{"id":34857,"date":"2024-12-14T07:58:15","date_gmt":"2024-12-13T23:58:15","guid":{"rendered":"https:\/\/17aitech.com\/?p=34857"},"modified":"2024-12-14T07:58:15","modified_gmt":"2024-12-13T23:58:15","slug":"%e8%b0%b7%e6%ad%8c%e5%bc%80%e6%ba%90%e6%9c%80%e5%bc%ba%e7%ab%af%e4%be%a7%e5%b0%8f%e6%a8%a1%e5%9e%8b%ef%bc%9a2b%e5%8f%82%e6%95%b0%e8%b6%8a%e7%ba%a7%e8%b7%91%e8%b5%a2gpt-3-5-turbo%ef%bc%8c%e8%8b%b9-2","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34857","title":{"rendered":"\u8c37\u6b4c\u5f00\u6e90\u6700\u5f3a\u7aef\u4fa7\u5c0f\u6a21\u578b\uff1a2B\u53c2\u6570\u8d8a\u7ea7\u8dd1\u8d62GPT-3.5-Turbo\uff0c\u82f9\u679c15Pro\u8fd0\u884c\u98de\u5feb"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-01-7\" target=\"_blank\">\u8c37\u6b4c\u5f00\u6e90\u6700\u5f3a\u7aef\u4fa7\u5c0f\u6a21\u578b\uff1a2B\u53c2\u6570\u8d8a\u7ea7\u8dd1\u8d62GPT-3.5-Turbo\uff0c\u82f9\u679c15Pro\u8fd0\u884c\u98de\u5feb<\/a><\/p>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"52\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u8c37\u6b4c\u4e5f\u6765\u5377\u300c\u5c0f\u300d\u6a21\u578b\u4e86\uff0c\u4e00\u51fa\u624b\u5c31\u662f\u738b\u70b8\uff0c\u80dc\u8fc7\u4e86\u6bd4\u81ea\u5df1\u53c2\u6570\u591a\u5f97\u591a\u7684GPT-3.5\u3001Mixtral\u7ade\u54c1\u6a21\u578b\u3002<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<p>\u4eca\u5e74 6 \u6708\u5e95\uff0c\u8c37\u6b4c\u5f00\u6e90\u4e86 <a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650923969&amp;idx=4&amp;sn=0179e0823077c84f1f22f06d7ed4650b&amp;chksm=84e427bfb393aea93ce3f82b1eb805f9c977ef37f4bf5616a2016cbd641d049b61fcc5e5a9da&amp;scene=21#wechat_redirect\" target=\"_blank\">9B\u300127B \u7248 Gemma 2 \u6a21\u578b\u7cfb\u5217<\/a>\uff0c\u5e76\u4e14\u81ea\u4eae\u76f8\u4ee5\u6765\uff0c27B \u7248\u672c\u8fc5\u901f\u6210\u4e3a\u4e86\u5927\u6a21\u578b\u7ade\u6280\u573a LMSYS Chatbot Arena \u4e2d\u6392\u540d\u6700\u9ad8\u7684\u5f00\u653e\u6a21\u578b\u4e4b\u4e00\uff0c\u5728\u771f\u5b9e\u5bf9\u8bdd\u4efb\u52a1\u4e2d\u6bd4\u5176\u4e24\u500d\u89c4\u6a21\u4ee5\u4e0a\u7684\u6a21\u578b\u8868\u73b0\u8fd8\u8981\u597d\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ab4039201547ce87366aa7be928eb68c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ab4039201547ce87366aa7be928eb68c.png\"><\/a><\/section>\n<p>\u5982\u4eca\uff0c\u4ec5\u4ec5\u8fc7\u53bb\u4e86\u4e00\u4e2a\u591a\u6708\uff0c\u8c37\u6b4c\u5728\u8ffd\u6c42\u8d1f\u8d23\u4efb AI \u7684\u57fa\u7840\u4e0a\uff0c\u66f4\u52a0\u5730\u8003\u8651\u8be5\u7cfb\u5217\u6a21\u578b\u7684\u5b89\u5168\u6027\u548c\u53ef\u8bbf\u95ee\u6027\uff0c\u5e76\u6709\u4e86\u4e00\u7cfb\u5217\u65b0\u6210\u679c\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-7d8a0ab916e314d3718d3fecb54c2977.