{"id":39032,"date":"2025-02-28T04:01:41","date_gmt":"2025-02-27T20:01:41","guid":{"rendered":"https:\/\/17aitech.com\/?p=39032"},"modified":"2025-02-28T04:01:41","modified_gmt":"2025-02-27T20:01:41","slug":"%e5%be%ae%e8%bd%afphi-4%e5%ae%b6%e6%97%8f%e6%96%b0%e5%a2%9e%e4%b8%a4%e4%bd%8d%e6%88%90%e5%91%98%ef%bc%8c5-6b%e5%a4%9a%e6%a8%a1%e6%80%81%e5%8d%95%e4%bb%bb%e5%8a%a1%e8%b6%85gpt-4o%ef%bc%8c3-8b%e5%b0%8f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39032","title":{"rendered":"\u5fae\u8f6fPhi-4\u5bb6\u65cf\u65b0\u589e\u4e24\u4f4d\u6210\u5458\uff0c5.6B\u591a\u6a21\u6001\u5355\u4efb\u52a1\u8d85GPT-4o\uff0c3.8B\u5c0f\u6a21\u578b\u5ab2\u7f8e\u5343\u95ee7B"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-27-8\" target=\"_blank\">\u5fae\u8f6fPhi-4\u5bb6\u65cf\u65b0\u589e\u4e24\u4f4d\u6210\u5458\uff0c5.6B\u591a\u6a21\u6001\u5355\u4efb\u52a1\u8d85GPT-4o\uff0c3.8B\u5c0f\u6a21\u578b\u5ab2\u7f8e\u5343\u95ee7B<\/a><\/p>\n<section>\u52a8\u8f84\u767e\u4ebf\u3001\u5343\u4ebf\u53c2\u6570\u7684\u5927\u6a21\u578b\u6b63\u5728\u4e00\u8def\u72c2\u5954\uff0c\u4f46\u300c\u5c0f\u800c\u7f8e\u300d\u7684\u6a21\u578b\u4e5f\u5728\u95ea\u95ea\u53d1\u5149\u3002<\/section>\n<section><\/section>\n<section>2024 \u5e74\u5e95\uff0c\u5fae\u8f6f\u6b63\u5f0f\u53d1\u5e03\u4e86 Phi-4\u2014\u2014 \u5728\u540c\u7c7b\u4ea7\u54c1\u4e2d\u8868\u73b0\u5353\u8d8a\u7684\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff08SLM\uff09\u3002\u4ec5\u7528\u4e86 40% \u5408\u6210\u6570\u636e\uff0c140 \u4ebf\u53c2\u6570\u7684 Phi-4 \u5c31\u5728\u6570\u5b66\u6027\u80fd\u4e0a\u51fb\u8d25\u4e86 GPT-4o\u3002<\/section>\n<section><\/section>\n<section>\u521a\u521a\uff0c\u5fae\u8f6f\u53c8\u9686\u91cd\u4ecb\u7ecd\u4e86 Phi-4 \u6a21\u578b\u5bb6\u65cf\u7684\u4e24\u4f4d\u65b0\u6210\u5458\uff1aPhi-4-multimodal \uff08\u591a\u6a21\u6001\u6a21\u578b\uff09\u548c Phi-4-mini\uff08\u8bed\u8a00\u6a21\u578b\uff09\u3002Phi-4-multimodal \u6539\u8fdb\u4e86\u8bed\u97f3\u8bc6\u522b\u3001\u7ffb\u8bd1\u3001\u6458\u8981\u3001\u97f3\u9891\u7406\u89e3\u548c\u56fe\u50cf\u5206\u6790\uff0c\u800c Phi-4-mini \u4e13\u4e3a\u901f\u5ea6\u548c\u6548\u7387\u800c\u8bbe\u8ba1\uff0c\u4e24\u8005\u90fd\u53ef\u4f9b\u667a\u80fd\u624b\u673a\u3001PC \u548c\u6c7d\u8f66\u4e0a\u7684\u5f00\u53d1\u4eba\u5458\u4f7f\u7528\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-06d81c50c848dca8cc68dd25505dfe94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-06d81c50c848dca8cc68dd25505dfe94.png\"><\/a><\/section>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/huggingface.co\/microsoft\/phi-4<\/section>\n<section><\/section>\n<section>\u5728\u6280\u672f\u62a5\u544a\u4e2d\uff0c\u5fae\u8f6f\u5bf9\u8fd9\u4e24\u4e2a\u6a21\u578b\u8fdb\u884c\u4e86\u66f4\u52a0\u8be6\u7ec6\u7684\u4ecb\u7ecd\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Phi-4-Multimodal \u662f\u4e00\u4e2a\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5b83\u5c06\u6587\u672c\u3001\u89c6\u89c9\u548c\u8bed\u97f3 \/ \u97f3\u9891\u8f93\u5165\u6a21\u6001\u6574\u5408\u5230\u4e00\u4e2a\u6a21\u578b\u4e2d\u3002\u5b83\u91c7\u7528\u65b0\u9896\u7684\u6a21\u6001\u6269\u5c55\u65b9\u6cd5\uff0c\u5229\u7528 LoRA \u9002\u914d\u5668\u548c\u7279\u5b9a\u6a21\u6001\u8def\u7531\u5668\uff0c\u5b9e\u73b0\u4e86\u591a\u79cd\u63a8\u7406\u6a21\u5f0f\u7684\u65e0\u5e72\u6270\u7ed3\u5408\u3002\u4f8b\u5982\uff0c\u5c3d\u7ba1\u8bed\u97f3 \/ \u97f3\u9891\u6a21\u6001\u7684 LoRA \u7ec4\u4ef6\u53ea\u6709 46 \u4ebf\u53c2\u6570\uff0c\u4f46\u5b83\u76ee\u524d\u5728 OpenASR \u6392\u884c\u699c\u4e0a\u6392\u540d\u7b2c\u4e00\u3002Phi-4-Multimodal \u652f\u6301\u6d89\u53ca\uff08\u89c6\u89c9 + \u8bed\u8a00\uff09\u3001\uff08\u89c6\u89c9 + \u8bed\u97f3\uff09\u548c\uff08\u8bed\u97f3 \/ \u97f3\u9891\uff09\u8f93\u5165\u7684\u573a\u666f\uff0c\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u5747\u4f18\u4e8e\u6b64\u524d\u7684\u5927\u578b\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\u548c\u8bed\u97f3 &#8211; \u8bed\u8a00\u6a21\u578b\u3002<\/section>\n<\/li>\n<li>\n<section>Phi-4-Mini \u662f\u4e00\u4e2a\u62e5\u6709 38 \u4ebf\u53c2\u6570\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u5728\u9ad8\u8d28\u91cf\u7684\u7f51\u7edc\u548c\u5408\u6210\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u5176\u6027\u80fd\u660e\u663e\u4f18\u4e8e\u8fd1\u671f\u7c7b\u4f3c\u89c4\u6a21\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u5e76\u5728\u9700\u8981\u590d\u6742\u63a8\u7406\u7684\u6570\u5b66\u548c\u7f16\u7801\u4efb\u52a1\u4e0a\u4e0e\u4e24\u500d\u4e8e\u5176\u89c4\u6a21\u7684\u6a21\u578b\u4e0d\u76f8\u4e0a\u4e0b\u3002\u8fd9\u4e00\u6210\u5c31\u5f97\u76ca\u4e8e\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5408\u6210\u6570\u636e\u914d\u65b9\uff0c\u8be5\u914d\u65b9\u5f3a\u8c03\u9ad8\u8d28\u91cf\u7684\u6570\u5b66\u548c\u7f16\u7801\u6570\u636e\u96c6\u3002\u4e0e\u4e0a\u4e00\u4ee3\u4ea7\u54c1 Phi-3.5-Mini \u76f8\u6bd4\uff0cPhi-4-Mini \u7684\u8bcd\u6c47\u91cf\u6269\u5927\u5230\u4e86 20 \u4e07\u4e2a\uff0c\u4ece\u800c\u80fd\u66f4\u597d\u5730\u652f\u6301\u591a\u8bed\u8a00\u5e94\u7528\uff0c\u540c\u65f6\u8fd8\u91c7\u7528\u4e86\u5206\u7ec4\u67e5\u8be2\u529f\u80fd\uff0c\u4ece\u800c\u80fd\u66f4\u9ad8\u6548\u5730\u751f\u6210\u957f\u5e8f\u5217\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>Phi-4-Multimodal \u662f\u8fd9\u5bb6\u516c\u53f8\u7684\u9996\u4e2a\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff0c\u5fae\u8f6f\u8868\u793a\uff1a\u300cPhi-4-multimodal \u6807\u5fd7\u7740\u6211\u4eec\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u4e00\u4e2a\u65b0\u91cc\u7a0b\u7891\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u5fae\u8f6f\u8fd8\u8fdb\u4e00\u6b65\u8bad\u7ec3\u4e86 Phi-4-Mini \u4ee5\u589e\u5f3a\u5176\u63a8\u7406\u80fd\u529b\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5b83\u4e0e DeepSeek-R1-Distill-Qwen-7B \u548c DeepSeek-R1-Distill-Llama-8B \u7b49\u89c4\u6a21\u66f4\u5927\u7684\u5148\u8fdb\u63a8\u7406\u7cfb\u7edf\u76f8\u5ab2\u7f8e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a087aedae43c1cc30130e385264081f6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a087aedae43c1cc30130e385264081f6.png\"><\/a><\/section>\n<section>\u63a5\u4e0b\u6765\uff0c\u8ba9\u6211\u4eec\u770b\u770b\u6280\u672f\u7ec6\u8282\u3002<\/section>\n<section><\/section>\n<section><strong>\u6a21\u578b\u67b6\u6784<\/strong><\/section>\n<section><\/section>\n<section>\u4e24\u4e2a\u6a21\u578b\u90fd\u4f7f\u7528 tokenizer o200k base tiktoken \uff0c\u8bcd\u6c47\u91cf\u4e3a 200,064 \u4e2a\uff0c\u65e8\u5728\u66f4\u9ad8\u6548\u5730\u652f\u6301\u591a\u8bed\u8a00\u548c\u591a\u6a21\u6001\u8f93\u5165\u548c\u8f93\u51fa\u3002\u6240\u6709\u6a21\u578b\u90fd\u57fa\u4e8e\u4ec5\u89e3\u7801\u5668\u7684 Transformer\uff0c\u5e76\u652f\u6301\u57fa\u4e8e LongRoPE \u7684 128K \u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bed\u8a00\u6a21\u578b\u67b6\u6784<\/strong><\/section>\n<section><\/section>\n<section>Phi-4-mini \u7531 32 \u5c42 Transformer \u7ec4\u6210\uff0c\u4e13\u4e3a\u901f\u5ea6\u548c\u6548\u7387\u800c\u8bbe\u8ba1\uff0cPhi-4-Mini \u8fd8\u6709\u4e00\u4e9b\u7279\u6b8a\u7684\u300c\u7701\u5185\u5b58\u300d\u6280\u5de7\uff1a<\/section>\n<section><\/section>\n<section>\u9996\u5148\u662f\u5206\u7ec4\u67e5\u8be2\u6ce8\u610f\u529b\u673a\u5236\uff08GQA\uff09\uff0c\u6a21\u578b\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u80fd\u591f\u5feb\u901f\u5730\u805a\u7126\u4e8e\u5173\u952e\u4fe1\u606f\u7247\u6bb5\u3002\u8fd9\u4f18\u5316\u4e86\u957f\u4e0a\u4e0b\u6587\u751f\u6210\u65f6\u7684 KV \u7f13\u5b58\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u4f7f\u7528 24 \u4e2a\u67e5\u8be2\u5934\u548c 8 \u4e2a K\/V \u5934\uff0c\u5c06 KV \u7f13\u5b58\u6d88\u8017\u51cf\u5c11\u5230\u6807\u51c6\u5927\u5c0f\u7684\u4e09\u5206\u4e4b\u4e00\u3002<\/section>\n<section><\/section>\n<section>\u5176\u6b21\u662f\u8f93\u5165 \/ \u8f93\u51fa\u5d4c\u5165\u7ed1\u5b9a\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u8d44\u6e90\u7684\u4f18\u5316\u5229\u7528\uff0c\u540c\u65f6\u4e0e Phi-3.5 \u76f8\u6bd4\u63d0\u4f9b\u4e86\u66f4\u5e7f\u6cdb\u7684 20 \u4e07\u8bcd\u6c47\u8986\u76d6\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u5728 RoPE \u914d\u7f6e\u4e2d\uff0c\u4f7f\u7528\u4e86\u5206\u6570 RoPE \u7ef4\u5ea6\uff0c\u786e\u4fdd 25% \u7684\u6ce8\u610f\u529b\u5934\u7ef4\u5ea6\u4e0e\u4f4d\u7f6e\u65e0\u5173\u3002\u8fd9\u79cd\u8bbe\u8ba1\u80fd\u8ba9\u6a21\u578b\u66f4\u5e73\u6ed1\u5730\u5904\u7406\u8f83\u957f\u7684\u4e0a\u4e0b\u6587\u3002<\/section>\n<section><\/section>\n<section>Phi-4-Mini \u5cf0\u503c\u5b66\u4e60\u7387\u7684\u8ba1\u7b97\u516c\u5f0f\u4e3a\uff1a<\/section>\n<section><\/section>\n<section>LR*(D) = BD^(-0.32)\uff0c<\/section>\n<section><\/section>\n<section>\u5176\u4e2d B \u662f\u8d85\u53c2\u6570\uff0cD \u662f\u8bad\u7ec3 token \u7684\u603b\u6570\uff0c\u901a\u8fc7\u8c03\u6574 D = 12.5B\u300125B\u300137.5B \u548c 50B \u6765\u62df\u5408 B \u503c\u3002<\/section>\n<section><\/section>\n<section><strong>\u591a\u6a21\u6001\u6a21\u578b\u67b6\u6784<\/strong><\/section>\n<section><\/section>\n<section>Phi-4-Multimodal \u91c7\u7528\u4e86\u300cMixture of LoRA\u300d\u6280\u672f\uff0c\u901a\u8fc7\u6574\u5408\u7279\u5b9a\u6a21\u6001\u7684 LoRAs \u6765\u5b9e\u73b0\u591a\u6a21\u6001\u529f\u80fd\uff0c\u540c\u65f6\u5b8c\u5168\u51bb\u7ed3\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u3002\u8be5\u6280\u672f\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff0c\u5e76\u5728\u591a\u6a21\u6001\u57fa\u51c6\u4e0a\u5b9e\u73b0\u4e86\u4e0e\u5b8c\u5168\u5fae\u8c03\u6a21\u578b\u76f8\u5f53\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0cPhi-4-Multimodal \u7684\u8bbe\u8ba1\u5177\u6709\u9ad8\u5ea6\u53ef\u6269\u5c55\u6027\uff0c\u5141\u8bb8\u65e0\u7f1d\u96c6\u6210\u65b0\u7684 