{"id":38833,"date":"2025-02-24T03:00:57","date_gmt":"2025-02-23T19:00:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=38833"},"modified":"2025-02-24T03:00:57","modified_gmt":"2025-02-23T19:00:57","slug":"%e6%9c%80%e5%8f%97%e6%ac%a2%e8%bf%8e%e5%bc%80%e6%ba%90%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%8c%e4%b8%ba%e4%bb%80%e4%b9%88%e6%98%af%e9%80%9a%e4%b9%89%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38833","title":{"rendered":"\u6700\u53d7\u6b22\u8fce\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u4e3a\u4ec0\u4e48\u662f\u901a\u4e49\uff1f"},"content":{"rendered":"<p>\u5f00\u6e90\u4e0e\u95ed\u6e90\u4e4b\u4e89\u65e9\u5df2\u975e\u65b0\u5947\u7684\u8bdd\u9898\uff0c\u4f46\u6bcb\u5eb8\u7f6e\u7591\u7684\u662f\uff0c\u5f00\u6e90\u6781\u5927\u5730\u4fc3\u8fdb\u4e86\u5927\u6a21\u578b\u6280\u672f\u53d1\u5c55\u548c\u751f\u6001\u7e41\u8363\u3002<\/p>\n<p>\u5927\u6a21\u578b\u88ab\u8ba4\u4e3a\u662f\u6700\u70e7\u94b1\u7684\u6280\u672f\uff0c\u8bad\u7ec3\u4e00\u4e2a\u5927\u6a21\u578b\u5f80\u5f80\u9700\u8981\u5927\u91cf\u7684\u6570\u636e\u3001\u8ba1\u7b97\u8d44\u6e90\uff0c\u5bfc\u81f4\u8bad\u7ec3\u6210\u672c\u5de8\u5927\uff0c\u4f17\u6240\u5468\u77e5GPT-3\u7684\u8bad\u7ec3\u8d39\u7528\u636e\u8bf4\u8d85\u8fc7 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c35a10012c8dc89841d1a11924142676.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c35a10012c8dc89841d1a11924142676.png\"><\/a><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=38833\/#1_Qwen25_%E5%85%A8%E7%90%83%E5%BC%80%E6%BA%90%E7%AC%AC%E4%B8%80\" >1 Qwen2.5 \u5168\u7403\u5f00\u6e90\u7b2c\u4e00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=38833\/#2_%E6%A8%A1%E5%9E%8B%E3%80%81%E7%94%9F%E6%80%81%E4%B8%A4%E6%89%8B%E6%8A%93\" >2 \u6a21\u578b\u3001\u751f\u6001\u4e24\u624b\u6293<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=38833\/#3_%E5%90%8E%E8%AE%B0\" >3 \u540e\u8bb0<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"1_Qwen25_%E5%85%A8%E7%90%83%E5%BC%80%E6%BA%90%E7%AC%AC%E4%B8%80\"><\/span>1<br \/>Qwen2.5 \u5168\u7403\u5f00\u6e90\u7b2c\u4e00<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>2023 \u5e74 3 \u670815 \u65e5\uff0cOpenAI \u53d1\u5e03\u4e86\u91cc\u7a0b\u7891\u6a21\u578b GPT-4\uff0c\u540c\u65f6\u667a\u8c31AI\u5f00\u6e90\u4e86ChatGLM\u6a21\u578b\uff0c\u81ea\u6b64\u62c9\u5f00\u4e86\u4e2d\u56fd\u5927\u6a21\u578b\u5f00\u6e90\u5e8f\u5e55\uff0c\u7d27\u8ddf\u7740 6 \u6708\u767e\u5ddd\u667a\u80fd\u5f00\u6e90\u4e86Baichuan\uff0c8 \u6708\u901a\u4e49\u5343\u95ee\u5ba3\u5e03\u5f00\u6e90\uff0c\u201c\u767e\u6a21\u5927\u6218\u201d\u8fdb\u5165\u767d\u70ed\u5316\u2026\u202623 \u5e74\u6574\u4e2a\u884c\u4e1a\u7ecf\u5386\u4e86\u4e00\u573a\u5f00\u6e90\u76db\u5bb4\u3002<\/p>\n<p>\u963f\u91cc\u901a\u4e49\u5343\u95ee\u5f00\u6e90\u76f8\u5bf9\u665a\uff0c\u4f46\u80dc\u5728\u540e\u52b2\u8db3\u300223\u5e7412\u6708\uff0c\u901a\u4e49\u5343\u95ee\u7b2c\u4e00\u6b3e\u5f00\u6e90\u65d7\u8230\u6a21\u578bQwen-72B \u95ee\u4e16\uff0c\u6210\u4e3a\u5f53\u65f6\u6027\u80fd\u6700\u5f3a\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u4e00\u4e3e\u8d85\u8d8a\u4e86\u5f00\u6e90\u6807\u6746 llama 2-70B\uff0c\u5728\u6b64\u4e4b\u524d\uff0c\u4e2d\u56fd\u5927\u6a21\u578b\u5e02\u573a\u8fd8\u6ca1\u6709\u51fa\u73b0\u4e00\u4e2a\u8db3\u4ee5\u5bf9\u6297 llama 2-70B\u7684\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n<p>\u81ea\u6b64\uff0c\u901a\u4e49\u5343\u95ee\u5728\u201c\u5168\u5c3a\u5bf8\u3001\u5168\u6a21\u6001\u201d\u5f00\u6e90\u8def\u4e0a\u72c2\u98d9\u30022024\u5e742\u6708\u5f00\u6e90Qwen1.5\u7cfb\u5217\u30012024\u5e746\u6708\u5f00\u6e90Qwen2\u7cfb\u5217\uff0c\u4e09\u4e2a\u6708\u4e4b\u540e\u7684\u4eca\u5929\u53c8\u706b\u901f\u653e\u51faQwen2.5\u7cfb\u5217\uff0c\u5f00\u6e90\u6a21\u578b\u6a2a\u8d2f\u5927\u8bed\u8a00\u3001\u591a\u6a21\u6001\u3001\u6570\u5b66\u3001\u4ee3\u7801\u591a\u4e2a\u7c7b\u522b\u3001\u6a21\u578b\u5c3a\u5bf8\u5305\u542b0.5B\u5230110B\u7684\u5b8c\u6574\u8c31\u7cfb\u3002\u51e0\u4e4e\u53ef\u4ee5\u8bf4\uff0c\u53ea\u8981\u5f00\u53d1\u8005\u60f3\u8981\uff0cQwen\u90fd\u80fd\u63d0\u4f9b\u3002<\/p>\n<p>\u8fd9\u79cd\u5f00\u6e90\u529b\u5ea6\u5728\u56fd\u4ea7\u6a21\u578b\u4e2d\u524d\u6240\u672a\u6709\uff0c\u963f\u91cc\u901a\u4e49\u5343\u95ee\u5728\u5927\u6a21\u578b\u8d5b\u9053\u7684\u5f00\u6e90\u300c\u4eba\u8bbe\u300d\u9010\u6e10\u7a33\u56fa\uff0c\u5438\u5f15\u4e86\u5927\u6ce2\u62e5\u8db8\u3002<\/p>\n<p>\u4eca\u5929\u4e91\u6816\u5927\u4f1a\u53d1\u5e03\u7684\u5168\u65b0\u5f00\u6e90\u7cfb\u5217 Qwen2.5\uff0c\u6a21\u578b\u6027\u80fd\u4e00\u5982\u65e2\u5f80\u706b\u529b\u5168\u5f00\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e7f7dfc3f1b4f5316fd5c8a89b1be53e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e7f7dfc3f1b4f5316fd5c8a89b1be53e.png\"><\/a><\/p>\n<p>Qwen2.5 \u6709\u4e24\u5927\u7279\u70b9\uff0c\u4e00\u662f\u6027\u80fd\u5168\u7403\u9886\u5148\uff0c\u7a33\u5c45\u5168\u7403\u5f00\u6e90\u7b2c\u4e00\u3002\u6839\u636e\u963f\u91cc\u5b98\u65b9\u6570\u636e\u663e\u793a\uff0c\u5f00\u6e90\u65d7\u8230\u6a21\u578bQwen2.5-72B \u5728\u591a\u4e2a\u6743\u5a01\u6d4b\u8bc4\u96c6\u4e2d\u5168\u9762\u8d85\u8d8a\u540c\u5c3a\u5bf8\u5f00\u6e90\u6a21\u578b\uff0c\u751a\u81f3\u201c\u8de8\u6570\u91cf\u7ea7\u201d\u8d85\u8d8aLlama3.1-405B \u6a21\u578b\uff0c\u4ee5\u4e0d\u52301\/5\u7684\u53c2\u6570\u89c4\u6a21\uff0c\u521b\u4e0b\u8d85\u8d8aLlama \u00a04050 \u4ebf\u53c2\u6570\u7684\u6574\u4f53\u8868\u73b0\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-62eba1561017b88cbe24acd9e03923db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-62eba1561017b88cbe24acd9e03923db.png\"><\/a><\/p>\n<p>\u6839\u636e\u4e0a\u56fe\uff0cQwen2.5-72B \u572814 \u4e2a\u5173\u952e\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c8 \u9879\u51fb\u8d25\u4e86 llama3.1-405B \u6307\u5fae\u8c03\u6a21\u578b\uff0c11 \u9879\u51fb\u8d25\u4e86Mistral\u6700\u65b0\u5f00\u6e90\u7684 Large-V2 \u6307\u4ee4\u5fae\u8c03\u6a21\u578b\uff0c\u6210\u4e3a\u76ee\u524d\u6700\u5f3a\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n<p>\u4eca\u5e74 7 \u6708 Meta \u53d1\u5e03\u4e86\u6700\u65b0\u5f00\u6e90\u6a21\u578b llama3.1-405B \u540e\uff0cllama3.1-405B \u4fbf\u4e00\u4e3e\u6210\u4e3a\u5730\u8868\u6700\u5f3a\u5f00\u6e90\u6a21\u578b\uff0c\u751a\u81f3\u4ee3\u8868\u5f00\u6e90\u6a21\u578b\u9996\u6b21\u8d85\u8d8a\u95ed\u6e90\u6a21\u578b\u3002\u4ece\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u6765\u770b\uff0c\u8d85\u5927\u676f Llama 3.1 405B \u5168\u65b9\u4f4d\u78be\u538b\u4e86 GPT-3.5 Turbo\u3001\u5927\u90e8\u5206\u57fa\u51c6\u6d4b\u8bd5\u5f97\u5206\u8d85\u8fc7\u4e86 GPT-4 0125\uff0c\u9762\u5bf9 OpenAI \u6b64\u524d\u6700\u5f3a\u95ed\u6e90\u5927\u6a21\u578bGPT-4o\u548c\u7b2c\u4e00\u68af\u961f\u7684 Claude 3.5 Sonnet\uff0cLlama 3.1 405B \u4f9d\u7136\u6709\u80fd\u529b\u4e00\u6218\u3002<\/p>\n<p>\u53ea\u662f\uff0c405B\u867d\u7136\u5f3a\u5927\uff0c\u4f46\u6a21\u578b\u53c2\u6570\u5b9e\u5728\u592a\u5927\u3001\u90e8\u7f72\u4f7f\u7528\u7684\u786c\u4ef6\u8981\u6c42\u9ad8\u51fa\u5929\u9645\u3002\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\u548c\u9884\u7b97\u6709\u9650\u7684\u4e2d\u5c0f\u4f01\u4e1a\u6765\u8bf4\uff0c\u53ef\u671b\u4e0d\u53ef\u53ca\u3002<\/p>\n<p>Qwen2.5-72B \u5bf9 llama3.1-405B\u7684\u8d85\u8d8a\uff0c\u4e0d\u4ec5\u662f\u56fd\u4ea7\u5f00\u6e90\u6a21\u578b\u4e0e\u7f8e\u56fd\u6700\u5f3a\u5f00\u6e90\u6a21\u578b\u7684\u4e00\u6b21\u786c\u521a\uff0c\u4e5f\u72e0\u72e0\u524a\u5e73\u4e86\u201c\u5929\u82b1\u677f\u6027\u80fd\u201d\u6a21\u578b\u7684\u4f7f\u7528\u6210\u672c\u3002<\/p>\n<p>Qwen2.5\u7684\u7b2c\u4e8c\u4e2a\u7279\u70b9\uff0c\u5f00\u6e90\u6a21\u578b\u6570\u91cf\u53f2\u65e0\u524d\u4f8b\uff0c\u76ee\u7684\u662f\u4e3a\u5145\u5206\u9002