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-7d8a0ab916e314d3718d3fecb54c2977.png\"><\/a><\/section>\n<p>\u6b64\u6b21\uff0cGemma 2 \u4e0d\u4ec5\u6709\u4e86\u66f4\u8f7b\u91cf\u7ea7\u300c<strong>Gemma 2 2B<\/strong>\u300d\u7248\u672c\uff0c\u8fd8\u6784\u5efa\u4e00\u4e2a\u5b89\u5168\u5185\u5bb9\u5206\u7c7b\u5668\u6a21\u578b\u300c<strong>ShieldGemma<\/strong>\u300d\u548c\u4e00\u4e2a\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u5de5\u5177\u300c<strong>Gemma Scope<\/strong>\u300d\u3002\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\n<p>Gemma 2 2B \u5177\u6709\u5185\u7f6e\u5b89\u5168\u6539\u8fdb\u529f\u80fd\uff0c\u5b9e\u73b0\u4e86\u6027\u80fd\u4e0e\u6548\u7387\u7684\u5f3a\u5927\u5e73\u8861\uff1b<\/p>\n<\/li>\n<li>\n<p>ShieldGemma \u57fa\u4e8e Gemma 2 \u6784\u5efa\uff0c\u7528\u4e8e\u8fc7\u6ee4 AI \u6a21\u578b\u7684\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u786e\u4fdd\u7528\u6237\u5b89\u5168\uff1b<\/p>\n<\/li>\n<li>\n<p>Gemma Scope \u63d0\u4f9b\u5bf9\u6a21\u578b\u5185\u90e8\u5de5\u4f5c\u539f\u7406\u7684\u65e0\u4e0e\u4f26\u6bd4\u7684\u6d1e\u5bdf\u529b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5176\u4e2d\uff0cGemma 2 2B \u65e0\u7591\u662f\u300c\u6700\u8000\u773c\u7684\u4ed4\u300d\uff0c\u5b83\u5728\u5927\u6a21\u578b\u7ade\u6280\u573a LMSYS Chatbot Arena \u4e2d\u7684\u7ed3\u679c\u4ee4\u4eba\u773c\u524d\u4e00\u4eae\uff1a\u4ec5\u51ed 20 \u4ebf\u53c2\u6570\u5c31\u8dd1\u51fa\u4e86 1130 \u5206\uff0c\u8fd9\u4e00\u6570\u503c\u8981\u9ad8\u4e8e GPT-3.5-Turbo\uff080613\uff09\u548c Mixtral-8x7b\u3002<\/p>\n<p>\u8fd9\u4e5f\u610f\u5473\u7740\uff0cGemma 2 2B \u5c06\u6210\u4e3a\u7aef\u4fa7\u6a21\u578b\u7684\u6700\u4f73\u9009\u62e9\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-53baf06825f639d846223e1ff038f9fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-53baf06825f639d846223e1ff038f9fd.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4504a1d06ba0b0c17c322062c2bf5337.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4504a1d06ba0b0c17c322062c2bf5337.png\"><\/a><\/section>\n<p>\u82f9\u679c\u673a\u5668\u5b66\u4e60\u7814\u7a76\uff08MLR\uff09\u56e2\u961f\u7814\u7a76\u79d1\u5b66\u5bb6 Awni Hannun \u5c55\u793a\u4e86 Gemma 2 2B \u8dd1\u5728 iPhone 15 pro \u4e0a\u7684\u60c5\u51b5\uff0c\u4f7f\u7528\u4e86 4bit \u91cf\u5316\u7248\u672c\uff0c\u7ed3\u679c\u663e\u793a\u901f\u5ea6\u662f\u76f8\u5f53\u5feb\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0f6a78022862cf44f20b5da2af77499a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0f6a78022862cf44f20b5da2af77499a.png\"><\/a><a