{"id":31683,"date":"2025-05-23T15:04:26","date_gmt":"2025-05-23T07:04:26","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=31683"},"modified":"2025-05-23T15:05:21","modified_gmt":"2025-05-23T07:05:21","slug":"gemma-3n","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/gemma-3n\/","title":{"rendered":"Gemma 3n"},"content":{"rendered":"<p>\u8c37\u6b4c\u5728\u76f8\u7ee7\u63a8\u51fa\u9762\u5411\u5355\u4e00\u4e91\u7aef\u6216\u684c\u9762\u52a0\u901f\u5668\u8fd0\u884c\u7684\u5f00\u6e90\u6a21\u578b <a href=\"https:\/\/www.kdjingpai.com\/de\/gemma-3-jishubaogao\/\">Gemma 3<\/a> \u4e0e Gemma 3 QAT \u4e4b\u540e\uff0c\u518d\u6b21\u62d3\u5c55\u5176\u666e\u60e0 AI \u7684\u7248\u56fe\u3002\u5982\u679c\u8bf4 Gemma 3 \u4e3a\u5f00\u53d1\u8005\u5e26\u6765\u4e86\u5f3a\u5927\u7684\u4e91\u7aef\u4e0e\u684c\u9762\u7aef\u80fd\u529b\uff0c\u90a3\u4e48\u6b64\u6b21\u4e8e 2025 \u5e74 5 \u6708 20 \u65e5\u53d1\u5e03\u7684 Gemma 3n \u9884\u89c8\u7248\uff0c\u5219\u6e05\u6670\u5730\u63ed\u793a\u4e86\u5176\u5728\u79fb\u52a8\u8bbe\u5907\u7aef\u5b9e\u65f6 AI \u7684\u96c4\u5fc3\u2014\u2014\u76ee\u6807\u662f\u8ba9\u6211\u4eec\u65e5\u5e38\u4f7f\u7528\u7684\u624b\u673a\u3001\u5e73\u677f\u548c\u7b14\u8bb0\u672c\u7535\u8111\u76f4\u63a5\u8fd0\u884c\u9ad8\u6027\u80fd AI\u3002<\/p>\n<p>\u4e3a\u4e86\u9a71\u52a8\u4e0b\u4e00\u4ee3\u7aef\u4fa7 AI \u5e76\u652f\u6301\u591a\u6837\u5316\u7684\u5e94\u7528\u573a\u666f\uff0c\u5305\u62ec\u8fdb\u4e00\u6b65\u63d0\u5347 <a href=\"https:\/\/www.kdjingpai.com\/de\/geminibardgubu\/\">Gemini<\/a> Nano \u7684\u80fd\u529b\uff0c\u8c37\u6b4c\u5de5\u7a0b\u56e2\u961f\u6253\u9020\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u5c16\u7aef\u67b6\u6784\u3002\u8fd9\u4e00\u65b0\u67b6\u6784\u636e\u79f0\u662f\u4e0e\u9ad8\u901a\u3001\u8054\u53d1\u79d1\u4ee5\u53ca\u4e09\u661f\u7684 System LSI \u4e1a\u52a1\u7b49\u79fb\u52a8\u786c\u4ef6\u9886\u5bfc\u8005\u7d27\u5bc6\u5408\u4f5c\u7684\u6210\u679c\uff0c\u4e13\u4e3a\u5b9e\u73b0\u95ea\u7535\u822c\u7684\u5feb\u901f\u54cd\u5e94\u548c\u591a\u6a21\u6001 AI \u5904\u7406\u800c\u4f18\u5316\uff0c\u65e8\u5728\u8bbe\u5907\u7aef\u76f4\u63a5\u63d0\u4f9b\u771f\u6b63\u4e2a\u6027\u5316\u548c\u79c1\u5bc6\u7684\u667a\u80fd\u4f53\u9a8c\u3002<\/p>\n<p>Gemma 3n \u6b63\u662f\u9996\u6b3e\u57fa\u4e8e\u8fd9\u4e00\u7a81\u7834\u6027\u5171\u4eab\u67b6\u6784\u6784\u5efa\u7684\u5f00\u653e\u6a21\u578b\uff0c\u8ba9\u5f00\u53d1\u8005\u4ece\u5373\u65e5\u8d77\u4fbf\u80fd\u901a\u8fc7\u65e9\u671f\u9884\u89c8\u7248\u4f53\u9a8c\u8be5\u6280\u672f\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u540c\u6837\u7684\u5148\u8fdb\u67b6\u6784\u4e5f\u5c06\u8d4b\u80fd\u4e0b\u4e00\u4ee3 Gemini Nano\uff0c\u4e3a\u8c37\u6b4c\u5e94\u7528\u53ca\u5176\u7aef\u4fa7\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u5e7f\u6cdb\u529f\u80fd\u5e26\u6765\u589e\u5f3a\uff0c\u5e76\u8ba1\u5212\u4e8e\u4eca\u5e74\u665a\u4e9b\u65f6\u5019\u6b63\u5f0f\u4e0a\u7ebf\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5f00\u53d1\u8005\u901a\u8fc7 Gemma 3n \u5165\u624b\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u4e3a\u4e00\u4e2a\u5373\u5c06\u767b\u9646 \u5b89\u5353 (Android) \u548c Chrome \u7b49\u4e3b\u6d41\u5e73\u53f0\u7684\u5e95\u5c42\u6280\u672f\u8fdb\u884c\u9884\u7814\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31685\" title=\"Gemma 3n-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/e12a159405022ed.png\" alt=\"Gemma 3n-1\" width=\"1999\" height=\"1125\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/e12a159405022ed.png 1999w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/e12a159405022ed-1536x864.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/e12a159405022ed-18x10.png 18w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\" \/><br \/>\n<em>\u56fe\u6ce8\uff1a\u6b64\u56fe\u8868\u4f9d\u636e Chatbot Arena Elo \u5206\u6570\u5bf9 AI \u6a21\u578b\u8fdb\u884c\u6392\u540d\uff1b\u5206\u6570\u8d8a\u9ad8\uff08\u9876\u90e8\u6570\u5b57\uff09\u8868\u660e\u7528\u6237\u504f\u597d\u5ea6\u8d8a\u9ad8\u3002Gemma 3n \u5728\u4e3b\u6d41\u7684\u4e13\u6709\u6a21\u578b\u548c\u5f00\u6e90\u6a21\u578b\u4e2d\u5747\u540d\u5217\u524d\u8305\u3002<\/em><\/p>\n<p>Gemma 3n \u7684\u4e00\u4e2a\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u8fd0\u7528\u4e86\u8c37\u6b4c DeepMind \u7684\u201c\u9010\u5c42\u5d4c\u5165 (Per-Layer Embeddings, PLE)\u201d\u6280\u672f\uff0c\u8fd9\u9879\u6280\u672f\u663e\u8457\u964d\u4f4e\u4e86\u6a21\u578b\u7684\u5185\u5b58 (RAM) \u4f7f\u7528\u91cf\u3002\u867d\u7136\u6a21\u578b\u7684\u539f\u59cb\u53c2\u6570\u91cf\u5206\u522b\u4e3a 50 \u4ebf (5B) \u548c 80 \u4ebf (8B)\uff0c\u4f46 PLE \u6280\u672f\u4f7f\u5f97\u8fd9\u4e9b\u6a21\u578b\u5728\u5b9e\u9645\u8fd0\u884c\u65f6\uff0c\u5176\u5185\u5b58\u5f00\u9500\u4e0e 20 \u4ebf (2B) \u548c 40 \u4ebf (4B) \u53c2\u6570\u89c4\u6a21\u7684\u6a21\u578b\u76f8\u5f53\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u4eec\u80fd\u4ee5\u4ec5 2GB \u548c 3GB \u7684\u52a8\u6001\u5185\u5b58\u5360\u7528\u8fd0\u884c\u3002\u8fd9\u4e00\u7a81\u7834\u5bf9\u4e8e\u5185\u5b58\u8d44\u6e90\u53d7\u9650\u7684\u79fb\u52a8\u8bbe\u5907\u800c\u8a00\uff0c\u65e0\u7591\u662f\u5de8\u5927\u7684\u798f\u97f3\u3002\u66f4\u591a\u6280\u672f\u7ec6\u8282\u53ef\u4ee5\u5728\u5176\u5b98\u65b9\u6587\u6863\u4e2d\u627e\u5230\u3002<\/p>\n<p>\u901a\u8fc7\u63a2\u7d22 Gemma 3n\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u63d0\u524d\u4e00\u7aa5\u8fd9\u6b3e\u5f00\u6e90\u6a21\u578b\u7684\u6838\u5fc3\u80fd\u529b\u4ee5\u53ca\u90a3\u4e9b\u5373\u5c06\u901a\u8fc7 Gemini Nano \u5e94\u7528\u4e8e \u5b89\u5353 (Android) \u548c Chrome \u5e73\u53f0\u7684\u79fb\u52a8\u4f18\u5148\u67b6\u6784\u521b\u65b0\u3002<\/p>\n<h3>Gemma 3n \u7684\u5173\u952e\u80fd\u529b\u5256\u6790<\/h3>\n<p>Gemma 3n \u4e13\u4e3a\u5728\u672c\u5730\u8fd0\u884c\u7684\u5feb\u901f\u3001\u4f4e\u8d44\u6e90\u5360\u7528\u7684 AI \u4f53\u9a8c\u800c\u8bbe\u8ba1\uff0c\u5176\u4e3b\u8981\u7279\u6027\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li><strong>\u4f18\u5316\u7684\u7aef\u4fa7\u6027\u80fd\u4e0e\u6548\u7387<\/strong>\uff1a\u76f8\u8f83\u4e8e Gemma 3 4B \u6a21\u578b\uff0cGemma 3n \u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u7684\u54cd\u5e94\u542f\u52a8\u901f\u5ea6\u63d0\u5347\u4e86\u7ea6 1.5 \u500d\uff0c\u540c\u65f6\u6a21\u578b\u8f93\u51fa\u8d28\u91cf\u4e5f\u6709\u663e\u8457\u6539\u8fdb\u3002\u8fd9\u5f97\u76ca\u4e8e\u8bf8\u5982\u9010\u5c42\u5d4c\u5165 (PLE)\u3001\u952e\u503c\u7f13\u5b58\u5171\u4eab (KVC sharing) \u4ee5\u53ca\u5148\u8fdb\u7684\u6fc0\u6d3b\u91cf\u5316 (activation quantization) \u7b49\u521b\u65b0\u6280\u672f\uff0c\u5171\u540c\u5b9e\u73b0\u4e86\u5185\u5b58\u5360\u7528\u7684\u964d\u4f4e\u3002<\/li>\n<li><strong>\u201c\u591a\u5408\u4e00\u201d\u7684\u7075\u6d3b\u6027 (Many-in-1 Flexibility)<\/strong>\uff1aGemma 3n \u7684 4B \u6d3b\u8dc3\u5185\u5b58\u5360\u7528\u7248\u672c\uff0c\u501f\u52a9 MatFormer \u8bad\u7ec3\u6280\u672f\uff0c\u5176\u5185\u90e8\u5929\u7136\u5305\u542b\u4e86\u4e00\u4e2a\u5d4c\u5957\u7684\u3001\u4e1a\u754c\u9886\u5148\u7684 