LoRA\uff0c\u4ee5\u652f\u6301\u66f4\u591a\u6a21\u6001\uff0c\u800c\u4e0d\u4f1a\u5f71\u54cd\u73b0\u6709\u6a21\u6001\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u7531\u591a\u4e2a\u9636\u6bb5\u7ec4\u6210\uff0c\u5305\u62ec\u8bed\u8a00\u8bad\u7ec3\uff08\u5305\u62ec\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\uff09\uff0c\u7136\u540e\u5c06\u8bed\u8a00\u9aa8\u5e72\u6269\u5c55\u5230\u89c6\u89c9\u548c\u8bed\u97f3 \/ \u97f3\u9891\u6a21\u6001\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u8bed\u8a00\u6a21\u578b\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u9ad8\u8d28\u91cf\u3001\u63a8\u7406\u4e30\u5bcc\u7684\u6587\u672c\u6570\u636e\u6765\u8bad\u7ec3 Phi-4-Mini\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4ed6\u4eec\u52a0\u5165\u4e86\u7cbe\u5fc3\u7b56\u5212\u7684\u9ad8\u8d28\u91cf\u4ee3\u7801\u6570\u636e\u96c6\uff0c\u4ee5\u63d0\u9ad8\u7f16\u7801\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u7814\u7a76\u8005\u51bb\u7ed3\u4e86\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u5b9e\u65bd\u300cMixture of LoRA\u300d\u6280\u672f\uff0c\u7ee7\u7eed\u591a\u6a21\u6001\u8bad\u7ec3\u9636\u6bb5\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u5728\u8bad\u7ec3\u7279\u5b9a\u6a21\u6001\u7f16\u7801\u5668\u548c\u6295\u5f71\u5668\u7684\u540c\u65f6\uff0c\u8fd8\u8bad\u7ec3\u4e86\u4e24\u4e2a\u989d\u5916\u7684 LoRA \u6a21\u5757\uff0c\u4ee5\u5b9e\u73b0\u4e0e\u89c6\u89c9\u76f8\u5173\u7684\u4efb\u52a1\uff08\u5982\u89c6\u89c9 &#8211; \u8bed\u8a00\u548c\u89c6\u89c9 &#8211; \u8bed\u97f3\uff09\u548c\u4e0e\u8bed\u97f3 \/ \u97f3\u9891\u76f8\u5173\u7684\u4efb\u52a1\uff08\u5982\u8bed\u97f3 &#8211; \u8bed\u8a00\uff09\u3002\u5b83\u4eec\u90fd\u5305\u542b\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\u9636\u6bb5\uff0c\u5206\u522b\u7528\u4e8e\u6a21\u6001\u5bf9\u9f50\u548c\u6307\u4ee4\u5fae\u8c03\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d12d47bc4166f6129a201d7663961f3a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d12d47bc4166f6129a201d7663961f3a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Phi-4-Multimodal \u6a21\u578b\u67b6\u6784\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u6027\u80fd\u8bc4\u4f30<\/strong><\/section>\n<section><\/section>\n<section><strong>Phi-4-multimodal<\/strong><\/section>\n<section><\/section>\n<section>\u867d\u7136 Phi-4-multimodal \u53ea\u6709 5.6B \u53c2\u6570\uff0c\u4f46\u5b83\u5c06\u8bed\u97f3\u3001\u89c6\u89c9\u548c\u6587\u672c\u5904\u7406\u65e0\u7f1d\u96c6\u6210\u5230\u4e00\u4e2a\u7edf\u4e00\u7684\u67b6\u6784\u4e2d\uff0c\u6240\u6709\u8fd9\u4e9b\u6a21\u6001\u90fd\u5728\u540c\u4e00\u4e2a\u8868\u5f81\u7a7a\u95f4\u5185\u540c\u65f6\u5904\u7406\u3002<\/section>\n<section><\/section>\n<section>Phi-4 \u591a\u6a21\u6001\u80fd\u591f\u540c\u65f6\u5904\u7406\u89c6\u89c9\u548c\u97f3\u9891\u3002\u4e0b\u8868\u663e\u793a\u4e86\u5728\u56fe\u8868 \/ \u8868\u683c\u7406\u89e3\u548c\u6587\u6863\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u5f53\u89c6\u89c9\u5185\u5bb9\u7684\u8f93\u5165\u67e5\u8be2\u4e3a\u5408\u6210\u8bed\u97f3\u65f6\u7684\u6a21\u578b\u8d28\u91cf\u3002\u4e0e\u5176\u4ed6\u53ef\u4ee5\u5c06\u97f3\u9891\u548c\u89c6\u89c9\u4fe1\u53f7\u4f5c\u4e3a\u8f93\u5165\u7684\u73b0\u6709\u6700\u5148\u8fdb\u7684\u5168\u65b9\u4f4d\u6a21\u578b\u76f8\u6bd4\uff0cPhi-4 \u591a\u6a21\u6001\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u66f4\u5f3a\u7684\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e9bd2e8523e5ca21fed32343fac71871.