href=\"https:\/\/mp.weixin.qq.com\/s\/qzrP_GFDcyB1O0AYWYetsQ\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-31f1174a8658ba73fe4de36d528001ee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-31f1174a8658ba73fe4de36d528001ee.png\"><\/a><\/a><\/section>\n<div data-key=\"wxv_3571618240964706309\">\n<div data-v-0ef0dc27=\"\">\n<div data-v-0879b0a4=\"\" data-v-0ef0dc27=\"\"><\/div>\n<\/div>\n<\/div>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u89c6\u9891\u6765\u6e90\uff1ahttps:\/\/x.com\/awnihannun\/status\/1818709510485389563<\/sup><\/em><\/p>\n<p>\u6b64\u5916\uff0c\u5bf9\u4e8e\u524d\u6bb5\u65f6\u95f4\u5f88\u591a\u5927\u6a21\u578b\u90fd\u7ffb\u4e86\u8f66\u7684\u300c9.9 \u548c 9.11 \u8c01\u5927\u300d\u7684\u95ee\u9898\uff0cGemma 2 2B \u4e5f\u80fd\u8f7b\u677e\u62ff\u634f\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ebfd8b19ca18101063ca047c7d8c9e4d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ebfd8b19ca18101063ca047c7d8c9e4d.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ad1710aa4be5cb715e2aaa4ec287120e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ad1710aa4be5cb715e2aaa4ec287120e.png\"><\/a><\/section>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u6e90\uff1ahttps:\/\/x.com\/tuturetom\/status\/1818823253634564134<\/sup><\/em><\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u4ece\u8c37\u6b4c Gemma 2 2B \u7684\u5f3a\u5927\u6027\u80fd\u4e5f\u53ef\u4ee5\u770b\u5230\u4e00\u79cd\u8d8b\u52bf\uff0c\u5373\u300c\u5c0f\u300d\u6a21\u578b\u9010\u6e10\u62e5\u6709\u4e86\u4e0e\u66f4\u5927\u5c3a\u5bf8\u6a21\u578b\u5339\u654c\u7684\u5e95\u6c14\u548c\u6548\u80fd\u4f18\u52bf\u3002<\/p>\n<p>\u8fd9\u79cd\u8d8b\u52bf\u4e5f\u5f15\u8d77\u4e86\u4e00\u4e9b\u4e1a\u5185\u4eba\u58eb\u7684\u5173\u6ce8\uff0c\u6bd4\u5982\u77e5\u540d\u4eba\u5de5\u667a\u80fd\u79d1\u5b66\u5bb6\u3001Lepton AI \u521b\u59cb\u4eba\u8d3e\u626c\u6e05\u63d0\u51fa\u4e86\u4e00\u79cd\u89c2\u70b9\uff1a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6a21\u578b\u5927\u5c0f\u662f\u5426\u6b63\u5728\u8d70 CNN \u7684\u8001\u8def\u5462\uff1f<\/p>\n<p>\u5728 ImageNet \u65f6\u4ee3\uff0c\u6211\u4eec\u770b\u5230\u53c2\u6570\u5927\u5c0f\u5feb\u901f\u589e\u957f\uff0c\u7136\u540e\u6211\u4eec\u8f6c\u5411\u4e86\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u7684\u6a21\u578b\u3002\u8fd9\u662f\u5728 LLM \u65f6\u4ee3\u4e4b\u524d\uff0c\u6211\u4eec\u4e2d\u7684\u8bb8\u591a\u4eba\u53ef\u80fd\u5df2\u7ecf\u5fd8\u8bb0\u4e86\u3002<\/p>\n<ul>\n<li>\n<p>\u5927\u578b\u6a21\u578b\u7684\u66d9\u5149\uff1a\u6211\u4eec\u4ee5 