{"id":36900,"date":"2025-01-20T21:00:25","date_gmt":"2025-01-20T13:00:25","guid":{"rendered":"https:\/\/17aitech.com\/?p=36900"},"modified":"2025-01-20T21:00:25","modified_gmt":"2025-01-20T13:00:25","slug":"%e7%ae%97%e6%b3%95%e7%b3%bb%e7%bb%9f%e5%8d%8f%e5%90%8c%e4%bc%98%e5%8c%96%ef%bc%8cvivo%e4%b8%8e%e6%b8%af%e4%b8%ad%e6%96%87%e6%8e%a8%e5%87%babluelm-v-3b%ef%bc%8c%e6%89%8b%e6%9c%ba%e7%a7%92%e5%8f%98","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36900","title":{"rendered":"\u7b97\u6cd5\u7cfb\u7edf\u534f\u540c\u4f18\u5316\uff0cvivo\u4e0e\u6e2f\u4e2d\u6587\u63a8\u51faBlueLM-V-3B\uff0c\u624b\u673a\u79d2\u53d8\u591a\u6a21\u6001AI\u4e13\u5bb6"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-29-5\" target=\"_blank\">\u7b97\u6cd5\u7cfb\u7edf\u534f\u540c\u4f18\u5316\uff0cvivo\u4e0e\u6e2f\u4e2d\u6587\u63a8\u51faBlueLM-V-3B\uff0c\u624b\u673a\u79d2\u53d8\u591a\u6a21\u6001AI\u4e13\u5bb6<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ee13b8e1e572a96ecaecd6873c188cd0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ee13b8e1e572a96ecaecd6873c188cd0.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"167\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>BlueLM-V-3B \u662f\u4e00\u6b3e\u7531 vivo AI \u7814\u7a76\u9662\u4e0e\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u8054\u5408\u7814\u53d1\u7684\u7aef\u4fa7\u591a\u6a21\u6001\u6a21\u578b\u3002\u8be5\u6a21\u578b\u73b0\u5df2\u5b8c\u6210\u5bf9\u5929\u7391 9300 \u548c 9400 \u82af\u7247\u7684\u521d\u6b65\u9002\u914d\uff0c\u672a\u6765\u5c06\u9010\u6b65\u63a8\u51fa\u624b\u673a\u7aef\u5e94\u7528\uff0c\u4e3a\u7528\u6237\u5e26\u6765\u66f4\u667a\u80fd\u3001\u66f4\u4fbf\u6377\u7684\u4f53\u9a8c\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u4e3a\u6211\u4eec\u7684\u65e5\u5e38\u751f\u6d3b\u5e26\u6765\u4e86\u65e0\u9650\u53ef\u80fd\u3002\u624b\u673a\u4f5c\u4e3a\u6211\u4eec\u5f62\u5f71\u4e0d\u79bb\u7684\u300c\u667a\u80fd\u4f34\u4fa3\u300d\uff0c\u65e0\u7591\u662f MLLM \u6700\u7406\u60f3\u7684\u843d\u5730\u5e73\u53f0\u3002\u5b83\u80fd\u591f\u5c06\u5f3a\u5927\u7684 AI \u80fd\u529b\uff0c\u65e0\u7f1d\u878d\u5165\u6211\u4eec\u7684\u65e5\u5e38\u4efb\u52a1\uff0c\u8ba9\u79d1\u6280\u771f\u6b63\u670d\u52a1\u4e8e\u751f\u6d3b\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u8981\u5c06 MLLM \u90e8\u7f72\u5230\u624b\u673a\u4e0a\uff0c\u5e76\u975e\u6613\u4e8b\u3002\u5185\u5b58\u5927\u5c0f\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u9650\u5236\uff0c\u5c31\u50cf\u4e24\u5ea7\u5927\u5c71\uff0c\u6a2a\u4e98\u5728 MLLM \u4e0e\u624b\u673a\u4e4b\u95f4\u3002\u672a\u7ecf\u4f18\u5316\u7684\u6a21\u578b\uff0c\u96be\u4ee5\u5728\u624b\u673a\u4e0a\u5b9e\u73b0\u6d41\u7545\u3001\u5b9e\u65f6\u7684\u5904\u7406\uff0c\u66f4\u9051\u8bba\u4e3a\u7528\u6237\u5e26\u6765\u826f\u597d\u7684\u4f53\u9a8c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-caa7a458a918975e453f03710c294292.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-caa7a458a918975e453f03710c294292.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2411.10640<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4e3a\u4e86\u653b\u514b\u8fd9\u4e00\u96be\u9898\uff0cvivo AI \u5168\u7403\u7814\u7a76\u9662\u548c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u591a\u5a92\u4f53\u5b9e\u9a8c\u5ba4\u5171\u540c\u63a8\u51fa\u4e86 BlueLM-V-3B\u3002\u8fd9\u662f\u4e00\u6b3e\u4e13\u4e3a\u79fb\u52a8\u5e73\u53f0\u91cf\u8eab\u6253\u9020\u7684 MLLM\uff0c\u91c7\u7528\u4e86\u7b97\u6cd5\u4e0e\u7cfb\u7edf\u534f\u540c\u8bbe\u8ba1\u7684\u521b\u65b0\u7406\u5ff5\uff0c\u91cd\u65b0\u8bbe\u8ba1\u4e86\u4e3b\u6d41 MLLM \u7684\u52a8\u6001\u5206\u8fa8\u7387\u65b9\u6848\uff0c\u5e76\u9488\u5bf9\u624b\u673a\u786c\u4ef6\u7279\u6027\u8fdb\u884c\u4e86\u6df1\u5ea6\u7cfb\u7edf\u4f18\u5316\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u5728\u624b\u673a\u4e0a\u9ad8\u6548\u3001\u6d41\u7545\u5730\u8fd0\u884c MLLM\u3002<\/section>\n<section><\/section>\n<section>BlueLM-V-3B \u5177\u6709\u4ee5\u4e0b\u51e0\u4e2a\u663e\u8457\u7279\u70b9\uff1a<\/section>\n<section><\/section>\n<section><strong>\u7b97\u6cd5\u4e0e\u7cfb\u7edf\u534f\u540c\u4f18\u5316<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5206\u6790\u4e86\u7ecf\u5178 MLLM \u4f7f\u7528\u7684\u52a8\u6001\u5206\u8fa8\u7387\u65b9\u6848\uff0c\u53d1\u73b0\u4e86\u56fe\u50cf\u8fc7\u5ea6\u653e\u5927\u7684\u95ee\u9898\uff0c\u5e76\u63d0\u51fa\u4e86\u9488\u5bf9\u6027\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u9488\u5bf9\u786c\u4ef6\u611f\u77e5\u90e8\u7f72\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u7cfb\u7edf\u8bbe\u8ba1\u548c\u4f18\u5316\uff0c\u4f7f MLLM \u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u8fdb\u884c\u63a8\u7406\uff0c\u5145\u5206\u53d1\u6325\u786c\u4ef6\u6f5c\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>\u5353\u8d8a\u7684\u6a21\u578b\u6027\u80fd<\/strong><\/section>\n<section><\/section>\n<section>BlueLM-V-3B \u5728\u6027\u80fd\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5728\u53c2\u6570\u89c4\u6a21\u76f8\u4f3c\u7684\u6a21\u578b\u4e2d\u8fbe\u5230\u4e86 SOTA \u6c34\u5e73\uff08\u4f8b\u5982\uff0c\u5728 OpenCompass \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86 66.1 \u7684\u9ad8\u5206\uff09\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u4ee4\u4eba\u60ca\u559c\u7684\u662f\uff0cBlueLM-V-3B \u751a\u81f3\u8d85\u8d8a\u4e86\u4e00\u7cfb\u5217\u53c2\u6570\u89c4\u6a21\u66f4\u5927\u7684 MLLM\uff08\u4f8b\u5982\uff0cMiniCPM-V-2.6\u3001InternVL2-8B\uff09\uff0c\u5c55\u73b0\u4e86\u5176\u5f3a\u5927\u7684\u5b9e\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>\u9ad8\u6548\u7684\u79fb\u52a8\u7aef\u90e8\u7f72<\/strong><\/section>\n<section><\/section>\n<section>BlueLM-V-3B \u5728\u79fb\u52a8\u7aef\u90e8\u7f72\u65b9\u9762\u540c\u6837\u8868\u73b0\u4f18\u5f02\u3002\u4ee5\u8054\u53d1\u79d1\u5929\u7391 9300 \u5904\u7406\u5668\u4e3a\u4f8b\uff0c\u5176\u5185\u5b58\u9700\u6c42\u4ec5\u4e3a 2.2GB\uff0c\u80fd\u591f\u5728\u7ea6 2.1 \u79d2\u5185\u5b8c\u6210\u5bf9 768\u00d71536 \u5206\u8fa8\u7387\u56fe\u50cf\u7684\u7f16\u7801\uff0c\u5e76\u5b9e\u73b0 24.4token\/s \u7684 token \u8f93\u51fa\u901f\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u610f\u5473\u7740\uff0c<strong>\u7528\u6237\u53ef\u4ee5\u5728\u624b\u673a\u4e0a\u4eab\u53d7\u5230\u6d41\u7545\u3001\u9ad8\u6548\u7684 MLLM \u4f53\u9a8c<\/strong>\uff0c\u800c\u65e0\u9700\u62c5\u5fc3\u7b97\u529b\u74f6\u9888\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4fca035541d4d572be0664da576fe374.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4fca035541d4d572be0664da576fe374.png\"><\/a><\/section>\n<section><strong>BlueLM-V-3B \u8bbe\u8ba1\u601d\u8def<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6a21\u578b\u4e3b\u4f53\u7ed3\u6784<\/strong><\/section>\n<section><\/section>\n<section>BlueLM-V-3B \u5ef6\u7eed\u4e86\u4f20\u7edf\u7684 LLaVA \u67b6\u6784\uff0c\u5305\u62ec\u89c6\u89c9\u7f16\u7801\u5668 SigLIP-400M\uff0cMLP \u7ebf\u6027\u6620\u5c04\u5c42\uff0c\u4ee5\u53ca\u5927\u8bed\u8a00\u6a21\u578b BlueLM-3B\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u66f4\u597d\u5730\u5904\u7406\u9ad8\u5206\u8fa8\u7387\u56fe\u7247\uff0c\u548c\u4e3b\u6d41 MLLM \u4e00\u6837\uff0cBlueLM-V-3B \u91c7\u7528\u4e86\u52a8\u6001\u5206\u8fa8\u7387\u65b9\u6848\uff0c\u5e76\u9488\u5bf9 InternVL 1.5 \u548c LLaVA-NeXT \u4e2d\u5b58\u5728\u7684\u56fe\u50cf\u8fc7\u5ea6\u653e\u5927\u95ee\u9898\u8fdb\u884c\u4e86\u6539\u8fdb\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u4e3a\u4e86\u5e94\u5bf9\u624b\u673a NPU \u5728\u5904\u7406\u957f\u8f93\u5165 token \u65f6\u7684\u6027\u80fd\u9650\u5236\uff0cBlueLM-V-3B \u8fd8\u5f15\u5165\u4e86 token \u964d\u91c7\u6837\u7684\u65b9\u6848\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u7684\u987a\u5229\u90e8\u7f72\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9573cf9d472cb45cc915b84560ec10ee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9573cf9d472cb45cc915b84560ec10ee.png\"><\/a><\/section>\n<section><strong>\u52a8\u6001\u5206\u8fa8\u7387<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7b97\u6cd5\u6539\u8fdb\uff1a<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section>\u4e3a\u4e86\u63d0\u5347\u591a\u6a21\u6001\u6a21\u578b\u5e94\u5bf9\u9ad8\u5206\u8fa8\u7387\u56fe\u7247\u7684\u80fd\u529b\uff0c\u4e3b\u6d41\u7684 MLLM \u5f80\u5f80\u91c7\u7528\u52a8\u6001\u5206\u8fa8\u7387\u7684\u65b9\u6848\u8fdb\u884c\u56fe\u7247\u7684\u653e\u7f29\u548c\u88c1\u5207\u3002\u8be5\u56e2\u961f\u53d1\u73b0\u4e3b\u6d41\u52a8\u6001\u5206\u8fa8\u7387\u65b9\u6848\uff0c\u5982 LLaVA-NeXT \u548c InternVL 1.5 \u5f80\u5f80\u4f34\u968f\u56fe\u7247\u8fc7\u5ea6\u653e\u5927\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-efe6becef63482f854b1af43e871efea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-efe6becef63482f854b1af43e871efea.png\"><\/a><\/section>\n<section>\u4f20\u7edf\u7684\u52a8\u6001\u5206\u8fa8\u7387\u65b9\u6848\u5f80\u5f80\u4f1a\u9009\u62e9\u4e00\u4e2a\u5206\u8fa8\u7387\uff08\u5982 384&#215;384\uff09\u4f5c\u4e3a\u57fa\u51c6\u5c3a\u5bf8\uff0c\u5e76\u9009\u62e9\u5408\u9002\u7684\u957f\u5bbd\u6bd4\u5bf9\u56fe\u50cf\u8fdb\u884c\u7f29\u653e\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e LLaVA-NeXT\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u5206\u8fa8\u7387\u4e3a 394\u00d7390 \u7684\u56fe\u50cf\uff0c\u5b83\u4f1a\u9009\u62e9 2:2 \u7684\u56fe\u7247\u6bd4\u4f8b\uff0c\u7136\u540e\u5c06\u539f\u59cb\u56fe\u50cf\u8c03\u6574\u5e76\u586b\u5145\u81f3 768\u00d7768\uff08\u653e\u5927 4 \u500d\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e InternVL1.5\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u5206\u8fa8\u7387\u4e3a 380\u00d776 \u7684\u56fe\u50cf\uff0c\u5b83\u4f1a\u9009\u62e9 5:1 \u7684\u6bd4\u4f8b\uff0c\u76f4\u63a5\u5c06\u539f\u59cb\u56fe\u50cf\u8c03\u6574\u81f3 1920\u00d7384\uff08\u653e\u5927 25 \u500d\uff09\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u653e\u5927\u5e76\u4e0d\u4e00\u5b9a\u4e30\u5bcc\u4e86\u56fe\u50cf\u4fe1\u606f\uff0c\u4f46\u4f1a\u5bfc\u81f4\u66f4\u591a\u7684\u56fe\u50cf\u5207\u5757\uff0c\u4ece\u800c\u589e\u52a0\u56fe\u50cf token \u7684\u6570\u91cf\uff0c\u589e\u52a0\u79fb\u52a8\u8bbe\u5907\u4e0a\u7684\u90e8\u7f72\u96be\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u9274\u4e8e\u6b64\uff0cBlueLM-V-3B \u57fa\u4e8e LLaVA-NeXT \u8bbe\u8ba1\u4e86\u4e00\u79cd\u5bbd\u677e\u7684\u957f\u5bbd\u6bd4\u9009\u62e9\u7b97\u6cd5\uff0c\u7efc\u5408\u8003\u8651\u4e86\u653e\u7f29\u540e\u56fe\u7247\u7684\u6709\u6548\u4fe1\u606f\u5206\u8fa8\u7387\u4ee5\u53ca\u6d6a\u8d39\u7684\u7a7a\u95f4\uff0c\u6709\u6548\u63d0\u9ad8\u4e86\u56fe\u7247\u4fe1\u606f\u7684\u5229\u7528\u7387\uff0c\u51cf\u5c11\u4e86\u90e8\u7f72\u65f6\u7684\u56fe\u7247 token \u957f\u5ea6\uff0c\u964d\u4f4e\u56fe\u7247\u7684\u5904\u7406\u5ef6\u65f6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-db09db919bbbeb0fffcdd9bfa84f1728.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-db09db919bbbeb0fffcdd9bfa84f1728.