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e9bd2e8523e5ca21fed32343fac71871.png\"><\/a><\/section>\n<section><em><sup>\u56fe 1\uff1a\u6240\u5217\u57fa\u51c6\u5305\u62ec SAi2D\u3001SChartQA\u3001SDocVQA \u548c SInfoVQA\u3002\u8fdb\u884c\u5bf9\u6bd4\u7684\u6a21\u578b\u6709\uff1aPhi-4-multimodal-instruct\u3001InternOmni-7B\u3001Gemini-2.0-Flash-Lite-prvview-02-05\u3001Gemini-2.0-Flash \u548c Gemini1.5-Pro\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>Phi-4-multimodal \u5728\u8bed\u97f3\u76f8\u5173\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u80fd\u529b\u3002\u5b83\u5728\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b (ASR) \u548c\u8bed\u97f3\u7ffb\u8bd1 (ST) \u65b9\u9762\u90fd\u4f18\u4e8e WhisperV3 \u548c SeamlessM4T-v2-Large \u7b49\u4e13\u4e1a\u6a21\u578b\u3002\u8be5\u6a21\u578b\u4ee5\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684 6.14% \u7684\u5355\u8bcd\u9519\u8bef\u7387\u5728 Huggingface OpenASR \u6392\u884c\u699c\u4e0a\u540d\u5217\u524d\u8305\uff0c\u8d85\u8fc7\u4e86 2025 \u5e74 2 \u6708\u4e4b\u524d\u7684\u6700\u4f73\u8868\u73b0 6.5%\u3002\u6b64\u5916\uff0c\u5b83\u662f\u5c11\u6570\u51e0\u4e2a\u6210\u529f\u5b9e\u73b0\u8bed\u97f3\u6458\u8981\u5e76\u8fbe\u5230\u4e0e GPT-4o \u6a21\u578b\u76f8\u5f53\u7684\u6027\u80fd\u6c34\u5e73\u7684\u5f00\u653e\u6a21\u578b\u4e4b\u4e00\u3002\u8be5\u6a21\u578b\u5728\u8bed\u97f3\u95ee\u7b54 (QA) \u4efb\u52a1\u4e0a\u4e0e Gemini-2.0-Flash \u548c GPT-4o-realtime-preview \u7b49\u63a5\u8fd1\u7684\u6a21\u578b\u5b58\u5728\u5dee\u8ddd\uff0c\u56e0\u4e3a\u6a21\u578b\u5c3a\u5bf8\u8f83\u5c0f\u5bfc\u81f4\u4fdd\u7559\u4e8b\u5b9e QA \u77e5\u8bc6\u7684\u80fd\u529b\u8f83\u5f31\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-46e0ea681408dd31c1a08b65cbcc2220.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-46e0ea681408dd31c1a08b65cbcc2220.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2\uff1aPhi-4 \u591a\u6a21\u6001\u8bed\u97f3\u57fa\u51c6\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u4e0b\u65b9\u89c6\u9891\u4e2d\uff0cPhi-4-multimodal \u5206\u6790\u4e86\u8bed\u97f3\u8f93\u5165\u5e76\u5e2e\u52a9\u89c4\u5212\u897f\u96c5\u56fe\u4e4b\u65c5\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/WNw1nfeQsggqwv4Hogm_kA\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-df373c5168c0d3c08b2572f05d517466.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-df373c5168c0d3c08b2572f05d517466.png\"><\/a><\/a><\/section>\n<section>Phi-4-multimodal \u540c\u6837\u5728\u5404\u79cd\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u90fd\u8868\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u89c6\u89c9\u80fd\u529b\uff0c\u6700\u663e\u8457\u7684\u662f\u5728\u6570\u5b66\u548c\u79d1\u5b66\u63a8\u7406\u65b9\u9762\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u8868\u73b0\u3002\u5c3d\u7ba1\u89c4\u6a21\u8f83\u5c0f\uff0c\u4f46\u8be5\u6a21\u578b\u5728\u901a\u7528\u591a\u6a21\u6001\u80fd\u529b\uff08\u5982\u6587\u6863\u548c\u56fe\u8868\u7406\u89e3\u3001\u5149\u5b66\u5b57\u7b26\u8bc6\u522b (OCR) \u548c\u89c6\u89c9\u79d1\u5b66\u63a8\u7406\uff09\u65b9\u9762\u4ecd\u4fdd\u6301\u7740\u6781\u5177\u7ade\u4e89\u6027\u7684\u8868\u73b0\uff0c\u4e0e Gemini-2-Flash-lite-preview\/Claude-3.5-Sonnet \u7b49\u76f8\u5f53\u6216\u8d85\u8fc7\u5b83\u4eec\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ad915f2da971f7f95ca8449fa5064d17.