2B \u6d3b\u8dc3\u5185\u5b58\u5360\u7528\u5b50\u6a21\u578b\u3002\u8fd9\u79cd\u8bbe\u8ba1\u8d4b\u4e88\u4e86\u6a21\u578b\u52a8\u6001\u6743\u8861\u6027\u80fd\u4e0e\u8d28\u91cf\u7684\u7075\u6d3b\u6027\uff0c\u65e0\u9700\u6258\u7ba1\u591a\u4e2a\u72ec\u7acb\u7684\u6a21\u578b\u3002\u66f4\u6709\u8da3\u7684\u662f\uff0cGemma 3n \u5f15\u5165\u4e86\u201c\u6df7\u642d (mix\u2019n\u2019match)\u201d\u80fd\u529b\uff0c\u5141\u8bb8\u4ece 4B \u6a21\u578b\u4e2d\u52a8\u6001\u521b\u5efa\u5b50\u6a21\u578b\uff0c\u4ee5\u6700\u4f18\u5730\u9002\u5e94\u7279\u5b9a\u7528\u4f8b\u53ca\u5176\u76f8\u5173\u7684\u8d28\u91cf\/\u5ef6\u8fdf\u9700\u6c42\u3002\u5173\u4e8e\u6b64\u9879\u7814\u7a76\u7684\u66f4\u591a\u7ec6\u8282\uff0c\u5c06\u5728\u5373\u5c06\u53d1\u5e03\u7684\u6280\u672f\u62a5\u544a\u4e2d\u62ab\u9732\u3002<\/li>\n<li><strong>\u9690\u79c1\u4f18\u5148\u4e0e\u79bb\u7ebf\u53ef\u7528<\/strong>\uff1a\u672c\u5730\u6267\u884c\u7684\u7279\u6027\u786e\u4fdd\u4e86\u529f\u80fd\u5728\u5c0a\u91cd\u7528\u6237\u9690\u79c1\u7684\u524d\u63d0\u4e0b\u8fd0\u884c\uff0c\u5e76\u4e14\u5373\u4f7f\u5728\u6ca1\u6709\u7f51\u7edc\u8fde\u63a5\u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u53ef\u9760\u5de5\u4f5c\u3002<\/li>\n<li><strong>\u6269\u5c55\u7684\u97f3\u9891\u591a\u6a21\u6001\u7406\u89e3<\/strong>\uff1aGemma 3n \u4e0d\u4ec5\u80fd\u7406\u89e3\u548c\u5904\u7406\u97f3\u9891\u3001\u6587\u672c\u548c\u56fe\u50cf\uff0c\u8fd8\u663e\u8457\u589e\u5f3a\u4e86\u89c6\u9891\u7406\u89e3\u80fd\u529b\u3002\u5176\u97f3\u9891\u529f\u80fd\u4f7f\u6a21\u578b\u80fd\u591f\u6267\u884c\u9ad8\u8d28\u91cf\u7684\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08\u8f6c\u5f55\uff09\u548c\u7ffb\u8bd1\uff08\u8bed\u97f3\u5230\u7ffb\u8bd1\u6587\u672c\uff09\u3002\u6b64\u5916\uff0c\u6a21\u578b\u63a5\u53d7\u8de8\u6a21\u6001\u7684\u4ea4\u9519\u8f93\u5165\uff0c\u4ece\u800c\u80fd\u591f\u7406\u89e3\u590d\u6742\u7684\u591a\u6a21\u6001\u4ea4\u4e92\u3002\uff08\u516c\u5171\u5b9e\u73b0\u5373\u5c06\u63a8\u51fa\uff09<\/li>\n<li><strong>\u589e\u5f3a\u7684\u591a\u8bed\u8a00\u80fd\u529b<\/strong>\uff1aGemma 3n \u63d0\u5347\u4e86\u591a\u8bed\u8a00\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u65e5\u8bed\u3001\u5fb7\u8bed\u3001\u97e9\u8bed\u3001\u897f\u73ed\u7259\u8bed\u548c\u6cd5\u8bed\u65b9\u9762\u8868\u73b0\u66f4\u4f73\u3002\u5176\u5728 