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u786c\u4ef6\u611f\u77e5\u7684\u7cfb\u7edf\u8bbe\u8ba1<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u56fe\u50cf\u5e76\u884c\u7f16\u7801\uff1a\u7ecf\u8fc7\u52a8\u6001\u5206\u8fa8\u7387\u5904\u7406\u540e\uff0c\u56fe\u50cf\u88ab\u5206\u4e3a\u591a\u4e2a\u5c40\u90e8\u5207\u5757\u4ee5\u53ca\u4e00\u5f20\u5168\u5c40\u7f29\u7565\u56fe\u5207\u5757\u3002\u4e3a\u4e86\u52a0\u901f\u90e8\u7f72\u63a8\u7406\uff0cBlueLM-V-3B \u91c7\u7528\u5e76\u884c\u7b56\u7565\u6765\u5229\u7528 NPU \u7684\u8ba1\u7b97\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u9ad8\u7ea7\u8bed\u8a00\uff08\u4f8b\u5982 Python\uff09\u4e0d\u540c\uff0c\u786c\u4ef6\u52a0\u901f\u8bbe\u8ba1\u9700\u8981\u5bf9\u8ba1\u7b97\u8d44\u6e90\u8fdb\u884c\u5e95\u5c42\u63a7\u5236\uff0c\u4f8b\u5982\u5185\u5b58\u5e03\u5c40\u548c\u57fa\u4e8e\u5bc4\u5b58\u5668\u5927\u5c0f\u7684\u8ba1\u7b97\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e NPU \u7684\u8ba1\u7b97\u80fd\u529b\u6709\u9650\uff0c\u6240\u6709\u56fe\u7247\u5207\u5757\u65e0\u6cd5\u540c\u65f6\u6709\u6548\u5904\u7406\uff1b\u76f8\u53cd\uff0cBlueLM-V-3B \u4e00\u6b21\u5904\u7406\u56fa\u5b9a\u6570\u91cf\u7684\u5207\u5757\uff0c\u4ee5\u83b7\u5f97\u5e76\u884c\u5904\u7406\u548c\u786c\u4ef6\u6027\u80fd\u7684\u5e73\u8861\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-218af24702d702c349037ed9a94d710a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-218af24702d702c349037ed9a94d710a.png\"><\/a><\/section>\n<section>\u6d41\u6c34\u7ebf\u5e76\u884c\u5904\u7406\uff1a\u5728\u6a21\u578b\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cBlueLM-V-3B \u5b9e\u73b0\u4e86\u6d41\u6c34\u7ebf\u5e76\u884c\u65b9\u6848\uff0c\u4ee5\u4f18\u5316\u56fe\u50cf\u5207\u5757\u7684\u7f16\u7801\u6548\u7387\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff0c\u5bf9\u4e8e\u4ece\u5355\u4e2a\u56fe\u50cf\u4e2d\u63d0\u53d6\u7684\u4e0d\u540c\u5207\u5757\uff0cBlueLM-V-3B \u4e3a SigLIP \u89c6\u89c9\u5d4c\u5165\u6a21\u5757\u7684 Conv2D \u5c42\u548c ViT \u5c42\u8bbe\u8ba1\u4e86\u6d41\u6c34\u7ebf\u5e76\u884c\u65b9\u6848\u3002\u8fd9\u79cd\u65b9\u6cd5\u6709\u6548\u5730\u9690\u85cf\u4e86 Conv2D \u64cd\u4f5c\u7684\u6267\u884c\u5ef6\u8fdf\uff0c\u63d0\u5347\u4e86\u6574\u4f53\u5904\u7406\u901f\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-57a303bd62cc878425025ee0719c990c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-57a303bd62cc878425025ee0719c990c.png\"><\/a><\/section>\n<section><strong>Token \u964d\u91c7\u6837<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u57fa\u7840\u7b97\u6cd5\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u867d\u7136 BlueLM-V-3B \u8bbe\u8ba1\u4e86\u4e00\u79cd\u5bbd\u677e\u7684\u957f\u5bbd\u6bd4\u9009\u62e9\u7b97\u6cd5\u6765\u964d\u4f4e\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u56fe\u7247 token \u7684\u6570\u91cf\uff0c\u4f46\u52a8\u6001\u5206\u8fa8\u7387\u5e26\u6765\u7684\u56fe\u7247 token \u6570\u91cf\u4f9d\u7136\u5f88\u591a\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0cBlueLM-V-3B \u91c7\u7528\u4e86 VILA \u63d0\u51fa\u7684 token \u6570\u91cf\u4e0b\u91c7\u6837\u65b9\u6848\uff0c\u5c06\u6bcf 2\u00d72 \u4e2a\u56fe\u50cf token \u5408\u5e76\u4e3a\u4e00\u4e2a token\uff0c\u5e76\u91c7\u7528\u4e00\u4e2a\u7ebf\u6027\u5c42\u505a\u4fe1\u606f\u878d\u5408\uff0c\u964d\u4f4e\u4e86\u90e8\u7f72\u96be\u5ea6\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7cfb\u7edf\u8bbe\u8ba1\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5206\u5757\u8ba1\u7b97\u8f93\u5165 token\uff1a\u5728 LLM \u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u4f20\u7edf GPU \u901a\u8fc7\u5e76\u884c\u8ba1\u7b97\u6280\u672f\u540c\u65f6\u5904\u7406\u6240\u6709\u8f93\u5165 token \u4ee5\u52a0\u901f\u8ba1\u7b97\u3002\u7136\u800c\uff0c\u7531\u4e8e\u56fe\u50cf