e86\u72ec\u7279\u7684\u683c\u5f0f\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u533a\u5206\u56fe\u50cf\u4e4b\u95f4\u7684\u65f6\u95f4\u548c\u7a7a\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728<strong>\u8bad\u7ec3\u7b56\u7565<\/strong>\u65b9\u9762\uff0c\u91c7\u7528\u4e86\u4e00\u79cd\u4e09\u9636\u6bb5\u7684\u591a\u6a21\u6001\u81ea\u9002\u5e94\u65b9\u6cd5 \u2014\u2014 \u5355\u56fe\u50cf\u5bf9\u9f50\u3001\u5355\u56fe\u50cf\u6307\u4ee4\u8c03\u6574\u548c\u591a\u56fe\u50cf\u6307\u4ee4\u8c03\u6574 \u2014\u2014 \u4ee5\u9010\u6b65\u63d0\u5347\u6a21\u578b\u5904\u7406\u591a\u6a21\u6001\u957f\u4e0a\u4e0b\u6587\u7684\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cLongLLaVA \u5728\u9ad8\u6548\u7406\u89e3\u591a\u6a21\u6001\u957f\u4e0a\u4e0b\u6587\u65b9\u9762\u8868\u73b0\u5353\u8d8a\u3002\u5b83\u5728VNBench\u7684\u68c0\u7d22\u3001\u8ba1\u6570\u548c\u6392\u5e8f\u4efb\u52a1\u4e2d\u9886\u5148\uff0c\u5e76\u5728\u5355\u5f20 80GB GPU \u4e0a\u5bf9 1000 \u5f20\u56fe\u50cf\u8fdb\u884c\u5927\u6d77\u635e\u9488\u8bc4\u4f30\u65f6\u8fbe\u5230\u4e86\u8fd1 100% \u7684<mark data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\" data-type=\"concepts\">\u51c6\u786e\u7387<\/mark>\u3002\u4ece\u4fdd\u8bc1\u7814\u7a76\u53ef\u590d\u73b0\u548c\u4fc3\u8fdb\u793e\u533a\u53d1\u5c55\u51fa\u53d1\uff0c\u56e2\u961f\u5c06\u5f00\u6e90\u6240\u6709\u4e0e LongLLaVA \u76f8\u5173\u7684\u6a21\u578b\u3001\u4ee3\u7801\u548c\u6570\u636e\u96c6\u3002<\/section>\n<section><\/section>\n<section><strong>2. LongLLaVA: \u5c06 LLaVA \u6269\u5c55\u5230\u66f4\u957f\u7684\u4e0a\u4e0b\u6587<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u6311\u6218\u5e76\u63d0\u9ad8\u6a21\u578b\u5bf9\u957f\u6587\u672c\u548c\u591a\u56fe\u50cf\u573a\u666f\u7684\u9002\u5e94\u6027\uff0c\u56e2\u961f\u4ece\u4e09\u4e2a\u89d2\u5ea6\u8fdb\u884c\u4e86\u6539\u8fdb\uff1a<strong>\u591a\u6a21\u6001\u6a21\u578b\u67b6\u6784\uff0c\u6570\u636e\u6784\u9020\u548c\u8bad\u7ec3\u7b56\u7565\u3002<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-438ea83c8e601f185e0414ca8031c682.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-438ea83c8e601f185e0414ca8031c682.png\"><\/a><\/p>\n<section><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>2.1 \u591a\u6a21\u6001\u67b6\u6784<\/strong><\/section>\n<section><\/section>\n<section>LongLLaVA \u57fa\u4e8e LLaVA \u7684\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1a<strong>\u89c6\u89c9\u7f16\u7801\u5668\u3001 <mark data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\" data-type=\"concepts\">\u6620\u5c04<\/mark>\u5668 \u548c\u5927<mark data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark><\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u89c6\u89c9\u4fe1\u606f\u5904\u7406\u3002\u56e2\u961f\u4f7f\u7528 CLIP \u4f5c\u4e3a\u89c6\u89c9\u7f16\u7801\u5668\u6765\u7f16\u7801\u89c6\u89c9\u4fe1\u606f\uff0c\u5e76\u91c7\u7528\u4e24\u5c42 MLP \u4f5c\u4e3a<mark data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\" data-type=\"concepts\">\u6620\u5c04<\/mark>\u5668\uff0c\u5c06\u89c6\u89c9\u7279\u5f81<mark data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\" data-type=\"concepts\">\u6620\u5c04<\/mark>\u5230\u9002\u5408 LLM \u7684\u6587\u672c\u5d4c\u5165\u7a7a\u95f4\u3002\u5728<mark data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\" data-type=\"concepts\">\u6620\u5c04<\/mark>\u4e4b\u524d\uff0c\u5e94\u75282D<mark