AlexNet\uff082012\uff09\u4f5c\u4e3a\u57fa\u7ebf\u5f00\u59cb\uff0c\u7136\u540e\u7ecf\u5386\u4e86\u5927\u7ea6 3 \u5e74\u7684\u6a21\u578b\u5927\u5c0f\u589e\u957f\u3002VGGNet\uff082014\uff09\u5728\u6027\u80fd\u548c\u5c3a\u5bf8\u65b9\u9762\u90fd\u53ef\u79f0\u4e3a\u5f3a\u5927\u7684\u6a21\u578b\u3002<\/p>\n<\/li>\n<li>\n<p>\u7f29\u5c0f\u6a21\u578b\uff1aGoogLeNet\uff082015\uff09\u5c06\u6a21\u578b\u5927\u5c0f\u4ece GB \u7ea7\u7f29\u5c0f\u5230 MB \u7ea7\uff0c\u7f29\u5c0f\u4e86 100 \u500d\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u826f\u597d\u7684\u6027\u80fd\u3002\u7c7b\u4f3c\u5de5\u4f5c\u5982 SqueezeNet\uff082015\uff09\u548c\u5176\u4ed6\u5de5\u4f5c\u4e5f\u9075\u5faa\u7c7b\u4f3c\u7684\u8d8b\u52bf\u3002<\/p>\n<\/li>\n<li>\n<p>\u5408\u7406\u7684\u5e73\u8861\uff1a\u540e\u6765\u7684\u5de5\u4f5c\u5982 ResNet\uff082015\uff09\u3001ResNeXT\uff082016\uff09\u7b49\uff0c\u90fd\u4fdd\u6301\u4e86\u9002\u4e2d\u7684\u6a21\u578b\u5927\u5c0f\u3002\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u5b9e\u9645\u4e0a\u5f88\u4e50\u610f\u4f7f\u7528\u66f4\u591a\u7684\u7b97\u529b\uff0c\u4f46\u53c2\u6570\u9ad8\u6548\u540c\u6837\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bbe\u5907\u7aef\u5b66\u4e60\uff1fMobileNet\uff082017\uff09\u662f\u8c37\u6b4c\u7684\u4e00\u9879\u7279\u522b\u6709\u8da3\u7684\u5de5\u4f5c\uff0c\u5360\u7528\u7a7a\u95f4\u5f88\u5c0f\uff0c\u4f46\u6027\u80fd\u5374\u975e\u5e38\u51fa\u8272\u3002\u4e0a\u5468\uff0c\u6211\u7684\u4e00\u4e2a\u670b\u53cb\u544a\u8bc9\u6211\u300c\u54c7\uff0c\u6211\u4eec\u4ecd\u7136\u5728\u4f7f\u7528 MobileNet\uff0c\u56e0\u4e3a\u5b83\u5728\u8bbe\u5907\u7aef\u5177\u6709\u51fa\u8272\u7684\u7279\u5f81\u5d4c\u5165\u901a\u7528\u6027\u300d\u3002\u662f\u7684\uff0c\u5d4c\u5165\u5f0f\u5d4c\u5165\u662f\u5b9e\u5b9e\u5728\u5728\u5f88\u597d\u7528\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6700\u540e\uff0c\u8d3e\u626c\u6e05\u53d1\u51fa\u7075\u9b42\u4e00\u95ee\uff0c\u300cLLM \u4f1a\u9075\u5faa\u540c\u6837\u7684\u8d8b\u52bf\u5417\uff1f\u300d<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cf841321830591cd69201c0df33a3772.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cf841321830591cd69201c0df33a3772.png\"><\/a><\/section>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u50cf\u51fa\u81ea Ghimire \u7b49\u4eba\u8bba\u6587\u300aA Survey on Efficient Convolutional Neural Networks and Hardware Acceleration\u300b\u3002<\/sup><\/em><\/p>\n<p><strong>Gemma 2 2B \u8d8a\u7ea7\u8d85\u8d8a GPT-3.5 