token \u957f\u5ea6\u8f83\u957f\u3001\u4e0a\u4e0b\u6587\u4fe1\u606f\u590d\u6742\u4ee5\u53ca NPU \u8ba1\u7b97\u80fd\u529b\u6709\u9650\uff0c\u5bfc\u81f4\u5e76\u884c\u5904\u7406\u6548\u7387\u4f4e\u4e0b\u3002\u9010\u4e2a token \u7684\u987a\u5e8f\u5904\u7406\u4e5f\u4e0d\u662f\u6700\u4f73\u9009\u62e9\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0cBlueLM-V-3B \u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u91c7\u7528\u4e86\u5206\u5757\u7b56\u7565\uff0c\u6bcf\u6b21\u8fed\u4ee3\u5e76\u884c\u5904\u7406 128 \u4e2a\u8f93\u5165 token\uff08t128\uff09\uff0c\u7136\u540e\u5408\u5e76\u7ed3\u679c\uff0c\u4ee5\u5728\u5e76\u884c\u5904\u7406\u4e0e NPU \u8ba1\u7b97\u8d44\u6e90\u4e4b\u95f4\u5b9e\u73b0\u5e73\u8861\u3002<\/section>\n<section><\/section>\n<section><strong>\u6a21\u578b\u91cf\u5316\u548c\u603b\u4f53\u63a8\u7406\u6846\u67b6<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6a21\u578b\u91cf\u5316\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6df7\u5408\u53c2\u6570\u7cbe\u5ea6\uff1aBlueLM-V-3B \u901a\u8fc7\u6df7\u5408\u7cbe\u5ea6\u91cf\u5316\u964d\u4f4e\u5185\u5b58\u4f7f\u7528\u5e76\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u3002\u6743\u91cd\u65b9\u9762\uff0cSigLIP \u548c MLP \u7ebf\u6027\u6620\u5c04\u5c42\u91c7\u7528 INT8 \u7cbe\u5ea6\uff0cLLM \u5219\u4f7f\u7528 INT4 \u7cbe\u5ea6\uff0c\u5e73\u8861\u4e86\u8ba1\u7b97\u6548\u7387\u4e0e\u6a21\u578b\u7cbe\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u6fc0\u6d3b\u503c\u5bf9\u91cf\u5316\u66f4\u654f\u611f\uff0cLLM \u7684\u6fc0\u6d3b\u4f7f\u7528 INT16 \u7cbe\u5ea6\uff0cSigLIP \u53ca\u6620\u5c04\u5c42\u7684\u6fc0\u6d3b\u5219\u4f7f\u7528 FP16\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u6027\u80fd\u3002\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cKV \u7f13\u5b58\u91c7\u7528 INT8 \u7cbe\u5ea6\u5b58\u50a8\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u89e3\u8026\u56fe\u50cf\u7f16\u7801\u4e0e\u6307\u4ee4\u5904\u7406\uff1a<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section>\u4e3a\u4e86\u63d0\u9ad8\u90e8\u7f72\u6548\u7387\uff0cBlueLM-V-3B \u5c06\u56fe\u50cf\u5904\u7406\u4e0e\u7528\u6237\u8f93\u5165\u89e3\u8026\u3002\u5728\u6a21\u578b\u521d\u59cb\u5316\u65f6\uff0cViT \u548c LLM \u6a21\u578b\u540c\u65f6\u52a0\u8f7d\u5230\u5185\u5b58\u4e2d\u3002\u7528\u6237\u4e0a\u4f20\u56fe\u50cf\u65f6\uff0c\u7531\u4e8e MLLM \u5728\u672c\u5730\u90e8\u7f72\uff0c\u4e0a\u4f20\u51e0\u4e4e\u6ca1\u6709\u5ef6\u8fdf\u3002\u56fe\u50cf\u4e0a\u4f20\u540e\uff0cViT \u7acb\u5373\u5f00\u59cb\u5904\u7406\uff0c\u7528\u6237\u53ef\u4ee5\u540c\u65f6\u8f93\u5165\u6307\u4ee4\uff1b\u5bf9\u4e8e\u97f3\u9891\u6307\u4ee4\uff0cBlueLM-V-3B \u4f1a\u5148\u5c06\u5176\u8f6c\u6362\u4e3a\u6587\u672c\u3002<\/section>\n<section><\/section>\n<section>\u56fe\u50cf\u5904\u7406\u5b8c\u6210\u540e\uff0c\u7528\u6237\u7684\u547d\u4ee4\u63d0\u4ea4\u7ed9 LLM \u751f\u6210\u54cd\u5e94\uff0cViT \u53ef\u4ee5\u4ece\u5185\u5b58\u4e2d\u91ca\u653e\u3002\u8fd9\u79cd\u5e76\u884c\u5904\u7406\u51cf\u5c11\u4e86\u7b2c\u4e00\u4e2a token \u751f\u6210\u7684\u7b49\u5f85\u65f6\u95f4\uff0c\u63d0\u9ad8\u4e86\u54cd\u5e94\u901f\u5ea6\uff0c\u5e76\u5c06 BlueLM-V-3B \u7684\u5cf0\u503c\u5185\u5b58\u4f7f\u7528\u9650\u5236\u5728 2.2GB\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3ea6e761f027df45c8317bd7c9abe981.