data-id=\"0a4cedf0-0ee0-4406-946e-2877950da91d\" data-type=\"concepts\">\u6c60\u5316<\/mark>\uff0c\u6709\u6548\u5730\u8282\u7701\u4e86\u8bad\u7ec3\u548c\u63a8\u7406\u65f6\u95f4\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u56fe\u50cf\u5757\u4e4b\u95f4\u7684\u57fa\u672c\u7a7a\u95f4\u5173\u7cfb\u3002<\/section>\n<section><\/section>\n<section>\u6df7\u5408 LLM \u67b6\u6784\u3002LongLLaVA \u91c7\u7528\u4e86\u4e00\u79cd\u6df7\u5408 LLM \u67b6\u6784\uff0c\u5c06 Transformer \u548c Mamba \u5c42\u4ee5 1:7 \u7684\u6bd4\u4f8b\u96c6\u6210\uff0c\u5982\u56fe 2 \u6240\u793a\u3002\u5728\u6bcf\u4e00\u5c42\u4e2d\u8fd8\u91c7\u7528\u4e86\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u65b9\u6cd5\uff0c\u4f7f\u7528 16 \u4e2a\u4e13\u5bb6\uff0c\u5e76\u4e3a\u6bcf\u4e2a Token \u9009\u62e9\u524d\u4e24\u4e2a\u4e13\u5bb6\u3002\u5728\u5c42\u4e4b\u95f4\u4f7f\u7528 RMSNorm \u6765\u589e\u5f3a\u5f52\u4e00\u5316\uff0c\u4f46\u7701\u7565\u4e86\u4f4d\u7f6e\u5d4c\u5165\u3002\u8be5\u6a21\u578b\u96c6\u6210\u4e86\u5206\u7ec4 Query \u6ce8\u610f\u529b\uff08GQA\uff09\u548c SwiGLU <mark data-id=\"1697e627-30e7-48a6-b799-39e2338ffab5\" data-type=\"concepts\">\u6fc0\u6d3b\u51fd\u6570<\/mark>\uff0c\u4e0e\u5176\u4ed6\u5927\u578b<mark data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark>\u76f8\u4f3c\u3002\u6a21\u578b\u7684\u603b\u4f53<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u6570\u91cf\u4e3a 530 \u4ebf\uff0c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u6fc0\u6d3b<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u603b\u6570\u4e3a 130 \u4ebf\u3002<\/section>\n<section><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6c53a5e411bc80ed3e00a36b863f0d41.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6c53a5e411bc80ed3e00a36b863f0d41.png\"><\/a><\/p>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>2.2 \u6570\u636e\u5904\u7406\u534f\u8bae<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u786e\u4fdd\u6a21\u578b\u5728\u591a\u56fe\u50cf\u573a\u666f\u4e2d\u6709\u6548\u5730\u533a\u5206\u56fe\u50cf\u4e4b\u95f4\u7684\u65f6\u5e8f\u548c\u7a7a\u95f4\u4f9d\u8d56\u5173\u7cfb\uff0c\u5e76\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u56e2\u961f\u7ec6\u81f4\u5730\u533a\u5206\u4e86\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u7279\u6b8a\u5b57\u7b26\u3002\u5982\u56fe 3 \u6240\u793a\uff0c\u8fd9\u4e9b\u7279\u6b8a\u5b57\u7b26\u5168\u9762\u5904\u7406\u4e86\u4e0d\u540c\u60c5\u5883\u4e0b\u56fe\u50cf\u4e4b\u95f4\u7684\u5404\u79cd\u5173\u7cfb\uff0c\u4ece\u800c\u589e\u5f3a\u4e86\u6a21\u578b\u5bf9\u4e0d\u540c\u4efb\u52a1\u7684\u9002\u5e94\u6027\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u5e38\u89c4\u5355\u56fe\u548c\u591a\u56fe\u8f93\u5165<\/strong>\uff1a\u4f7f\u7528 <img> \u5e2e\u52a9\u6a21\u578b\u533a\u5206\u56fe\u50cf\u548c\u6587\u672c Token \u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u89c6\u9891<\/strong>\uff1a\u5728\u4e0d\u540c\u7684\u5e27\u4e4b\u95f4\u6dfb\u52a0 \uff0c\u4ee5\u8868\u793a\u5b83\u4eec\u4e4b\u95f4\u7684\u65f6\u95f4\u4f9d\u8d56\u6027\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf<\/strong>\uff1a\u4f7f\u7528\u6362\u884c\u7b26 &#8220;n&#8221; \u6765\u533a\u5206\u4e3b\u56fe\u50cf\u4e0e\u5176\u5b50\u56fe\u50cf\u3002\u00a0\u5bf9\u4e8e\u5b50\u56fe\u50cf\u7684\u6392\u5217\uff0c\u901a\u8fc7\u4ece\u5de6\u4e0a\u89d2\u904d\u5386\u5230\u53f3\u4e0b\u89d2\u7684\u65b9\u5f0f\u8fdb\u884c\u5206\u5272\uff0c\u5728\u5206\u5272\u884c\u4e4b\u95f4\u6dfb\u52a0&#8221;n&#8221;\u4ee5\u4fdd\u7559\u5b50\u56fe\u50cf\u7684\u76f8\u5bf9\u7a7a\u95f4\u4f4d\u7f6e\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>2.3 \u8bad\u7ec3\u7b56\u7565<\/strong><\/section>\n<section><\/section>\n<section>\u56e2\u961f\u9010\u6b65\u5b9e\u73b0\u5355\u6a21\u6001\u548c\u591a\u6a21\u6001\u7684\u9002\u914d\uff0c\u5c06\u9884\u8bad\u7ec3<mark data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark>\u8f6c\u53d8\u4e3a\u591a\u6a21\u6001\u957f\u4e0a\u4e0b\u6587\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section><strong>\u7eaf\u6587\u672c\u6307\u4ee4\u5fae\u8c03<\/strong>\u3002\u9996\u5148\u63d0\u5347\u9884\u8bad\u7ec3<mark data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark>\u5728\u7eaf\u6587\u672c\u573a\u666f\u4e2d\u9075\u5faa\u4e0d\u540c\u957f\u5ea6\u6307\u4ee4\u7684\u80fd\u529b\u3002\u8fd9\u662f\u901a\u8fc7\u4f7f\u7528\u5305\u542b\u6765\u81ea Evol-instruct-GPT4\u3001WildChat \u548c LongAlign \u7684 278k \u6761\u7eaf\u6587\u672c\u6761\u76ee\u7684\u6570\u636e\u96c6\u5b9e\u73b0\u7684\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-16c6e3d627d01e2bb40b24879ab53e2e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-16c6e3d627d01e2bb40b24879ab53e2e.png\"><\/a><\/p>\n<section><\/section>\n<section>\u5728\u591a\u6a21\u6001\u81ea\u9002\u5e94\u65b9\u9762\uff0c\u5728 LLaVA \u4e2d \u201c\u5355\u56fe\u50cf\u5bf9\u9f50\u201d \u548c \u201c\u5355\u56fe\u50cf\u6307\u4ee4\u5fae\u8c03\u201d \u9636\u6bb5\u4e4b\u540e\uff0c\u56e2\u961f\u5f15\u5165\u4e86 \u201c\u591a\u56fe\u50cf\u6307\u4ee4\u5fae\u8c03\u201d \u9636\u6bb5\uff0c\u9010\u6b65\u589e\u5f3a\u6a21\u578b\u7684\u591a\u6a21\u6001\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u3002\u91c7\u7528\u6e10\u8fdb\u5f0f\u8bad\u7ec3\u4e0d\u4ec5\u662f\u4e3a\u4e86\u66f4\u597d\u5730\u63a7\u5236\u53d8\u91cf\uff0c\u4e5f\u662f\u4e3a\u4e86\u589e\u52a0\u6a21\u578b\u7684\u53ef\u91cd\u7528\u6027\u3002\u5177\u4f53\u7684\u6570\u636e\u96c6\u4f7f\u7528\u60c5\u51b5\u5982\u56fe 4 \u6240\u793a\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a<\/strong><strong>\u5355\u56fe\u50cf\u5bf9\u9f50<\/strong>\u3002\u8fd9\u4e00\u9636\u6bb5\u662f\u4e3a\u4e86\u5c06\u89c6\u89c9\u6a21\u6001\u7279\u5f81\u4e0e\u6587\u672c\u6a21\u6001\u8fdb\u884c\u5bf9\u9f50\u3002\u56e2\u961f\u4f7f\u7528\u4e86 ALLaVA-Caption \u548c ShareGPT4V \u7b49\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u5305\u542b\u5927\u7ea6 600K \u4e2a\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf &#8211; \u5b57\u5e55\u5bf9\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u4ec5\u8bad\u7ec3<mark data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\" data-type=\"concepts\">\u6620\u5c04<\/mark>\u5668\uff0c\u540c\u65f6\u51bb\u7ed3\u89c6\u89c9\u7f16\u7801\u5668\u548c LLM \u7684<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a<\/strong><strong>\u5355\u56fe\u50cf\u6307\u4ee4\u5fae\u8c03<\/strong>\u3002\u8fd9\u4e2a\u9636\u6bb5\u7684\u76ee\u7684\u662f\u8d4b\u4e88\u6a21\u578b\u591a\u6a21\u6001\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u3002\u56e2\u961f\u4f7f\u7528\u4e86 LLaVA-1.5 \u548c Manti-Single \u7b49\u6570\u636e\u96c6\uff0c\u603b\u5171\u6709\u7ea6 932K \u4e2a\u9ad8\u8d28\u91cf\u7684\u95ee\u7b54\u5bf9\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u53ea\u51bb\u7ed3\u4e86\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u800c<mark