Turbo<\/strong><\/p>\n<p>Gemma 2 \u5bb6\u65cf\u65b0\u589e Gemma 2 2B \u6a21\u578b\uff0c\u5907\u53d7\u5927\u5bb6\u671f\u5f85\u3002\u8c37\u6b4c\u4f7f\u7528\u5148\u8fdb\u7684 TPU v5e \u786c\u4ef6\u5728\u5e9e\u5927\u7684 2 \u4e07\u4ebf\u4e2a token \u4e0a\u8bad\u7ec3\u800c\u6210\u3002<\/p>\n<p>\u8fd9\u4e2a\u8f7b\u91cf\u7ea7\u6a21\u578b\u662f\u4ece\u66f4\u5927\u7684\u6a21\u578b\u4e2d\u84b8\u998f\u800c\u6765\uff0c\u4ea7\u751f\u4e86\u975e\u5e38\u597d\u7684\u7ed3\u679c\u3002\u7531\u4e8e\u5176\u5360\u7528\u7a7a\u95f4\u5c0f\uff0c\u7279\u522b\u9002\u5408\u8bbe\u5907\u5e94\u7528\u7a0b\u5e8f\uff0c\u53ef\u80fd\u4f1a\u5bf9\u79fb\u52a8 AI \u548c\u8fb9\u7f18\u8ba1\u7b97\u4ea7\u751f\u91cd\u5927\u5f71\u54cd\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u8c37\u6b4c\u7684 Gemma 2 2B \u6a21\u578b\u5728 Chatbot Arena Elo Score \u6392\u540d\u4e2d\u80dc\u8fc7\u5927\u578b AI \u804a\u5929\u673a\u5668\u4eba\uff0c\u5c55\u793a\u4e86\u5c0f\u578b\u3001\u66f4\u9ad8\u6548\u7684\u8bed\u8a00\u6a21\u578b\u7684\u6f5c\u529b\u3002\u4e0b\u56fe\u8868\u663e\u793a\u4e86 Gemma 2 2B \u4e0e GPT-3.5 \u548c Llama 2 \u7b49\u77e5\u540d\u6a21\u578b\u76f8\u6bd4\u7684\u5353\u8d8a\u6027\u80fd\uff0c\u6311\u6218\u4e86\u300c\u6a21\u578b\u8d8a\u5927\u8d8a\u597d\u300d\u7684\u89c2\u5ff5\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8cf36ac1f2be4654103582e807e8c689.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8cf36ac1f2be4654103582e807e8c689.png\"><\/a><\/section>\n<p>Gemma 2 2B \u63d0\u4f9b\u4e86\uff1a<\/p>\n<ul>\n<li>\n<p>\u6027\u80fd\u5353\u8d8a\uff1a\u5728\u540c\u7b49\u89c4\u6a21\u4e0b\u63d0\u4f9b\u540c\u7c7b\u6700\u4f73\u6027\u80fd\uff0c\u8d85\u8d8a\u540c\u7c7b\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u90e8\u7f72\u7075\u6d3b\u4e14\u7ecf\u6d4e\u9ad8\u6548\uff1a\u53ef\u5728\u5404\u79cd\u786c\u4ef6\u4e0a\u9ad8\u6548\u8fd0\u884c\uff0c\u4ece\u8fb9\u7f18\u8bbe\u5907\u548c\u7b14\u8bb0\u672c\u7535\u8111\u5230\u4f7f\u7528\u4e91\u90e8\u7f72\u5982 Vertex AI \u548c Google Kubernetes Engine (GKE) \u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u9ad8\u901f\u5ea6\uff0c\u8be5\u6a21\u578b\u4f7f\u7528\u4e86 NVIDIA TensorRT-LLM \u5e93\u8fdb\u884c\u4f18\u5316\uff0c\u5e76\u53ef\u4f5c\u4e3a NVIDIA NIM \u4f7f\u7528\u3002\u6b64\u5916\uff0cGemma 2 2B \u53ef\u4e0e Keras\u3001JAX\u3001Hugging Face\u3001NVIDIA NeMo\u3001Ollama\u3001Gemma.cpp \u4ee5\u53ca\u5373\u5c06\u63a8\u51fa\u7684 MediaPipe \u65e0\u7f1d\u96c6\u6210\uff0c\u4ee5\u7b80\u5316\u5f00\u53d1\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5f00\u6e90\u4e14\u6613\u4e8e\u8bbf\u95ee\uff1a\u53ef\u7528\u4e8e\u7814\u7a76\u548c\u5546\u4e1a\u5e94\u7528\uff0c\u7531\u4e8e\u5b83\u8db3\u591f\u5c0f\uff0c\u751a\u81f3\u53ef\u4ee5\u5728 