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3ea6e761f027df45c8317bd7c9abe981.png\"><\/a><\/section>\n<section><strong>BlueLM-V-3B \u7684\u8bad\u7ec3\u8fc7\u7a0b<\/strong><\/section>\n<section><\/section>\n<section><strong>\u8bad\u7ec3\u6d41\u7a0b<\/strong><\/section>\n<section><\/section>\n<section>BlueLM-V-3B \u4ece BlueLM-3B \u8bed\u8a00\u6a21\u578b\u5f00\u59cb\u5206\u4e24\u4e2a\u9636\u6bb5\u8fdb\u884c\u8bad\u7ec3\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u9884\u8bad\u7ec3\u7ebf\u6027\u6620\u5c04\u5c42\uff0c\u540c\u65f6\u4fdd\u6301 ViT \u548c LLM \u51bb\u7ed3\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u4f7f\u7528\u5927\u91cf\u7684\u56fe\u50cf &#8211; \u6587\u672c\u5bf9\u5bf9\u6a21\u578b\u8fdb\u884c\u5168\u9762\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bad\u7ec3\u6570\u636e<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7b2c\u4e00\u9636\u6bb5\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7b2c\u4e00\u9636\u6bb5\u65e8\u5728\u8d4b\u4e88\u6a21\u578b\u57fa\u672c\u7684\u591a\u6a21\u6001\u80fd\u529b\u3002\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u8be5\u56e2\u961f\u5229\u7528\u5f00\u6e90\u6570\u636e\u96c6\uff0c\u521b\u5efa\u4e86\u4e00\u4e2a\u7531 250 \u4e07\u6761\u56fe\u50cf &#8211; \u6587\u672c\u5bf9\u7ec4\u6210\u7684\u7efc\u5408\u9884\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u6765\u81ea LLaVA\u3001ShareGPT4V \u548c ALLaVA\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7b2c\u4e8c\u9636\u6bb5\uff1a<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section>\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u7814\u7a76\u56e2\u961f\u7cbe\u5fc3\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b 6\u4ebf+ \u6761\u56fe\u50cf &#8211; \u6587\u672c\u5bf9\u7684\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u62ec\u5f00\u6e90\u6570\u636e\u96c6\u548c\u5185\u90e8\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u548c\u591a\u6837\u5316\u7684\u6570\u636e\u7c7b\u578b\uff0c\u5982\u56fe\u50cf\u63cf\u8ff0\u3001\u89c6\u89c9\u95ee\u7b54\u3001\u6587\u672c\u56fe\u7247\u8bc6\u522b\u548c\u7eaf\u6587\u672c\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u9664\u4e86\u5f00\u6e90\u6570\u636e\u96c6\uff0c\u4ed6\u4eec\u8fd8\u52a0\u5165\u4e86\u5927\u91cf\u5185\u90e8\u6570\u636e\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u80fd\u529b\u3002\u6bd4\u5982\uff0c\u4ece\u5404\u79cd\u7f51\u7ad9\u4e0a\u722c\u53d6\u4e86\u5927\u91cf\u7684\u7eaf\u6587\u672c\u6570\u636e\u548c\u56fe\u50cf &#8211; \u6587\u672c\u5bf9\u3002\u5bf9\u4e8e\u4e0d\u540c\u7684\u6570\u636e\u7c7b\u522b\uff0c\u5982 PDF\u3001\u516c\u5f0f\u3001\u56fe\u8868\u3001\u89e3\u9898\u6570\u636e\u3001\u591a\u8bed\u79cd\u6570\u636e\uff0c\u56e2\u961f\u8fd8\u624b\u52a8\u6e32\u67d3\u5e76\u521b\u5efa\u4e86\u5927\u91cf\u7684\u56fe\u50cf-\u6587\u672c\u5bf9\uff0c\u4ee5\u4e30\u5bcc\u8bad\u7ec3\u6570\u636e\u7684\u591a\u6837\u6027\u3002<\/section>\n<section><\/section>\n<section>\u9664\u4e86\u8fdb\u884c\u56fe\u50cf\u6e32\u67d3\u5916\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u4f7f\u7528 GPT-4o \u548c Gemini Pro \u6784\u9020\u548c\u4fee\u6539\u56fe\u7247\u63cf\u8ff0\u53ca\u89c6\u89c9\u95ee\u7b54\u5bf9\u3002\u5f00\u6e90\u4e0e\u4e13\u6709\u6570\u636e\u7684\u7ed3\u5408\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u4ece\u591a\u6837\u5316\u7684\u793a\u4f8b\u4e2d\u5b66\u4e60\uff0c\u5e76\u5728\u591a\u79cd\u4efb\u52a1\u548c\u6a21\u6001\u4e0a\u63d0\u5347\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>\u5bbd\u677e\u7684\u957f\u5bbd\u6bd4\u9009\u62e9\u7b97\u6cd5<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u90e8\u7f72\u6548\u7387\uff1a<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section>\u8be5\u56e2\u961f\u5728 LLaVA 665k \u8bad\u7ec3\u96c6\u4e0a\u9a8c\u8bc1\u4e86\u6539\u8fdb\u65b9\u6848\u662f\u5426\u80fd\u964d\u4f4e\u90e8\u7f72\u6210\u672c\u3002\u4e3a\u516c\u5e73\u5bf9\u6bd4\uff0c\u4ed6\u4eec\u5c06 LLaVA-NeXT\u3001InternVL 1.5 \u548c\u6539\u8fdb\u65b9\u6848\u7684\u6700\u5927\u5206\u5757\u6570\u5747\u8bbe\u7f6e\u4e3a 