data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\" data-type=\"concepts\">\u6620\u5c04<\/mark>\u5668\u548c LLM \u90e8\u5206\u8fdb\u884c\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c\u4e09\u9636\u6bb5\uff1a<\/strong><strong>\u591a\u56fe\u50cf\u6307\u4ee4\u5fae\u8c03<\/strong>\u3002\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u6a21\u578b\u88ab\u8bad\u7ec3\u4ee5\u5728\u591a\u6a21\u6001\u957f\u6587\u672c\u573a\u666f\u4e2d\u9075\u5faa\u6307\u4ee4\u3002\u56e2\u961f\u5206\u522b\u4ece Mantis\u3001VideoChat2 \u548c ShareGPT4Video \u4e2d\u91c7\u6837 200K\u3001200K \u548c 50K \u6570\u636e\u9879\u3002\u4e3a\u4e86\u4fdd\u7559\u6a21\u578b\u7684\u5355\u56fe\u50cf\u7406\u89e3\u548c\u7eaf\u6587\u672c\u5bf9\u8bdd\u80fd\u529b\uff0c\u56e2\u961f\u5c06\u6765\u81ea\u5355\u56fe\u50cf\u6307\u4ee4\u5fae\u8c03\u548c\u7eaf\u6587\u672c\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5\u7684\u989d\u5916 200K \u548c 50K \u6570\u636e\u9879\u4f5c\u4e3a\u00a0<strong>Replay \u90e8\u5206<\/strong>\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u63d0\u9ad8\u6a21\u578b\u89e3\u91ca\u590d\u6742\u5355\u56fe\u50cf\uff08\u5206\u5272\u6210\u591a\u4e2a\u5b50\u56fe\u50cf\uff09\u7684\u80fd\u529b\uff0c\u56e2\u961f\u4ece\u5355\u56fe\u50cf\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5\u91c7\u6837 50K \u6761\u6570\u636e\uff0c\u8fdb\u884c\u586b\u5145\u548c\u5206\u5272\uff0c\u5c06\u539f\u59cb<mark data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\" data-type=\"tech_tasks\">\u56fe\u50cf\u5206\u5272<\/mark>\u6210\u5c3a\u5bf8\u4e3a 336&#215;336 \u7684\u5b50\u56fe\u50cf\u4f5c\u4e3a<strong>\u00a0SubImage \u90e8\u5206<\/strong>\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u8bc4\u4f30\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>3.1 \u4e3b\u8981\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u8868 2 \u6240\u793a\uff0cLongLLaVA \u5728 MileBench \u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u751a\u81f3\u8d85\u8fc7\u4e86\u95ed\u6e90\u6a21\u578bClaude-3-Opus\uff0c\u5c24\u5176\u5728\u68c0\u7d22\u4efb\u52a1\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u7a81\u663e\u5176\u5728\u5904\u7406\u591a\u56fe\u50cf\u4efb\u52a1\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-cc525d360f77042a5bca5b3008566557.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-cc525d360f77042a5bca5b3008566557.png\"><\/a><\/p>\n<section><\/section>\n<section>LongLLaVA \u5728\u6d89\u53ca\u4e2d\u7b49\u81f3\u957f\u89c6\u9891\u7684\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u8d85\u8d8a\u4e86\u4f20\u7edf\u7684\u89c6\u9891\u6a21\u578b\uff0c\u5982 Video-LLaMA2 \u548c VideoChat2\u3002\u5728\u53d6\u5f97\u4e86\u8fd9\u4e9b\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7ed3\u679c\u7684\u540c\u65f6\uff0cLongLLaVA \u7684 FLOPs \u6bd4\u5176\u4ed6\u6a21\u578b<strong>\u5c11\u4e00\u4e2a\u6570\u91cf\u7ea7<\/strong>\u3002<\/section>\n<section><\/section>\n<section><strong>3.2 \u957f\u4e0a\u4e0b\u6587\u5927\u578b<mark data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u8bca\u65ad\u8bc4\u4f30<\/strong><\/section>\n<section><\/section>\n<section>\u8003\u8651\u5230\u4ee5\u524d\u7684\u8bc4\u4f30\u4e0d\u80fd\u5145\u5206\u6355\u6349 MLLM \u5728\u957f\u8bed\u5883\u4e0b\u7684\u80fd\u529b\uff0c\u56e2\u961f\u91c7\u7528\u4e86\u4e00\u4e2a\u65b0\u7684\u8bca\u65ad\u8bc4\u4f30\u96c6 