WMT24++ (ChrF) \u7b49\u591a\u8bed\u8a00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u00a0<code>50.1%<\/code>\u00a0\u7684\u6210\u7ee9\uff0c\u53cd\u6620\u4e86\u5176\u5f3a\u5927\u7684\u591a\u8bed\u8a00\u5904\u7406\u5b9e\u529b\u3002WMT (Workshop on Machine Translation) \u662f\u673a\u5668\u7ffb\u8bd1\u9886\u57df\u7684\u91cd\u8981\u8bc4\u6d4b\uff0cChrF \u662f\u4e00\u79cd\u5e38\u7528\u7684\u673a\u5668\u7ffb\u8bd1\u8bc4\u4f30\u6307\u6807\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31684\" title=\"Gemma 3n-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/daac19e32e81acb.png\" alt=\"Gemma 3n-2\" width=\"1280\" height=\"720\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/daac19e32e81acb.png 1280w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/daac19e32e81acb-18x10.png 18w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><br \/>\n<em>\u56fe\u6ce8\uff1a\u6b64\u56fe\u8868\u5c55\u793a\u4e86 Gemma 3n \u7684\u201c\u6df7\u642d (mix-n-match)\u201d\uff08\u9884\u8bad\u7ec3\uff09\u80fd\u529b\u5728\u4e0d\u540c\u6a21\u578b\u5c3a\u5bf8\u4e0b\u7684 MMLU \u6027\u80fd\u3002MMLU (Massive Multitask Language Understanding) \u662f\u4e00\u9879\u7efc\u5408\u6027\u7684\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u57fa\u51c6\u6d4b\u8bd5\u3002<\/em><\/p>\n<h3>\u89e3\u9501\u79fb\u52a8\u65b0\u4f53\u9a8c\u7684\u6f5c\u529b<\/h3>\n<p>Gemma 3n \u6709\u671b\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\uff0c\u8d4b\u80fd\u65b0\u4e00\u6ce2\u667a\u80fd\u5316\u7684\u79fb\u52a8\u5e94\u7528\uff1a<\/p>\n<ol>\n<li><strong>\u6784\u5efa\u5b9e\u65f6\u4ea4\u4e92\u4f53\u9a8c<\/strong>\uff1a\u80fd\u591f\u7406\u89e3\u5e76\u54cd\u5e94\u6765\u81ea\u7528\u6237\u73af\u5883\u7684\u5b9e\u65f6\u89c6\u89c9\u548c\u542c\u89c9\u63d0\u793a\u3002<\/li>\n<li><strong>\u9a71\u52a8\u66f4\u6df1\u5c42\u6b21\u7684\u7406\u89e3<\/strong>\uff1a\u5229\u7528\u97f3\u9891\u3001\u56fe\u50cf\u3001\u89c6\u9891\u548c\u6587\u672c\u7684\u7ec4\u5408\u8f93\u5165\uff0c\u5728\u8bbe\u5907\u7aef\u79c1\u5bc6\u5730\u5904\u7406\u4fe1\u606f\uff0c\u5b9e\u73b0\u66f4\u5177\u4e0a\u4e0b\u6587\u7684\u6587\u672c\u751f\u6210\u3002<\/li>\n<li><strong>\u5f00\u53d1\u9ad8\u7ea7\u97f3\u9891\u4e2d\u5fc3\u5e94\u7528<\/strong>\uff1a\u5305\u62ec\u5b9e\u65f6\u8bed\u97f3\u8f6c\u5f55\u3001\u7ffb\u8bd1\u4ee5\u53ca\u4e30\u5bcc\u7684\u8bed\u97f3\u9a71\u52a8\u4ea4\u4e92\u3002<\/li>\n<\/ol>\n<p>\u4ee5\u4e0b\u89c6\u9891\u6982\u8ff0\u4e86\u60a8\u53ef\u4ee5\u6784\u5efa\u7684\u4f53\u9a8c\u7c7b\u578b\uff1a<\/p>\n<p>&nbsp;<\/p>\n<h3>\u8d1f\u8d23\u4efb\u5730\u5171\u540c\u6784\u5efa<\/h3>\n<p>\u5bf9\u8d1f\u8d23\u4efb