\u914d\u5f00\u53d1\u8005\u548c\u4e2d\u5c0f\u4f01\u4e1a\u7684\u9700\u6c42\u3002<\/p>\n<p>Qwen2.5\u5ef6\u7eed\u4e86\u201c\u5168\u5c3a\u5bf8\u3001\u591a\u6a21\u6001\u201d\u8def\u7ebf\uff0c\u540c\u6b65\u5f00\u6e90\u4e86\u591a\u4e2a\u5c3a\u5bf8\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3001\u591a\u6a21\u6001\u6a21\u578b\u3001\u6570\u5b66\u6a21\u578b\u548c\u4ee3\u7801\u6a21\u578b\uff0c\u6db5\u76d6\u57fa\u7840\u7248\u672c\u3001\u6307\u4ee4\u8ddf\u968f\u7248\u672c\u3001\u91cf\u5316\u7248\u672c\uff0c\u603b\u8ba1\u4e0a\u67b6\u8d85\u8fc7 100 \u4e2a\u5f00\u6e90\u6a21\u578b\uff0c\u5237\u65b0\u4e1a\u754c\u65b0\u7eaa\u5f55\u3002<\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u5171\u6709 0.5B\u30011.5B\u30013B\u30017B\u300114B\u300132B\u300172B \u4e03\u4e2a\u5c3a\u5bf8\uff0c\u5728\u7b49\u89c4\u6a21\u8d5b\u9053\u5168\u90fd\u521b\u9020\u4e86\u4e1a\u754c SOTA\uff0c\u4ece\u8fd9\u51e0\u4e2a\u578b\u53f7\u5c3a\u5bf8\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u901a\u4e49\u56e2\u961f\u5e94\u8be5\u662f\u5145\u5206\u8003\u8651\u4e86\u4e0b\u6e38\u5e94\u7528\u7684\u4e0d\u540c\u573a\u666f\u9700\u6c42\u3001\u4ece\u800c\u505a\u51fa\u4e0a\u8ff0\u5f00\u6e90\u7b56\u7565\uff0c\u5927\u81f4\u5bf9\u5e94\u4e86\u5f53\u4e0b\u6700\u706b\u7684\u4e09\u4e2a\u573a\u666f\uff1a\u7aef\u4fa7\u6a21\u578b\u3001\u5c0f\u6a21\u578b\u3001\u5927\u6a21\u578b\u3002<\/p>\n<p>\u6bd4\u5982\uff0c3B \u662f\u9002\u914d\u624b\u673a\u7b49\u7aef\u4fa7\u8bbe\u5907\u7684\u9ec4\u91d1\u5c3a\u5bf8\uff0c\u4e1a\u754c\u8ba4\u4e3a 3B-4B\u8fd9\u4e2a\u5927\u5c0f\uff0c\u610f\u5473\u7740\u6a21\u578b\u91cf\u5316\u4e4b\u540e\u53ef\u4ee5\u505a\u5230 2G \u7684\u4f53\u79ef\uff0c\u975e\u5e38\u9002\u5408\u653e\u5728\u624b\u673a\u91cc\u9762\u3002\u7aef\u4fa7\u5219\u4e5f\u4e00\u76f4\u662f\u82f1\u4f1f\u8fbe\u3001\u5fae\u8f6f\u548c\u5404\u7c7b\u624b\u673a\u5382\u5546\u90fd\u975e\u5e38\u770b\u91cd\u7684\u9886\u57df\u3002<\/p>\n<p>32B\u662f\u6700\u53d7\u5f00\u53d1\u8005\u671f\u5f85\u7684\u201c\u6027\u4ef7\u6bd4\u4e4b\u738b\u201d\uff0c\u53ef\u5728\u6027\u80fd\u548c\u529f\u8017\u4e4b\u95f4\u83b7\u5f97\u6700\u4f73\u5e73\u8861\u3002\u6700\u8ba9\u5f00\u53d1\u8005\u60ca\u559c\u7684\uff0c\u5219\u662f 140 \u4ebf\u548c320\u4ebf\u4e24\u79cd\u53c2\u6570\u6a21\u578b\u7684\u91cd\u65b0\u56de\u5f52\uff0c14B \u548c 32B \u662f\u6700\u9002\u5408\u672c\u5730\u5355\u5361\u90e8\u7f72\u7684\u6a21\u578b\u5927\u5c0f\u3002\u4e0a\u4e00\u4ee3Qwen2\u7cfb\u5217\u6ca1\u6709\u8fd9\u4e24\u4e2a\u5c3a\u5bf8\uff0c\u4e00\u76f4\u662f\u5f00\u53d1\u8005\u5fc3\u4e2d\u9057\u61be\u3002<\/p>\n<p>\u8fd9\u8fd8\u6ca1\u7ed3\u675f\uff0c\u4e0b\u4e00\u4e2a\u7c7b\u522b\u662f\u591a\u6a21\u6001\u6a21\u578b\u3002\u4e0a\u4e2a\u6708\u901a\u4e49\u56e2\u961f\u5f00\u6e90\u4e86 