VNBench\uff0c\u4ee5\u8fdb\u4e00\u6b65\u5206\u6790\u6a21\u578b\u5728\u957f\u8bed\u5883\u4e0b\u7684\u539f\u5b50\u80fd\u529b\u3002VNBench \u662f\u4e00\u4e2a\u57fa\u4e8e\u5408\u6210<mark data-id=\"29c7c16c-acac-4bc9-87f4-279f97bf02fc\" data-type=\"tech_tasks\">\u89c6\u9891\u751f\u6210<\/mark>\u7684\u957f\u4e0a\u4e0b\u6587\u8bca\u65ad\u4efb\u52a1\u6846\u67b6\uff0c\u5305\u62ec\u68c0\u7d22\u3001\u6392\u5e8f\u548c\u8ba1\u6570\u7b49\u4efb\u52a1\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8c2581b190edf0e6b00bf0751fef7b94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8c2581b190edf0e6b00bf0751fef7b94.png\"><\/a><\/p>\n<section><\/section>\n<section>\u7ed3\u679c\u663e\u793a\u5982\u8868 3 \u6240\u793a\uff0cLongLLaVA \u5728\u8de8\u8bed\u5883\u68c0\u7d22\u3001\u6392\u5e8f\u548c\u6280\u672f\u80fd\u529b\u7b49\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u4e0e\u9886\u5148\u7684\u95ed\u6e90\u6a21\u578b\u76f8\u5f53\uff0c\u751a\u81f3\u5728\u67d0\u4e9b\u65b9\u9762\u8d85\u8fc7\u4e86 GPT-4V\u3002\u5728\u5f00\u6e90\u6a21\u578b\u4e2d\uff0cLongLLaVA \u4e5f\u5c55\u73b0\u51fa\u5176\u5353\u8d8a\u7684\u6027\u80fd\u3002\u5c55\u793a\u4e86 LongLLaVA \u5728\u7ba1\u7406\u548c\u7406\u89e3\u957f\u4e0a\u4e0b\u6587\u65b9\u9762\u7684\u5148\u8fdb\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>3.3 \u6d88\u878d\u5b9e\u9a8c<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1803a521414d59e0da5f71093ccb3990.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1803a521414d59e0da5f71093ccb3990.png\"><\/a><\/p>\n<section><\/section>\n<section>\u8868 4 \u4e2d\u663e\u793a\uff0c\u4f7f\u7528\u5177\u6709\u76f8\u540c\u6570\u636e\u7684\u6df7\u5408 LLM \u67b6\u6784\uff0c\u5728\u8bc4\u4f30\u96c6\u4e2d\u90fd\u89c2\u5bdf\u5230\u4e86\u663e\u8457\u7684\u6539\u8fdb\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u591a\u6a21\u6001\u573a\u666f\u4e2d\u7684\u6f5c\u529b\u3002\u5bf9\u4e8e Token \u538b\u7f29\uff0c\u9009\u62e9\u4e86 2D <mark data-id=\"0a4cedf0-0ee0-4406-946e-2877950da91d\" data-type=\"concepts\">\u6c60\u5316<\/mark>\uff0c\u8fd9\u663e\u8457\u51cf\u5c11\u4e86\u8ba1\u7b97\u8d1f\u8f7d\uff0c\u540c\u65f6\u5c06\u6027\u80fd\u4e0b\u964d\u63a7\u5236\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185\u3002\u4e0e 1D <mark data-id=\"0a4cedf0-0ee0-4406-946e-2877950da91d\" data-type=\"concepts\">\u6c60\u5316<\/mark>\u76f8\u6bd4\uff0c2D <mark data-id=\"0a4cedf0-0ee0-4406-946e-2877950da91d\" data-type=\"concepts\">\u6c60\u5316<\/mark>\u65b9\u6cd5\u5f97\u5230\u66f4\u597d\u7684\u7ed3\u679c\u3002\u5728\u6570\u636e\u6784\u5efa\u65b9\u9762\uff0c\u5728\u8bad\u7ec3\u56e2\u961f\u7684\u5355\u56fe\u50cf\u6570\u636e\u540e\uff0c\u6a21\u578b\u5728 SEEDBench \u4e0a\u7684<mark data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\" data-type=\"concepts\">\u51c6\u786e\u7387<\/mark>\u63d0\u9ad8\u4e86 1.5%\uff0c\u5728 MileBench \u4e0a\u63d0\u9ad8\u4e86 12.3%\u3002\u968f\u540e\u7684\u591a\u56fe\u50cf\u8bad\u7ec3\u4f7f\u5f97 MileBench \u4e0a\u7684<mark data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\" data-type=\"concepts\">\u51c6\u786e\u7387<\/mark>\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86 7.4%\uff0c\u9a8c\u8bc1\u4e86\u6570\u636e\u96c6\u6784\u5efa\u7684\u6709\u6548\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>4. \u66f4\u591a\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3 LongLLaVA \u7684\u5185\u90e8\u5de5\u4f5c\u539f\u7406\u548c\u8de8\u6a21\u6001\u957f\u6587\u672c\u5904\u7406\u80fd\u529b\uff0c\u8be5\u56e2\u961f\u8fdb\u884c\u4e86\u8fdb\u4e00\u6b65\u5206\u6790\u3002<\/section>\n<section><\/section>\n<section><strong>4.1 \u5173\u4e8e\u6df7\u5408\u67b6\u6784\u7684\u52a8\u673a<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-40fc3f33cd4fe03bfea973092c20f861.