Google Colab \u7684 T4 GPU \u514d\u8d39\u5c42\u4e0a\u8fd0\u884c\uff0c\u4f7f\u5b9e\u9a8c\u548c\u5f00\u53d1\u6bd4\u4ee5\u5f80\u66f4\u52a0\u7b80\u5355\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4ece\u4eca\u5929\u5f00\u59cb\uff0c\u7528\u6237\u53ef\u4ee5\u4ece Kaggle\u3001Hugging Face\u3001Vertex AI Model Garden \u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\u3002\u7528\u6237\u8fd8\u53ef\u4ee5\u5728 Google AI Studio \u4e2d\u8bd5\u7528\u5176\u529f\u80fd\u3002<\/p>\n<p>\u4e0b\u8f7d\u6743\u91cd\u5730\u5740\uff1ahttps:\/\/huggingface.co\/collections\/google\/gemma-2-2b-release-66a20f3796a2ff2a7c76f98f<\/p>\n<p>Gemma 2 2B \u7684\u51fa\u73b0\u6311\u6218\u4e86\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u9886\u57df\u7684\u4e3b\u6d41\u89c2\u70b9\uff0c\u5373\u6a21\u578b\u8d8a\u5927\uff0c\u6027\u80fd\u81ea\u7136\u5c31\u8d8a\u597d\u3002Gemma 2 2B \u7684\u6210\u529f\u8868\u660e\uff0c\u590d\u6742\u7684\u8bad\u7ec3\u6280\u672f\u3001\u9ad8\u6548\u7684\u67b6\u6784\u548c\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u96c6\u53ef\u4ee5\u5f25\u8865\u539f\u59cb\u53c2\u6570\u6570\u91cf\u7684\u4e0d\u8db3\u3002\u8fd9\u4e00\u7a81\u7834\u53ef\u80fd\u5bf9\u8be5\u9886\u57df\u4ea7\u751f\u6df1\u8fdc\u7684\u5f71\u54cd\uff0c\u6709\u53ef\u80fd\u5c06\u7126\u70b9\u4ece\u4e89\u593a\u8d8a\u6765\u8d8a\u5927\u7684\u6a21\u578b\u8f6c\u79fb\u5230\u6539\u8fdb\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u7684\u6a21\u578b\u3002<\/p>\n<p>Gemma 2 2B \u7684\u5f00\u53d1\u4e5f\u51f8\u663e\u4e86\u6a21\u578b\u538b\u7f29\u548c\u84b8\u998f\u6280\u672f\u65e5\u76ca\u589e\u957f\u7684\u91cd\u8981\u6027\u3002\u901a\u8fc7\u6709\u6548\u5730\u5c06\u8f83\u5927\u6a21\u578b\u4e2d\u7684\u77e5\u8bc6\u63d0\u70bc\u6210\u8f83\u5c0f\u7684\u6a21\u578b\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u5728\u4e0d\u727a\u7272\u6027\u80fd\u7684\u60c5\u51b5\u4e0b\u521b\u5efa\u66f4\u6613\u4e8e\u8bbf\u95ee\u7684 AI \u5de5\u5177\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u964d\u4f4e\u4e86\u8ba1\u7b97\u8981\u6c42\uff0c\u8fd8\u89e3\u51b3\u4e86\u8bad\u7ec3\u548c\u8fd0\u884c\u5927\u578b AI \u6a21\u578b\u5bf9\u73af\u5883\u5f71\u54cd\u7684\u62c5\u5fe7\u3002<\/p>\n<p><strong>ShieldGemma\uff1a\u6700\u5148\u8fdb\u7684\u5b89\u5168\u5206\u7c7b\u5668<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e62a4fde69864e58a677e21957e044e4.