2B \u548c 7B \u7248\u672c\u7684\u89c6\u89c9\u7406\u89e3\u6a21\u578bQwen2-VL\uff0c\u8fd9\u6b21\u76f4\u63a5\u628a720\u4ebf\u53c2\u6570\u7684Qwen2-VL-72B \u4e5f\u5f00\u6e90\u4e86\uff0cQwen2-VL \u80fd\u8bc6\u522b\u4e0d\u540c\u5206\u8fa8\u7387\u548c\u957f\u5bbd\u6bd4\u7684\u56fe\u7247\uff0c\u80fd\u591f\u7406\u89e320\u5206\u949f\u4ee5\u4e0a\u957f\u89c6\u9891\uff0c\u8fd8\u5177\u5907\u81ea\u4e3b\u64cd\u4f5c\u624b\u673a\u548c\u673a\u5668\u4eba\u7684\u89c6\u89c9\u667a\u80fd\u4f53\u80fd\u529b\u3002<\/p>\n<p>Qwen2-VL\u57fa\u4e8eQwen2\u6253\u9020\uff0c\u5728\u591a\u4e2a\u89c6\u89c9\u7406\u89e3\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u5168\u7403\u9886\u5148\u7684\u8868\u73b0\uff0c\u5176\u4e2d\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u8003\u5bdf\u6570\u5b66\u63a8\u7406\u80fd\u529b\u7684MathVista\u3001\u8003\u5bdf\u6587\u6863\u56fe\u50cf\u7406\u89e3\u80fd\u529b\u7684DocVQA\u3001\u8003\u5bdf\u771f\u5b9e\u4e16\u754c\u7a7a\u95f4\u7406\u89e3\u80fd\u529b\u7684RealWorldQA\u3001\u8003\u5bdf\u591a\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u7684MTVQA\u3002<\/p>\n<p>\u901a\u4e49\u5343\u95ee\u4ece 6 \u4e2a\u65b9\u9762\u6765\u8bc4\u4f30 Qwen2-VL \u5206\u522b\u572872B\u30017B\u30012B\u4e09\u79cd\u89c4\u6a21\u4e0a\u7684\u89c6\u89c9\u80fd\u529b\uff0c\u5305\u62ec\u590d\u6742\u7684\u5927\u5b66\u6c34\u5e73\u95ee\u9898\u89e3\u51b3\u3001\u6570\u5b66\u80fd\u529b\u3001\u6587\u6863\u548c\u8868\u683c\u7684\u7406\u89e3\u3001\u591a\u8bed\u8a00\u6587\u672c\u56fe\u50cf\u7684\u7406\u89e3\u3001\u901a\u7528\u573a\u666f\u95ee\u7b54\u3001\u89c6\u9891\u7406\u89e3\u3001\u89c6\u89c9\u667a\u80fd\u4ee3\u7406\uff08Visual AI Agent\uff09\u80fd\u529b\u3002<\/p>\n<p>\u6574\u4f53\u6765\u770b\uff0cQwen2-VL-72B\u5728\u5927\u90e8\u5206\u6307\u6807\u4e0a\u90fd\u8fbe\u5230\u4e86\u6700\u4f18\uff0c\u751a\u81f3\u8d85\u8fc7\u4e86GPT-4o\u548cClaude 3.5 Sonnet\u7b49\u95ed\u6e90\u6a21\u578b\u3002<\/p>\n<p>\u6700\u540e\u662f\u4e3b\u653b\u6570\u5b66\u548c\u4ee3\u7801\u8d5b\u9053\u7684\u4e24\u7ec4\u4e13\u9879\u6a21\u578b\uff0c\u6570\u5b66\u5f00\u6e90\u6a21\u578bQwen2.5-Math\u5305\u542b1.5B\u30017B\u300172B\uff0c\u5168\u90e8\u652f\u6301\u4e2d\u6587\u3002Qwen2.5-Math\u5728\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6570\u5b66\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\uff0c\u53ef\u4ee5\u5904\u7406\u5927\u5b66\u548c\u7ade\u8d5b\u7ea7\u522b\u7684\u6570\u5b66\u95ee\u9898\u3002<\/p>\n<p>\u4ee3\u7801\u5f00\u6e90\u6a21\u578bQwen2.5-Coder \u662f\u4e3a\u7f16\u7a0b\u7279\u522b\u8bbe\u8ba1\u7684\u6a21\u578b\uff0c\u5305\u542b1.5B\u30017B\u4e24\u4e2a\u7248\u672c\uff0c\u901a\u4e49\u56e2\u961f\u8fd8\u9884\u544a\u4e86Qwen2.5-Coder -32B\u4e5f\u5728\u5f00\u6e90\u7684\u8def\u4e0a\u3002\u8fd9\u7ec4\u6a21\u578b\u6700\u591a\u652f\u6301 128K tokens \u4e0a\u4e0b\u6587\uff0c\u652f\u6301 92 \u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c 7B \u7248\u672c\u6253\u8d25\u4e86\u66f4\u5927\u5c3a\u5bf8\u7684 DeepSeek-Coder-V2-Lite \u548c Codestral-20B\uff0c\u6210\u4e3a\u5f53\u524d\u6700\u5f3a\u5927\u7684\u57fa\u7840\u4ee3\u7801\u6a21\u578b\u4e4b\u4e00\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0ef60b90cb1b52717ceb484c1fbf6dfc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0ef60b90cb1b52717ceb484c1fbf6dfc.png\"><\/a><\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u4e00\u76f4\u514d\u8d39\u5bf9\u5916\u63d0\u4f9b\u670d\u52a1\u7684\u901a\u4e49\u5343\u95ee\u65d7\u8230\u6a21\u578b Qwen-Max\u4e5f\u5b9e\u73b0\u4e86\u5168\u9762\u5347\u7ea7\uff0c\u6574\u4f53\u6027\u80fd\u6bd4\u524d\u4ee3\u6709\u660e\u663e\u63d0\u5347\u3002\u901a\u4e49\u5343\u95ee\u5b98\u7f51\u548c\u901a\u4e49APP\u7684\u540e\u53f0\u6a21\u578b\u5747\u5df2\u5207\u6362\u4e3aQwen-Max\uff0c\u7ee7\u7eed\u514d\u8d39\u4e3a\u6240\u6709\u7528\u6237\u63d0\u4f9b\u670d\u52a1\u3002<\/p>\n<p><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%E6%A8%A1%E5%9E%8B%E3%80%81%E7%94%9F%E6%80%81%E4%B8%A4%E6%89%8B%E6%8A%93\"><\/span>2<br \/>\u6a21\u578b\u3001\u751f\u6001\u4e24\u624b\u6293<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u81ea 2023 \u5e74 8 \u6708\u5f00\u6e90\u4ee5\u6765\uff0c\u901a\u4e49\u5343\u95ee\u4e0d\u65ad\u5728\u57fa\u5ea7\u6a21\u578b\u4e0a\u53d1\u529b\uff0c\u5e76\u5c06\u6240\u6709\u6a21\u578b\u80fd\u529b\u5168\u90e8\u5f00\u653e\u51fa\u6765\u4f9b\u4e1a\u754c\u4f7f\u7528\u3002\u8fd9\u80cc\u540e\u662f\u963f\u91cc\u4e91\u5728 AI 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Face\u5408\u4f5c\uff0c\u628a\u6a21\u578b\u4ee3\u7801\u5408\u5e76\u5230HuggingFace transformers\u4ee3\u7801\u5e93\uff0c\u65b9\u4fbf\u5f00\u53d1\u8005\u76f4\u63a5\u4f7f\u7528 transformers\u539f\u751f\u4ee3\u7801\uff1b\u901a\u4e49\u56e2\u961f\u8fd8\u79ef\u6781\u6c9f\u901a\u751f\u6001\u4f19\u4f34\uff0c\u83b7\u5f97\u5404\u7c7b\u5f00\u6e90\u6846\u67b6\u3001\u5f00\u6e90\u5de5\u5177\u5bf9Qwen\u7cfb\u5217\u7684\u517c\u5bb9\u548c\u652f\u6301\uff0c\u5305\u62ecvLLM\u3001SGLang\u3001AutoAWQ\u3001AutoGPTQ\u3001Axolotl\u3001LLaMA-Factory\u3001llama.cpp\u3001 