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-40fc3f33cd4fe03bfea973092c20f861.png\"><\/a><\/p>\n<section><\/section>\n<section>\u56e2\u961f\u63a2\u8ba8\u4e86\u4e0d\u540c\u67b6\u6784\u5728 ICL \u80fd\u529b\u548c\u63a8\u7406\u6548\u7387\u65b9\u9762\u7684\u4f18\u7f3a\u70b9\uff0c\u5f3a\u8c03\u4e86\u6df7\u5408\u67b6\u6784\u7684\u5e73\u8861\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section><strong>ICL \u5206\u6790<\/strong>\u3002\u56e2\u961f\u8bc4\u4f30\u4e86\u5728 VL-ICL <mark data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\" data-type=\"concepts\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\u5bf9\u591a\u6a21\u6001\u60c5\u5883\u5b66\u4e60\u4e2d\u5339\u914d\u56fe\u50cf\u4efb\u52a1\u7684\u6027\u80fd\u3002\u8be5\u4efb\u52a1\u7684\u8f93\u5165\u5305\u542b\u4e00\u4e2a\u56fe\u50cf\u5bf9\uff0c\u8f93\u51fa\u8868\u793a\u662f\u5426\u5b58\u5728\u7279\u5b9a\u7684\u5173\u7cfb\u3002MLLM \u9700\u8981\u4ece\u793a\u4f8b\u4e2d\u5b66\u4e60\u5173\u7cfb\u3002\u5982\u8868 5 \u6240\u793a\uff0c\u6df7\u5408\u67b6\u6784\u548c Transformer \u67b6\u6784\u968f\u7740\u793a\u4f8b\u6570\u91cf\u7684\u589e\u52a0\u8868\u73b0\u51fa\u5feb\u901f\u7684\u6027\u80fd\u63d0\u5347\uff0c\u800c Mamba \u67b6\u6784\u7684\u63d0\u5347\u8f83\u5c11\uff0c\u8bc1\u5b9e\u4e86\u5176\u5728\u60c5\u5883\u5b66\u4e60\u65b9\u9762\u7684\u4e0d\u8db3\u3002<\/section>\n<section><\/section>\n<section><strong>\u6548\u7387\u5206\u6790<\/strong>\u3002\u56e2\u961f\u5173\u6ce8\u4e09\u4e2a\u65b9\u9762\uff1a\u9884\u586b\u5145\u65f6\u95f4\uff08\u9996\u6b21\u63a8\u7406\u5ef6\u8fdf\uff09\u3001\u541e\u5410\u91cf\uff08\u6bcf\u79d2\u751f\u6210\u7684\u4e0b\u4e00\u4e2a Token \u6570\uff09\u548c\u5185\u5b58\u4f7f\u7528\u3002\u56e2\u961f\u5c06\u8f93\u5165\u6587\u672c\u957f\u5ea6\u63a7\u5236\u5728 100K\uff0c\u5e76\u6d4b\u91cf\u751f\u6210 1 \u4e2a Token \u548c 1000 \u4e2a Token \u7684\u8f93\u51fa\u6240\u9700\u7684\u65f6\u95f4\u548c\u6700\u5927\u5185\u5b58\u4f7f\u7528\u3002\u541e\u5410\u91cf\u8ba1\u7b97\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-88328038ca9f2adf4a63b7194a850743.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-88328038ca9f2adf4a63b7194a850743.png\"><\/a>\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u6a21\u62df\u5b9e\u9645\u5e94\u7528\u573a\u666f\uff0c\u4f7f\u7528 vLLM \u6846\u67b6\u548c Int8 <mark data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\" data-type=\"tech_tasks\">\u91cf\u5316<\/mark>\u8bc4\u4f30\u4e86 Transformer \u548c\u6df7\u5408\u67b6\u6784\u3002\u5982\u8868 5 \u6240\u793a\uff0cMamba \u67b6\u6784\u5177\u6709\u6700\u5feb\u7684\u9884\u586b\u5145\u65f6\u95f4\uff0c\u6700\u9ad8\u7684\u541e\u5410\u91cf\u3002\u4e0e\u5177\u6709\u76f8\u4f3c\u63a8\u7406<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u7684 Transformer \u67b6\u6784\u76f8\u6bd4\uff0c\u6df7\u5408\u67b6\u6784\u5b9e\u73b0\u4e86 2.5 \u500d\u7684\u541e\u5410\u91cf\uff0c75% \u7684\u9884\u586b\u5145\u65f6\u95f4\uff0c\u5e76\u51cf\u5c11\u4e86\u5185\u5b58\u4f7f\u7528\u3002<\/section>\n<section><\/section>\n<section><strong>4.2 \u56fe\u50cf\u6570\u91cf\u7684\u7f29\u653e\u5b9a\u5f8b<\/strong><\/section>\n<section><\/section>\n<section>\u968f\u7740\u53ef\u5904\u7406\u56fe\u50cf\u6570\u91cf\u7684\u589e\u52a0\uff0c\u6a21\u578b\u80fd\u591f\u652f\u6301\u66f4\u591a\u56fe\u50cf\u5757\u4ee5\u8fdb\u884c\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u7406\u89e3\uff0c\u4ee5\u53ca\u4f7f\u7528\u66f4\u591a\u89c6\u9891\u5e27\u8fdb\u884c\u89c6\u9891\u7406\u89e3\u3002\u4e3a\u4e86\u63a2\u7d22\u589e\u52a0\u5b50\u56fe\u50cf\u548c\u89c6\u9891\u5e27\u6570\u91cf\u7684\u5f71\u54cd\uff0c\u56e2\u961f\u5206\u522b\u5728 V* Bench \u548c Video-MME <mark data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\" data-type=\"concepts\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e0a\u8bc4\u4f30\u4e86 LongLLaVA\u3002<\/section>\n<section><\/section>\n<section><strong>\u589e\u52a0\u5b50\u56fe\u50cf\u6570\u91cf<\/strong>\u3002V* Bench \u8bc4\u4f30\u4e86\u4e00\u4e2a\u6a21\u578b\u5728\u5927\u578b\u56fe\u50cf\u4e2d\u5b9a\u4f4d\u5c0f\u76ee\u6807\u7684\u80fd\u529b\u3002\u5982\u56fe 5 \u6240\u793a\uff0c\u6700\u521d\u589e\u52a0\u5b50\u56fe\u50cf\u7684\u6570\u91cf\u663e\u8457\u63d0\u9ad8\u4e86\u6a21\u578b\u6027\u80fd\uff0c\u8868\u660e\u6a21\u578b\u5bf9\u56fe\u50cf\u7ec6\u8282\u7684\u7406\u89e3\u66f4\u597d\u3002\u7136\u800c\uff0c\u56e2\u961f\u4e5f\u53d1\u73b0\uff0c\u8fdb\u4e00\u6b65\u589e\u52a0\u5b50\u56fe\u50cf\u7684\u6570\u91cf\u7565\u5fae\u964d\u4f4e\u4e86\u6027\u80fd\uff0c\u8fd9\u8868\u660e\u8fc7\u591a\u7684\u5b50\u56fe\u50cf\u53ef\u80fd\u4f1a\u5e72\u6270\u5728\u6b64\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-edc359ae1d9ba2a9b32730a03689738d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-edc359ae1d9ba2a9b32730a03689738d.png\"><\/a><\/p>\n<section><\/section>\n<section><\/section>\n<section><strong>\u589e\u52a0\u5e27\u6570\u89c4\u6a21<\/strong>\u3002\u89c6\u9891\u591a\u6a21\u6001\u7f16\u7801\u5668\u662f\u4e00\u4e2a\u6d4b\u8bd5\u6a21\u578b\u4ece\u89c6\u9891\u4e2d\u63d0\u53d6\u4fe1\u606f\u80fd\u529b\u7684<mark data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\" data-type=\"concepts\">\u57fa\u51c6<\/mark>\u3002\u4ece\u56fe 6 \u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u968f\u7740\u91c7\u6837\u5e27\u6570\u7684\u589e\u52a0\uff0c\u6a21\u578b\u5728<mark data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\" data-type=\"concepts\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\u7684\u6027\u80fd\u663e\u8457\u63d0\u9ad8\uff0c\u5f53\u63d0\u53d6 256 \u5e27\u65f6\u8fbe\u5230\u5cf0\u503c\u3002\u8fd9\u8868\u660e\u6a21\u578b\u80fd\u591f\u6709\u6548\u5730\u7406\u89e3\u548c\u5229\u7528\u989d\u5916\u91c7\u6837\u5e27\u4e2d\u5305\u542b\u7684\u4fe1\u606f\uff0c\u4ee5\u63d0\u4f9b\u66f4\u597d\u7684\u54cd\u5e94\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-364c1b11e1b2c6035602b6a7f7d0d4cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-364c1b11e1b2c6035602b6a7f7d0d4cd.png\"><\/a><\/p>\n<section><\/section>\n<section><strong>5. \u8fdb\u4e00\u6b65\u5c06\u56fe\u50cf\u6570\u91cf\u6269\u5927\u5230 1000<\/strong><\/section>\n<section><\/section>\n<section>\u5229\u7528 LongVA \u4e2d\u63d0\u51fa\u7684 V-NIAH \u8bc4\u4f30\u6846\u67b6\uff0c\u56e2\u961f\u8fdb\u884c\u4e86 \u201c\u5927\u6d77\u635e\u9488\u201d \u6d4b\u8bd5\u6765\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002\u8003\u8651\u5230\u6a21\u578b\u7684\u8bad\u7ec3\u5e8f\u5217\u957f\u5ea6\u9650\u5236\u4e3a 