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e62a4fde69864e58a677e21957e044e4.gif\"><\/a><\/section>\n<p>\u6280\u672f\u62a5\u544a\uff1ahttps:\/\/storage.googleapis.com\/deepmind-media\/gemma\/shieldgemma-report.pdf<\/p>\n<p>ShieldGemma \u662f\u4e00\u5957\u5148\u8fdb\u7684\u5b89\u5168\u5206\u7c7b\u5668\uff0c\u65e8\u5728\u68c0\u6d4b\u548c\u7f13\u89e3 AI \u6a21\u578b\u8f93\u5165\u548c\u8f93\u51fa\u4e2d\u7684\u6709\u5bb3\u5185\u5bb9\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u8d1f\u8d23\u4efb\u5730\u90e8\u7f72\u6a21\u578b\u3002<\/p>\n<p>ShieldGemma \u4e13\u95e8\u9488\u5bf9\u56db\u4e2a\u5173\u952e\u5371\u5bb3\u9886\u57df\u8fdb\u884c\u8bbe\u8ba1\uff1a<\/p>\n<ul>\n<li>\n<p>\u4ec7\u6068\u8a00\u8bba<\/p>\n<\/li>\n<li>\n<p>\u9a9a\u6270<\/p>\n<\/li>\n<li>\n<p>\u8272\u60c5\u5185\u5bb9<\/p>\n<\/li>\n<li>\n<p>\u5371\u9669\u5185\u5bb9<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-edb02d792f20bf10c0ebbb60e619f14c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-edb02d792f20bf10c0ebbb60e619f14c.png\"><\/a><\/section>\n<p>\u8fd9\u4e9b\u5f00\u653e\u5206\u7c7b\u5668\u662f\u5bf9\u8d1f\u8d23\u4efb AI \u5de5\u5177\u5305\uff08Responsible AI Toolkit\uff09\u4e2d\u73b0\u6709\u5b89\u5168\u5206\u7c7b\u5668\u5957\u4ef6\u7684\u8865\u5145\u3002<\/p>\n<p>\u501f\u52a9 ShieldGemma\uff0c\u7528\u6237\u53ef\u4ee5\u521b\u5efa\u66f4\u52a0\u5b89\u5168\u3001\u66f4\u597d\u7684 AI \u5e94\u7528<\/p>\n<p>SOTA \u6027\u80fd\uff1a\u4f5c\u4e3a\u5b89\u5168\u5206\u7c7b\u5668\uff0cShieldGemma \u5df2\u7ecf\u8fbe\u5230\u884c\u4e1a\u9886\u5148\u6c34\u5e73\uff1b<\/p>\n<p>\u89c4\u6a21\u4e0d\u540c\uff1aShieldGemma \u63d0\u4f9b\u5404\u79cd\u578b\u53f7\u4ee5\u6ee1\u8db3\u4e0d\u540c\u7684\u9700\u6c42\u30022B \u6a21\u578b\u975e\u5e38\u9002\u5408\u5728\u7ebf\u5206\u7c7b\u4efb\u52a1\uff0c\u800c 9B \u548c 27B \u7248\u672c\u5219\u4e3a\u4e0d\u592a\u5173\u5fc3\u5ef6\u8fdf\u7684\u79bb\u7ebf\u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7684\u6027\u80fd\u3002<\/p>\n<p>\u5982\u4e0b\u8868\u6240\u793a\uff0cShieldGemma (SG) \u6a21\u578b\uff082B\u30019B \u548c 27B\uff09\u7684\u8868\u73b0\u5747\u4f18\u4e8e\u6240\u6709\u57fa\u7ebf\u6a21\u578b\uff0c\u5305\u62ec GPT-4\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-23784d109bdc8617cde03ebc2267bdde.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-23784d109bdc8617cde03ebc2267bdde.png\"><\/a><\/section>\n<p><strong>Gemma Scope\uff1a\u8ba9\u6a21\u578b\u66f4\u52a0\u900f\u660e<\/strong><\/p>\n<p>Gemma Scope \u65e8\u5728\u5e2e\u52a9 AI \u7814\u7a76\u754c\u63a2\u7d22\u5982\u4f55\u6784\u5efa\u66f4\u6613\u4e8e\u7406\u89e3\u3001\u66f4\u53ef\u9760\u7684 AI \u7cfb\u7edf\u3002\u5176\u4e3a\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u900f\u660e\u5ea6\uff0c\u8ba9\u4ed6\u4eec\u80fd\u591f\u4e86\u89e3 Gemma 2 \u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\u3002Gemma Scope \u5c31\u50cf\u4e00\u53f0\u5f3a\u5927\u7684\u663e\u5fae\u955c\uff0c\u5b83\u4f7f\u7528\u7a00\u758f\u81ea\u7f16\u7801\u5668 (SAE) \u653e\u5927\u6a21\u578b\u7684\u5185\u90e8\u5de5\u4f5c\u539f\u7406\uff0c\u4f7f\u5176\u66f4\u6613\u4e8e\u89e3\u91ca\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f67638f6a8c3077cfc0ca778c24d16bc.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f67638f6a8c3077cfc0ca778c24d16bc.gif\"><\/a><\/section>\n<p>Gemma Scope \u6280\u672f\u62a5\u544a\uff1ahttps:\/\/storage.googleapis.com\/gemma-scope\/gemma-scope-report.pdf<\/p>\n<p>SAE \u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u89e3\u6790 Gemma 2 \u5904\u7406\u7684\u90a3\u4e9b\u590d\u6742\u4fe1\u606f\uff0c\u5c06\u5176\u6269\u5c55\u4e3a\u66f4\u6613\u4e8e\u5206\u6790\u548c\u7406\u89e3\u7684\u5f62\u5f0f\uff0c\u56e0\u800c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u83b7\u5f97\u6709\u5173 Gemma 2 \u5982\u4f55\u8bc6\u522b\u6a21\u5f0f\u3001\u5904\u7406\u4fe1\u606f\u5e76\u6700\u7ec8\u505a\u51fa\u9884\u6d4b\u7684\u5b9d\u8d35\u89c1\u89e3\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f Gemma Scope \u5177\u6709\u5f00\u521b\u6027\u7684\u539f\u56e0\uff1a<\/p>\n<ul>\n<li>\n<p>\u5f00\u653e\u7684 SAE\uff1a\u8d85\u8fc7 400 \u4e2a\u514d\u8d39 SAE\uff0c\u6db5\u76d6 Gemma 2 2B \u548c 9B \u7684\u6240\u6709\u5c42\uff1b<\/p>\n<\/li>\n<li>\n<p>\u4ea4\u4e92\u5f0f\u6f14\u793a\uff1a\u65e0\u9700\u5728 Neuronpedia \u4e0a\u7f16\u5199\u4ee3\u7801\u5373\u53ef\u63a2\u7d22 SAE \u529f\u80fd\u5e76\u5206\u6790\u6a21\u578b\u884c\u4e3a\uff1b<\/p>\n<\/li>\n<li>\n<p>\u6613\u4e8e\u4f7f\u7528\u7684\u5b58\u50a8\u5e93\uff1a\u63d0\u4f9b\u4e86 SAE \u548c Gemma 2 \u4ea4\u4e92\u7684\u4ee3\u7801\u548c\u793a\u4f8b\u3002<\/p>\n<\/li>\n<\/ul>\n<p><sup>\u53c2\u8003\u94fe\u63a5\uff1a<\/sup><\/p>\n<p><em><sup>https:\/\/developers.googleblog.com\/en\/smaller-safer-more-transparent-advancing-responsible-ai-with-gemma\/<\/sup><\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-01-7\" target=\"_blank\">\u8c37\u6b4c\u5f00\u6e90\u6700\u5f3a\u7aef\u4fa7\u5c0f\u6a21\u578b\uff1a2B\u53c2\u6570\u8d8a\u7ea7\u8dd1\u8d62GPT-3.5-Turbo\uff0c\u82f9\u679c15Pro\u8fd0\u884c\u98de\u5feb<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8c37\u6b4c\u5f00\u6e90\u6700\u5f3a\u7aef\u4fa7\u5c0f\u6a21\u578b [&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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