AI \u5f00\u53d1\u7684\u627f\u8bfa\u81f3\u5173\u91cd\u8981\u3002\u4e0e\u6240\u6709 Gemma \u7cfb\u5217\u6a21\u578b\u4e00\u6837\uff0cGemma 3n \u4e5f\u7ecf\u8fc7\u4e86\u4e25\u683c\u7684\u5b89\u5168\u8bc4\u4f30\u3001\u6570\u636e\u6cbb\u7406\uff0c\u5e76\u6839\u636e\u5176\u5b89\u5168\u653f\u7b56\u8fdb\u884c\u4e86\u5fae\u8c03\u6821\u51c6\u3002\u8c37\u6b4c\u65b9\u9762\u8868\u793a\uff0c\u4ed6\u4eec\u4ee5\u5ba1\u614e\u7684\u98ce\u9669\u8bc4\u4f30\u6765\u5bf9\u5f85\u5f00\u653e\u6a21\u578b\uff0c\u5e76\u968f\u7740 AI \u5f62\u52bf\u7684\u6f14\u53d8\u4e0d\u65ad\u5b8c\u5584\u5176\u5b9e\u8df5\u3002<\/p>\n<h2>Gemma 3n \u6a21\u578b\u53c2\u6570\u6df1\u5ea6\u89e3\u6790<\/h2>\n<p>Gemma 3n \u662f\u4e00\u6b3e\u4e13\u4e3a\u5728\u624b\u673a\u3001\u7b14\u8bb0\u672c\u7535\u8111\u548c\u5e73\u677f\u7535\u8111\u7b49\u65e5\u5e38\u8bbe\u5907\u4e0a\u4f7f\u7528\u800c\u4f18\u5316\u7684\u751f\u6210\u5f0f AI \u6a21\u578b\u3002\u8be5\u6a21\u578b\u5305\u542b\u4e86\u53c2\u6570\u9ad8\u6548\u5904\u7406\u65b9\u9762\u7684\u521b\u65b0\uff0c\u4f8b\u5982\u524d\u9762\u63d0\u5230\u7684\u9010\u5c42\u5d4c\u5165 (PLE) \u53c2\u6570\u7f13\u5b58\uff0c\u4ee5\u53ca MatFormer \u6a21\u578b\u67b6\u6784\uff0c\u540e\u8005\u63d0\u4f9b\u4e86\u964d\u4f4e\u8ba1\u7b97\u548c\u5185\u5b58\u9700\u6c42\u7684\u7075\u6d3b\u6027\u3002\u8fd9\u4e9b\u6a21\u578b\u5177\u5907\u97f3\u9891\u8f93\u5165\u5904\u7406\u80fd\u529b\uff0c\u540c\u65f6\u4e5f\u80fd\u5904\u7406\u6587\u672c\u548c\u89c6\u89c9\u6570\u636e\u3002<\/p>\n<p><strong>\u9884\u89c8\u9636\u6bb5\u4e0e\u8bb8\u53ef<\/strong>\uff1aGemma 3n \u76ee\u524d\u5904\u4e8e\u65e9\u671f\u9884\u89c8\u9636\u6bb5\u3002\u7528\u6237\u53ef\u4ee5\u5728 <a href=\"https:\/\/www.kdjingpai.com\/de\/google-ai-studioai\/\">Google AI Studio<\/a> \u548c Google AI Edge \u4e2d\u8bd5\u7528\u3002\u4e0e\u5176\u4ed6 Gemma \u6a21\u578b\u4e00\u6837\uff0cGemma 3n \u63d0\u4f9b\u5f00\u653e\u6743\u91cd\uff0c\u5e76\u6388\u6743\u7528\u4e8e\u8d1f\u8d23\u4efb\u7684\u5546\u4e1a\u7528\u9014\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5728\u81ea\u5df1\u7684\u9879\u76ee\u548c\u5e94\u7528\u4e2d\u8fdb\u884c\u5fae\u8c03\u548c\u90e8\u7f72\u3002<\/p>\n<p>Gemma 