40,960 \u4e2a token\uff0c\u91c7\u7528 token <mark data-id=\"0a4cedf0-0ee0-4406-946e-2877950da91d\" data-type=\"concepts\">\u6c60\u5316<\/mark>\u6280\u672f\u5c06\u539f\u59cb token \u6570\u91cf\u4ece 144 \u4e2a\u51cf\u5c11\u5230 36 \u4e2a\u3002\u8fd9\u79cd\u8c03\u6574\u80fd\u591f\u9ad8\u6548\u5730\u4ece\u5927\u91cf\u6570\u636e\u96c6\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002\u5982\u56fe 7 \u6240\u793a\uff0c\u6a21\u578b\u5728 1000 \u5f20\u56fe\u50cf\u96c6\u4e0a\u5b9e\u73b0\u4e86\u8fd1 100% \u7684\u68c0\u7d22<mark data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\" data-type=\"concepts\">\u51c6\u786e\u7387<\/mark>\uff0c\u800c\u65e0\u9700\u989d\u5916\u7684\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-234222d3653a043621cbbfe9623a06b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-234222d3653a043621cbbfe9623a06b2.png\"><\/a><\/p>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5f53\u589e\u52a0\u6d4b\u8bd5\u56fe\u50cf\u6570\u91cf\u8d85\u8fc7 1,000 \u5f20\u65f6\uff0c\u56e2\u961f\u89c2\u5bdf\u5230\u68c0\u7d22<mark data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\" data-type=\"concepts\">\u51c6\u786e\u7387<\/mark>\u4e0b\u964d\u3002\u8fd9\u79cd\u6027\u80fd\u4e0b\u964d\u53ef\u80fd\u662f\u56e0\u4e3a\u8d85\u51fa\u4e86\u6a21\u578b\u7684\u8bad\u7ec3\u5e8f\u5217\u957f\u5ea6\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5f71\u54cd\u5176\u4fdd\u6301\u66f4\u591a\u56fe\u50cf\u51c6\u786e\u6027\u7684\u80fd\u529b\u3002\u5728\u672a\u6765\u7684\u5de5\u4f5c\u4e2d\u56e2\u961f\u5c06\u5ef6\u957f\u8bad\u7ec3\u5e8f\u5217\u957f\u5ea6\u81f3 140,000 Token\uff0c\u5373 LongLLaVA \u8fdb\u884c\u5355\u5361\u63a8\u7406\u7684\u6781\u9650\u957f\u5ea6\uff0c\u4ee5\u8fdb\u4e00\u6b65\u91ca\u653e\u6a21\u578b\u6f5c\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>6. \u7ed3\u8bba<\/strong><\/section>\n<section><\/section>\n<section>LongLLaVA\uff08\u957f\u4e0a\u4e0b\u6587\u5927\u578b\u8bed\u8a00\u548c\u89c6\u89c9\u52a9\u624b\uff09\u8fd9\u4e00\u521b\u65b0\u6027\u6df7\u5408\u67b6\u6784\u6a21\u578b\uff0c\u5728\u957f\u4e0a\u4e0b\u6587\u591a\u6a21\u6001\u7406\u89e3\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u8be5\u6a21\u578b\u96c6\u6210\u4e86 Mamba \u548c Transformer \u6a21\u5757\uff0c\u5229\u7528\u591a\u4e2a\u56fe\u50cf\u4e4b\u95f4\u7684\u65f6\u7a7a\u4f9d\u8d56\u6027\u6784\u5efa\u6570\u636e\uff0c\u5e76\u91c7\u7528\u6e10\u8fdb\u5f0f\u8bad\u7ec3\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>LongLLaVA \u5728\u5404\u79cd<mark data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\" data-type=\"concepts\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u7ade\u4e89\u6027\u7684\u6027\u80fd\uff0c\u540c\u65f6\u786e\u4fdd\u4e86\u6548\u7387\uff0c\u4e3a\u957f\u4e0a\u4e0b\u6587\u591a\u6a21\u6001\u5927\u578b<mark data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08MLLMs\uff09\u8bbe\u5b9a\u4e86\u65b0\u7684\u6807\u51c6\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-21-5\" target=\"_blank\">\u9996\u4e2aMamba+Transformer\u6df7\u5408\u67b6\u6784\u591a\u6a21\u6001\u5927\u6a21\u578b\u6765\u4e86\uff0c\u5b9e\u73b0\u5355\u5361\u5343\u56fe\u63a8\u7406<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u9996\u4e2aMamba+Tra [&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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