Ollama \u3001LMStudio \u7b49\u7b49\u3002<\/p>\n<p>\u4e8c\uff0c\u505a\u597d\u5f00\u53d1\u8005\u670d\u52a1\u3002\u6a21\u578b\u5f00\u6e90\u5e76\u4e0d\u662f\u628a\u6a21\u578b\u653e\u5230\u793e\u533a\u5c31\u884c\uff0cQwen\u56e2\u961f\u6ce8\u91cd\u4ece\u7ec6\u8282\u5904\u63d0\u5347\u5f00\u53d1\u8005\u4f53\u9a8c\u3002\u51c6\u5907\u6a21\u578b\u6587\u6863\uff08model card\uff09\u65f6\uff0c\u9664\u4e86\u4e3b\u6d41\u7684\u82f1\u6587\u6587\u6863\uff0c\u8fd8\u4f1a\u51c6\u5907\u4e2d\u6587\u751a\u81f3\u5176\u4ed6\u8bed\u79cd\u7684\u6587\u6863\uff1b\u4f18\u5316\u6587\u6863\u8d28\u91cf\uff0c\u8ba9\u5f00\u53d1\u8005\u4e00\u773c\u8bfb\u61c2\u6a21\u578b\u7684\u4eae\u70b9\u3001\u6548\u679c\u3001demo\uff1b\u51c6\u5907\u4ee3\u7801\u7247\u6bb5\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u90e8\u7f72\u548c\u4f7f\u7528\u6a21\u578b\u3002Qwen\u56e2\u961f\u8fd8\u975e\u5e38\u91cd\u89c6\u4e0e\u5f00\u53d1\u8005\u7684\u4e92\u52a8\uff0c\u79ef\u6781\u5904\u7406\u5f00\u53d1\u8005\u63d0\u4ea4\u7684\u95ee\u9898\u548c\u5efa\u8bae\u3002<\/p>\n<p>\u4e09\u3001\u79ef\u6781\u5438\u7eb3\u7814\u7a76\u754c\u548c\u5f00\u6e90\u793e\u533a\u7684\u521b\u610f\u3002\u6bd4\u5982\u4e3a\u4e86\u56de\u5e94\u5f00\u53d1\u8005\u5bf9 14B \u548c 32B \u6a21\u578b\u7684\u9700\u6c42\uff0c\u672c\u6b21Qwen2.5\u589e\u52a0\u4e8614B\u300132B \u5c3a\u5bf8\u7684\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n<p>\u4eca\u5929\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u901a\u4e49\u5927\u6a21\u578b\u5728\u5f00\u6e90\u5c4a\u5df2\u7ecf\u6210\u529f\u8dfb\u8eab\u4e00\u6d41\u4e4b\u5217\uff0c\u6bd4\u80a9\u56fd\u9645\u6700\u5f3a\u5f00\u6e90\u6a21\u578bLlama\uff0c\u591a\u6b21\u767b\u9876Hugging Face\u5168\u7403\u5927\u6a21\u578b\u699c\u5355\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2ab035252ab462a4970b3c6b23f94e34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2ab035252ab462a4970b3c6b23f94e34.png\"><\/a><\/p>\n<p>\u901a\u4e49\u5343\u95ee\u5f00\u6e90\u6a21\u578bQwen\u7684\u884d\u751f\u6a21\u578b\u6570\u91cf\u5df2\u7ecf\u8d85\u8fc75\u4e07\uff0c\u4ec5\u6b21\u4e8eLlama\uff0c\u6570\u636e\u6765\u81ea\u5168\u7403\u6700\u5927\u7684\u5f00\u6e90\u793e\u533aHugging Face<\/p>\n<p>\u4e24\u4e2a\u6570\u636e\u6700\u80fd\u4f53\u73b0\u901a\u4e49\u4f5c\u4e3a\u4e2d\u56fd\u5f00\u6e90\u5927\u6a21\u578b\u7684\u5f71\u54cd\u529b\uff0c\u4e00\u662f\u6a21\u578b\u4e0b\u8f7d\u91cf\uff0c\u6839\u636e\u901a\u4e49\u5b98\u65b9\u6570\u636e\uff0c\u622a\u81f3 2024 \u5e74 9 \u6708\u521d\uff0c\u901a\u4e49\u5343\u95ee\u5f00\u6e90\u6a21\u578b\u7d2f\u8ba1\u4e0b\u8f7d\u91cf\u5df2\u7ecf\u7a81\u78344000\u4e07\uff0c\u8fd9\u662f\u5f00\u53d1\u8005\u548c\u4e2d\u5c0f\u4f01\u4e1a\u7528\u811a\u6295\u7968\u7684\u7ed3\u679c\uff1b\u4e8c\u662f\u884d\u751f\u6a21\u578b\u6570\u91cf\uff0c\u622a\u81f39\u6708\u521d\uff0c\u901a\u4e49\u539f\u751f\u6a21\u578b\u548c\u884d\u751f\u6a21\u578b\u603b\u6570\u8d85\u8fc75\u4e07\u4e2a\uff0c\u6210\u4e3a\u4ec5\u6b21\u4e8eLlama\u7684\u4e16\u754c\u7ea7\u6a21\u578b\u7fa4\u3002<\/p>\n<p>\u9664\u4e86\u5f00\u6e90\u6a21\u578b\uff0c\u901a\u4e49\u4e5f\u63d0\u4f9b API \u670d\u52a1\u3002\u636e\u5b98\u65b9\u900f\u9732\uff0c\u901a\u8fc7\u963f\u91cc\u4e91\uff0c\u901a\u4e49\u5927\u6a21\u578b\u5df2\u7ecf\u670d\u52a1\u4e8630\u591a\u4e07\u5ba2\u6237\uff0c\u4ed6\u4eec\u6d89\u53ca\u5343\u884c\u767e\u4e1a\u3002\u5c3d\u7ba1\u6d88\u8d39\u8005\u5e02\u573a\u7684\u8d85\u7ea7\u5927\u6a21\u578b\u5e94\u7528\u8fd8\u672a\u51fa\u73b0\uff0c\u4f46\u5728\u5f88\u591a\u5782\u76f4\u9886\u57df\uff0c\u5927\u6a21\u578b\u6b63\u5728\u4eba\u4eec\u770b\u4e0d\u89c1\u7684\u5730\u65b9\uff0c\u9010\u6e10\u751f\u6839\u53d1\u82bd\u3002\u963f\u91cc\u5df4\u5df4\u6700\u65b0\u5b63\u5ea6\u4e1a\u7ee9\u62a5\u544a\u663e\u793a\uff0c\u963f\u91cc\u4e91\u7684AI\u76f8\u5173\u4ea7\u54c1\u6536\u5165\u5b9e\u73b0\u4e09\u4f4d\u6570\u589e\u957f\u3002<\/p>\n<p><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_%E5%90%8E%E8%AE%B0\"><\/span>3<br \/>\u540e\u8bb0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4ece\u53bb\u5e74\u767e\u6a21\u5927\u6218\u4e2d\u7684\u666e\u901a\u4e00\u5458\uff0c\u5230\u5982\u4eca\u62e5\u6709\u201c\u4e07\u6a21\u540c\u6e90\u201d\u7684\u6a21\u578b\u65cf\u7fa4\uff0c\u901a\u4e49\u5927\u6a21\u578b\u7684\u5f00\u6e90\u4e4b\u8def\uff0c\u4e5f\u662f\u4e2d\u56fd\u5927\u6a21\u578b\u8ffd\u8d76\u4e16\u754c\u4e00\u7ebf\u6c34\u5e73\u7684\u7f29\u5f71\u3002<\/p>\n<p>\u56de\u987e\u4e16\u754c\u6280\u672f\u53f2\uff0c\u5728\u6bcf\u4e00\u6b21\u6280\u672f\u6d6a\u6f6e\u4e2d\uff0c\u5f00\u6e90\u5bf9\u4e00\u9879\u65b0\u6280\u672f\u7684\u63a8\u52a8\u548c\u521b\u65b0\u65e9\u5df2\u7ecf\u8fc7\u591a\u6b21\u9a8c\u8bc1\uff0c\u5f00\u6e90\u7684\u4ef7\u503c\u548c\u610f\u4e49\u6bcb\u5eb8\u7f6e\u7591\uff0c\u7ad9\u5728\u5927\u6a21\u578b\u6280\u672f\u53d1\u5c55\u7684\u89d2\u5ea6\u53ef\u4ee5\u8bf4\uff0c\u5728\u8fc7\u53bb\u4e00\u5e74\u91cc\u901a\u4e49\u5927\u6a21\u578b\u6781\u5927\u5730\u63a8\u52a8\u4e86\u4e2d\u56fd\u5927\u6a21\u578b\u7684\u751f\u6001\u7e41\u8363\u3002\u300c\u96f7\u5cf0\u7f51\u300d\u300c\u96f7\u5cf0\u7f51<span 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