9\u3002<\/section>\n<section><\/section>\n<section>\u4e0e LLaVA-NeXT \u76f8\u6bd4\uff0c\u63d0\u51fa\u7684\u65b9\u6cd5\u5728 2.9 \u4e07\u4e2a\u6837\u4f8b\u4e2d\u9009\u62e9\u4e86\u66f4\u5c0f\u7684\u957f\u5bbd\u6bd4\uff1b\u800c\u5728\u4e0e InternVL 1.5 \u7684\u6bd4\u8f83\u4e2d\uff0c\u5728 52.3 \u4e07\u4e2a\u6837\u4f8b\u4e2d\u91c7\u7528\u4e86\u66f4\u5c0f\u7684\u957f\u5bbd\u6bd4\uff0c\u5728 2.5 \u4e07\u4e2a\u6837\u4f8b\u4e2d\u9009\u62e9\u4e86\u66f4\u5927\u7684\u957f\u5bbd\u6bd4\u3002\u8fd9\u663e\u8457\u63d0\u5347\u4e86 NPU \u4e0a\u7684\u63a8\u7406\u6548\u7387\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6d4b\u8bc4\u96c6\u6027\u80fd\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5728 MiniCPM-2B \u548c BlueLM-3B\uff08\u5747\u4e3a 2.7B \u53c2\u6570\u91cf\uff09\u4e24\u4e2a\u6a21\u578b\u4e0a\u8fdb\u884c\u5b9e\u9a8c\uff0c\u5229\u7528 LLaVA 558k \u8fdb\u884c\u7b2c\u4e00\u9636\u6bb5\u8bad\u7ec3\uff0c\u7528 LLaVA 665k \u8fdb\u884c\u7b2c\u4e8c\u9636\u6bb5\u8bad\u7ec3\u3002\u6bd4\u8f83 LLaVA-NeXT\u3001InternVL 1.5 \u548c\u6539\u8fdb\u65b9\u6848\u5728\u6d4b\u8bc4\u96c6\u4e0a\u7684\u6027\u80fd\u8868\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e 3B \u6a21\u578b\u7684\u5b66\u4e60\u901f\u5ea6\u8f83\u6162\uff0c\u6bcf\u4e2a\u9636\u6bb5\u8bad\u4e24\u8f6e\u3002\u8be5\u56e2\u961f\u7edf\u8ba1\u4e86\u5728\u591a\u4e2a\u5e38\u7528\u6d4b\u8bc4\u96c6\u4e0a\u7684\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f8272339cb969bf8d1548647f2fa4183.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f8272339cb969bf8d1548647f2fa4183.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\u65b0\u8bbe\u8ba1\u7684\u52a8\u6001\u5206\u8fa8\u7387\u65b9\u6848\u4e0d\u4ec5\u964d\u4f4e\u4e86\u90e8\u7f72\u6210\u672c\uff0c\u8fd8\u63d0\u5347\u4e86\u6d4b\u8bc4\u96c6\u4e0a\u7684\u51c6\u786e\u7387\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e0d\u540c\u6d4b\u8bc4\u96c6\u4e0a\u7684\u51c6\u786e\u7387\u6bd4\u8f83<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>OpenCompass \u6d4b\u8bc4\u96c6\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86\u5168\u91cf\u5fae\u8c03\u5b8c\u7684 BlueLM-V-3B \u6a21\u578b\u5728 OpenCompass \u6d4b\u8bc4\u96c6\u4e0a\u7684\u7cbe\u5ea6\u8868\u73b0\uff0c\u5e76\u548c\u603b\u53c2\u6570\u91cf\u5c0f\u4e8e\u7b49\u4e8e 10B \u7684\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9a537193940c6ff12be3a20bd3f50202.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9a537193940c6ff12be3a20bd3f50202.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0cBlueLM-V-3B \u6a21\u578b\u5728 4 \u4e2a\u6d4b\u8bd5\u9879\u76ee\u4e2d\u53d6\u5f97\u6700\u9ad8\u5206\uff0c\u5e76\u5728\u5747\u5206\u4e0a\u6392\u540d\u7b2c\u4e8c\u3002\u8fd9\u5c55\u793a\u4e86 BlueLM-V-3B \u6a21\u578b\u7684\u5f3a\u52b2\u6027\u80fd\u3002<\/section>\n<section>\u00a0<\/section>\n<ul>\n<li>\n<section>\u6587\u672c\u6570\u636e\u96c6 \/ OCR \u80fd\u529b\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4e0b\u56fe\u662f BlueLM-V-3B \u4e0e\u53c2\u6570\u91cf\u76f8\u8fd1\u7684\u591a\u6a21\u6001\u6a21\u578b\u5728 TextVQA\uff0cDocVQA \u4ee5\u53ca\u591a\u8bed\u79cd\u591a\u6a21\u6001\u6570\u636e\u96c6 MTVQA \u4e0a\u7684\u8bc4\u6d4b\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-93d8ea19c422b53f24679856c3024531.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-93d8ea19c422b53f24679856c3024531.