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ad915f2da971f7f95ca8449fa5064d17.png\"><\/a><\/section>\n<section>Phi-4-multimodal \u5c55\u793a\u4e86\u5f3a\u5927\u7684\u63a8\u7406\u548c\u903b\u8f91\u80fd\u529b\uff0c\u9002\u5408\u5206\u6790\u4efb\u52a1\u3002\u53c2\u6570\u91cf\u66f4\u5c0f\u4e5f\u4f7f\u5f97\u5fae\u8c03\u6216\u5b9a\u5236\u66f4\u5bb9\u6613\u4e14\u66f4\u5b9e\u60e0\u3002\u4e0b\u8868\u4e2d\u5c55\u793a\u4e86 Phi-4-multimodal \u7684\u5fae\u8c03\u573a\u666f\u793a\u4f8b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-58ab54b86aa56ab28572c215134eb2b1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-58ab54b86aa56ab28572c215134eb2b1.png\"><\/a><\/section>\n<section>\u4e0b\u65b9\u89c6\u9891\u5c55\u793a\u4e86 Phi-4-multimodal \u7684\u63a8\u7406\u80fd\u529b\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/WNw1nfeQsggqwv4Hogm_kA\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-86b167c87289cee03154d0160acb53f4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-86b167c87289cee03154d0160acb53f4.png\"><\/a><\/a><\/section>\n<section><strong>Phi-4-mini\uff1a3.8B\uff0c\u5c0f\u8eab\u6750\u5927\u80fd\u91cf<\/strong><\/section>\n<section><\/section>\n<section>Phi-4-Mini \u548c Phi-4-Multimodal \u5171\u4eab\u540c\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\u9aa8\u5e72\u7f51\u7edc\u3002Phi-4-mini \u867d\u7136\u4f53\u79ef\u5c0f\u5de7\uff0c\u4f46\u5b83\u627f\u88ad\u4e86 Phi \u7cfb\u5217\u524d\u4f5c\u7684\u4f20\u7edf\uff0c\u5728\u63a8\u7406\u3001\u6570\u5b66\u3001\u7f16\u7a0b\u3001\u6307\u4ee4\u9075\u5faa\u548c\u51fd\u6570\u8c03\u7528\u7b49\u4efb\u52a1\u4e0a\u8d85\u8d8a\u4e86\u66f4\u5927\u7684\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5a531995d9a76a5731fb6fbaa10b3d56.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5a531995d9a76a5731fb6fbaa10b3d56.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Phi-4-mini \u5728\u5404\u79cd\u6d4b\u8bd5\u96c6\u4e2d\u548c\u8f83\u5c0f\u6a21\u578b\u7684\u6210\u7ee9\u5bf9\u6bd4<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5f00\u53d1\u8005\u4eec\u53ef\u4ee5\u57fa\u4e8e Phi-4-mini \u6784\u5efa\u51fa\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5b83\u53ef\u4ee5\u501f\u51fd\u6570\u8c03\u7528\u3001\u6307\u4ee4\u8ddf\u968f\u3001\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u4ee5\u53ca\u63a8\u7406\u80fd\u529b\u6765\u8bbf\u95ee\u5916\u90e8\u77e5\u8bc6\uff0c\u4ece\u800c\u5f25\u8865\u81ea\u8eab\u53c2\u6570\u91cf\u6709\u9650\u7684\u4e0d\u8db3\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u6807\u51c6\u5316\u534f\u8bae\uff0cPhi-4-mini \u7684\u51fd\u6570\u8c03\u7528\u53ef\u4ee5\u4e0e\u7ed3\u6784\u5316\u7684\u7f16\u7a0b\u63a5\u53e3\u65e0\u7f1d\u96c6\u6210\u3002\u5f53\u7528\u6237\u63d0\u51fa\u8bf7\u6c42\u65f6\uff0cPhi-4-mini \u80fd\u591f\u5bf9\u67e5\u8be2\u8fdb\u884c\u5206\u6790\uff0c\u8bc6\u522b\u5e76\u8c03\u7528\u76f8\u5173\u7684\u51fd\u6570\u4ee5\u53ca\u5408\u9002\u7684\u53c2\u6570\uff0c\u63a5\u6536\u51fd\u6570\u8f93\u51fa\u7684\u7ed3\u679c\uff0c\u5e76\u5c06\u8fd9\u4e9b\u7ed3\u679c\u6574\u5408\u5230\u6700\u7ec8\u7684\u56de\u5e94\u4e4b\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bbe\u7f6e\u5408\u9002\u7684\u6570\u636e\u6e90\u3001API \u548c\u6d41\u7a0b\u4e4b\u540e\uff0cPhi-4-mini \u53ef\u4ee5\u90e8\u7f72\u5728\u4f60\u5bb6\uff0c\u5f53\u4f60\u7684\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u5e2e\u4f60\u67e5\u770b\u76d1\u63a7\u6709\u6ca1\u6709\u5f02\u5e38\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9e3ef3a104e44c0d9372e0a81d49ec3c.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9e3ef3a104e44c0d9372e0a81d49ec3c.gif\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u57fa\u4e8e Phi-4-mini \u7684\u5bb6\u5c45\u667a\u80fd\u4f53<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u6807\u51c6\u5316\u534f\u8bae\uff0c\u51fd\u6570\u8c03\u7528\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u4e0e\u7ed3\u6784\u5316\u7684\u7f16\u7a0b\u63a5\u53e3\u65e0\u7f1d\u96c6\u6210\u3002\u5f53\u7528\u6237\u63d0\u51fa\u8bf7\u6c42\u65f6\uff0cPhi-4-mini \u53ef\u4ee5\u5bf9\u67e5\u8be2\u8fdb\u884c\u5206\u6790\uff0c\u8bc6\u522b\u5e76\u8c03\u7528\u76f8\u5173\u7684\u51fd\u6570\u4ee5\u53ca\u5408\u9002\u7684\u53c2\u6570\uff0c\u63a5\u6536\u51fd\u6570\u8f93\u51fa\u7684\u7ed3\u679c\uff0c\u5e76\u5c06\u8fd9\u4e9b\u7ed3\u679c\u6574\u5408\u5230\u6700\u7ec8\u7684\u56de\u5e94\u4e4b\u4e2d\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u5c31\u6784\u5efa\u4e86\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u57fa\u4e8e\u667a\u80fd\u4f53\u7684\u7cfb\u7edf\uff0c\u501f\u52a9\u5b9a\u4e49\u826f\u597d\u7684\u51fd\u6570\u63a5\u53e3\uff0c\u6a21\u578b\u80fd\u591f\u8fde\u63a5\u5230\u5916\u90e8\u5de5\u5177\u3001\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\uff08API\uff09\u4ee5\u53ca\u6570\u636e\u6e90\uff0c\u8fdb\u800c\u589e\u5f3a\u81ea\u8eab\u7684\u80fd\u529b\u3002\u4e0b\u9762\u7684\u4f8b\u5b50\u5c31\u6a21\u62df\u4e86 Phi-4-mini \u63a7\u5236\u667a\u80fd\u5bb6\u5c45\u7684\u573a\u666f\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u4e3a\u4f53\u79ef\u8f83\u5c0f\uff0cPhi-4-mini \u548c Phi-4-multimodal \u6a21\u578b\u53ef\u4ee5\u5728\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u73af\u5883\u4e2d\u4f7f\u7528\uff0c\u5c24\u5176\u662f\u5728\u7528 ONNX Runtime \u4f18\u5316\u540e\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bad\u7ec3\u6570\u636e<\/strong><\/section>\n<section><\/section>\n<section>Phi-4-mini \u6027\u80fd\u660e\u663e\u4f18\u4e8e\u8fd1\u671f\u7c7b\u4f3c\u89c4\u6a21\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u6709\u4e00\u4e2a\u91cd\u8981\u539f\u56e0\u5c31\u662f\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e0a\u4e00\u4ee3 Phi-3.5-Mini\uff0c\u7814\u7a76\u4eba\u5458\u9009\u62e9\u4e86\u66f4\u4e25\u683c\u7684\u6570\u636e\u8fc7\u6ee4\u7b56\u7565\uff0c\u52a0\u5165\u4e86\u9488\u5bf9\u6027\u7684\u6570\u5b66\u548c\u7f16\u7a0b\u8bad\u7ec3\u6570\u636e\u3001\u7279\u6b8a\u6e05\u6d17\u8fc7\u7684 Phi-4 \u5408\u6210\u6570\u636e\uff0c\u8fd8\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u91cd\u65b0\u8c03\u6574\u4e86\u6570\u636e\u6df7\u5408\u6bd4\u4f8b\uff0c\u589e\u52a0\u63a8\u7406\u6570\u636e\u7684\u6bd4\u4f8b\u4e3a\u6a21\u578b\u5e26\u6765\u4e86\u663e\u8457\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u4eba\u5458\u4ece\u63a8\u7406\u6a21\u578b\u751f\u6210\u4e86\u5927\u91cf\u5408\u6210\u7684\u601d\u7ef4\u94fe\uff08CoT\uff09\u6570\u636e\uff0c\u540c\u65f6\u91c7\u7528\u57fa\u4e8e\u89c4\u5219\u548c\u57fa\u4e8e\u6a21\u578b\u7684\u4e24\u79cd\u7b5b\u9009\u65b9\u6cd5\u6765\u5254\u9664\u9519\u8bef\u7684\u751f\u6210\u7ed3\u679c\uff0c\u5c06\u6b63\u786e\u7684\u91c7\u6837\u7b54\u6848\u6807\u8bb0\u4e3a\u9996\u9009\u751f\u6210\uff0c\u5c06\u9519\u8bef\u7684\u6807\u8bb0\u4e3a\u975e\u9996\u9009\uff0c\u5e76\u521b\u5efa DPO \u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0c\u8fd9\u4e9b\u6570\u636e\u4ec5\u7528\u4e8e\u5b9e\u9a8c\u6027\u63a8\u7406\u6a21\u578b\uff0c\u6240\u4ee5\u6b63\u5f0f\u53d1\u5e03\u7684 Phi-4-Mini \u7248\u672c\u68c0\u67e5\u70b9\u4e2d\u6ca1\u6709\u8fd9\u4e9b CoT \u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\uff0c\u4e0e Phi-3.5-Mini \u76f8\u6bd4\uff0cPhi-4-Mini \u4f7f\u7528\u4e86\u66f4\u5927\u89c4\u6a21\u548c\u66f4\u591a\u6837\u5316\u7684\u51fd\u6570\u8c03\u7528\u548c\u6458\u8981\u6570\u636e\u3002\u7814\u7a76\u4eba\u5458\u5408\u6210\u4e86\u5927\u91cf\u7684\u6307\u4ee4\u8ddf\u968f\u6570\u636e\u6765\u589e\u5f3a\u6a21\u578b\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7f16\u7a0b\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u52a0\u5165\u4e86\u5927\u91cf\u7684\u4ee3\u7801\u8865\u5168\u6570\u636e\uff0c\u6bd4\u5982\u8981\u6c42\u6a21\u578b\u5728\u73b0\u6709\u4ee3\u7801\u7247\u6bb5\u4e2d\u95f4\u751f\u6210\u7f3a\u5931\u4ee3\u7801\u7684\u4efb\u52a1\u3002\u8fd9\u6311\u6218\u4e86\u6a21\u578b\u5bf9\u9700\u6c42\u548c\u73b0\u6709\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u80fd\u529b\uff0c\u5e26\u6765\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>Phi-4-Multimodal \u6a21\u578b\u7684\u9884\u8bad\u7ec3\u9636\u6bb5\u6d89\u53ca\u4e30\u5bcc\u591a\u6837\u7684\u6570\u636e\u96c6\uff0c\u89c6\u89c9 &#8211; \u8bed\u8a00\u8bad\u7ec3\u6570\u636e\u5305\u542b 0.5T \u56fe\u50cf &#8211; \u6587\u672c\u6587\u6863\u3001OCR \u6570\u636e\u3001\u56fe\u8868\u7406\u89e3\u7b49\uff1b\u8bed\u97f3\u76f8\u5173\u7684\u8bad\u7ec3\u6570\u636e\u6db5\u76d6\u771f\u5b9e\u548c\u5408\u6210\u6570\u636e\uff0c\u4f7f\u7528\u5185\u90e8 ASR \u6a21\u578b\u8f6c\u5f55\u97f3\u9891\u5e76\u8ba1\u7b97\u539f\u59cb\u6587\u672c\u4e0e\u8f6c\u5f55\u4e4b\u95f4\u7684\u8bcd\u9519\u7387\uff08WER\uff09\u6765\u8861\u91cf\u5408\u6210\u8bed\u97f3\u7684\u8d28\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u591a\u8be6\u60c5\uff0c\u8bf7\u8bbf\u95ee\u539f\u9879\u76ee\u5730\u5740\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u94fe\u63a5\uff1a<\/sup><\/em><\/section>\n<section><sup><em>https:\/\/azure.microsoft.com\/en-us\/blog\/empowering-innovation-the-next-generation-of-the-phi-family\/<\/em><\/sup><\/section>\n<section><em><sup>https:\/\/huggingface.co\/microsoft\/Phi-4-multimodal-instruct<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-27-8\" target=\"_blank\">\u5fae\u8f6fPhi-4\u5bb6\u65cf\u65b0\u589e\u4e24\u4f4d\u6210\u5458\uff0c5.6B\u591a\u6a21\u6001\u5355\u4efb\u52a1\u8d85GPT-4o\uff0c3.8B\u5c0f\u6a21\u578b\u5ab2\u7f8e\u5343\u95ee7B<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5fae\u8f6fPhi-4\u5bb6\u65cf\u65b0\u589e [&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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