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u5728 OCR \u76f8\u5173\u4efb\u52a1\u4e0a\uff0cBlueLM-V-3B \u53d6\u5f97\u4e86\u975e\u5e38\u6709\u7ade\u4e89\u529b\u7684\u6210\u7ee9\uff0c\u5e76\u5728\u591a\u8bed\u8a00\u6d4b\u8bc4\u4e2d\u8fdc\u8d85\u4e3b\u6d41\u7684\u591a\u6a21\u6001\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section><strong>BlueLM-V-3B \u90e8\u7f72\u6548\u7387<\/strong><\/section>\n<section><\/section>\n<section>\u56e2\u961f\u6c47\u62a5\u4e86\u5728\u642d\u8f7d\u5929\u7391 9300 \u5904\u7406\u5668\u7684 vivo X100 \u624b\u673a\u4e0a\u7684\u90e8\u7f72\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u56fe\u50cf\u5e76\u884c\u7f16\u7801\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5b9e\u9a8c\u4e2d\uff0c\u91c7\u7528\u4e86 2:4 \u7684\u5206\u5757\u65b9\u6848\uff08\u5bf9\u624b\u673a\u5c4f\u5e55\u7684\u5904\u7406\u91c7\u7528 2:4 \u65b9\u6848\uff09\uff0c\u5171\u6709 2&#215;4=8 \u4e2a\u5c40\u90e8\u5206\u5757\u548c\u4e00\u4e2a\u5168\u5c40\u5206\u5757\u3002\u8be5\u56e2\u961f\u6d4b\u8bd5\u4e86\u540c\u65f6\u5904\u7406 1 \u5757\u30012 \u5757\u30014 \u5757\u30016 \u5757\u56fe\u50cf\u5207\u5757\u7684 NPU \u5904\u7406\u5ef6\u65f6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-65d1bf57093d16261ba269a3778e94de.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-65d1bf57093d16261ba269a3778e94de.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u540c\u65f6\u5904\u7406 4 \u4e2a\u5207\u5757\u7684\u603b\u5ef6\u65f6\u6700\u4f4e\uff0c\u4ec5\u4e3a 1.9 \u79d2\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6d41\u6c34\u7ebf\u5e76\u884c\u5904\u7406\uff1a<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section>\u8be5\u56e2\u961f\u8bbe\u8ba1\u4e86\u5bf9 SigLIP \u6a21\u578b\u7684 Conv2D \u548c ViT \u90e8\u5206\u5728 CPU \u548c NPU \u4e0a\u7684\u6d41\u6c34\u7ebf\u5e76\u884c\uff0c\u5e76\u6d4b\u8bd5\u4e86 2:4 \u5206\u5757\u65b9\u6848\u4e0b\u7684\u90e8\u7f72\u6548\u7387\u3002\u5982\u4e0a\u6587\u6d41\u6c34\u7ebf\u7ba1\u7ebf\u6240\u793a\uff0c\u53ef\u4ee5\u63a9\u76d6 200 \u6beb\u79d2\u7684 Conv2D \u7684\u5904\u7406\u5ef6\u65f6\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5206\u5757\u8ba1\u7b97\u8f93\u5165 token\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u5728 NPU \u4e0a\u91c7\u7528\u4e86\u4e00\u79cd\u5206\u5757\u5904\u7406\u7b56\u7565\uff0c\u6bcf\u6b21\u8fed\u4ee3\u5e76\u884c\u5904\u7406 128 \u4e2a\u8f93\u5165 token\uff08t128\uff09\uff0c\u4ee5\u5e73\u8861\u5e76\u884c\u5904\u7406\u4e0e NPU \u6027\u80fd\u3002\u5728\u6b64\u5c55\u793a\u5e76\u884c\u5904\u7406\u4e0d\u540c\u6570\u91cf\u8f93\u5165 token \u65f6\u7684 LLM \u9996\u8bcd\u5ef6\u65f6\uff1at32\u3001t128\u3001t512 \u548c t2048\u3002<\/section>\n<section><\/section>\n<section>\u8bba\u6587\u4e2d\u8fd8\u5217\u51fa\u4e86\u8f93\u51fa token \u7684\u751f\u6210\u901f\u5ea6\uff0c\u5176\u4e2d\u4ec5\u663e\u793a\u4e86 t1 \u7684\u60c5\u51b5\uff0c\u56e0\u4e3a LLM \u5728\u8f93\u51fa\u65f6\u4e00\u6b21\u5904\u7406\u4e00\u4e2a token\u3002\u8f93\u5165 token \u957f\u5ea6\u88ab\u56fa\u5b9a\u4e3a 2048\uff0cKV \u7f13\u5b58\u957f\u5ea6\u88ab\u8bbe\u7f6e\u4e3a 2048\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f8b55d3afe47e0d312f4cc5a415f03f1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f8b55d3afe47e0d312f4cc5a415f03f1.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0ct128\/t1 \u5b9e\u73b0\u4e86\u6700\u4f4e\u7684\u5ef6\u8fdf\u548c\u6700\u5feb\u7684\u751f\u6210\u901f\u5ea6\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u548c MiniCPM-V \u5bf9\u6bd4\uff1a<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u5bf9 BlueLM-V-3B \u4e0e MiniCPM-V \u8bba\u6587\u4e2d\u63d0\u4f9b\u7684\u7edf\u8ba1\u6570\u636e\u8fdb\u884c\u4e86\u76f4\u63a5\u6bd4\u8f83\u3002MiniCPM-V \u8bba\u6587\u4ec5\u62a5\u544a\u4e86 8B \u53c2\u6570\u91cf\u7684 MiniCPM-V 2.5 \u6a21\u578b\u5728\u5929\u7391 9300 \u82af\u7247\u7684 CPU \u4e0a\u4f7f\u7528 llama.cpp \u90e8\u7f72\u7684\u60c5\u51b5\u3002BlueLM-V-3B 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