3n \u7684\u5173\u952e\u7279\u6027\uff0c\u5728\u6280\u672f\u5c42\u9762\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7ec6\u5316\u4e3a\uff1a<\/p>\n<ul>\n<li><strong>\u97f3\u9891\u8f93\u5165<\/strong>\uff1a\u5904\u7406\u58f0\u97f3\u6570\u636e\u4ee5\u8fdb\u884c\u8bed\u97f3\u8bc6\u522b\u3001\u7ffb\u8bd1\u548c\u97f3\u9891\u6570\u636e\u5206\u6790\u3002<\/li>\n<li><strong>\u89c6\u89c9\u4e0e\u6587\u672c\u8f93\u5165<\/strong>\uff1a\u591a\u6a21\u6001\u80fd\u529b\u4f7f\u5176\u80fd\u591f\u5904\u7406\u89c6\u89c9\u3001\u58f0\u97f3\u548c\u6587\u672c\u4fe1\u606f\uff0c\u5e2e\u52a9\u7406\u89e3\u548c\u5206\u6790\u5468\u56f4\u4e16\u754c\u3002<\/li>\n<li><strong>PLE \u7f13\u5b58 (PLE caching)<\/strong>\uff1a\u6a21\u578b\u4e2d\u5305\u542b\u7684\u9010\u5c42\u5d4c\u5165 (PLE) \u53c2\u6570\u53ef\u4ee5\u88ab\u7f13\u5b58\u5230\u5feb\u901f\u7684\u672c\u5730\u5b58\u50a8\u4e2d\uff0c\u4ee5\u964d\u4f4e\u6a21\u578b\u8fd0\u884c\u65f6\u7684\u5185\u5b58\u6210\u672c\u3002\u8fd9\u4e9b PLE \u6570\u636e\u5728\u6a21\u578b\u6267\u884c\u671f\u95f4\u7528\u4e8e\u521b\u5efa\u589e\u5f3a\u6bcf\u4e2a\u6a21\u578b\u5c42\u6027\u80fd\u7684\u6570\u636e\uff0c\u901a\u8fc7\u5c06 PLE \u53c2\u6570\u6392\u9664\u5728\u6a21\u578b\u4e3b\u5185\u5b58\u7a7a\u95f4\u4e4b\u5916\uff0c\u51cf\u5c11\u4e86\u8d44\u6e90\u6d88\u8017\uff0c\u540c\u65f6\u63d0\u5347\u4e86\u6a21\u578b\u54cd\u5e94\u8d28\u91cf\u3002<\/li>\n<li><strong>MatFormer \u67b6\u6784 (MatFormer architecture)<\/strong>\uff1a\u201c\u5957\u5a03\u5f0f\u201d <a href=\"https:\/\/www.kdjingpai.com\/de\/transformer\/\">Transformer<\/a> (Matryoshka Transformer) \u67b6\u6784\uff0c\u5728\u4e00\u4e2a\u8f83\u5927\u7684\u6a21\u578b\u5185\u90e8\u5d4c\u5957\u4e86\u8f83\u5c0f\u7684\u6a21\u578b\u3002\u8fd9\u4e9b\u5d4c\u5957\u7684\u5b50\u6a21\u578b\u53ef\u4ee5\u5728\u54cd\u5e94\u8bf7\u6c42\u65f6\u88ab\u8c03\u7528\uff0c\u800c\u65e0\u9700\u6fc0\u6d3b\u5916\u5c42\u6a21\u578b\u7684\u5168\u90e8\u53c2\u6570\u3002\u8fd9\u79cd\u4ec5\u8fd0\u884c MatFormer \u6a21\u578b\u5185\u90e8\u8f83\u5c0f\u6838\u5fc3\u6a21\u578b\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u6a21\u578b\u7684\u8ba1\u7b97\u6210\u672c\u3001\u54cd\u5e94\u65f6\u95f4\u548c\u80fd\u8017\u3002\u5bf9\u4e8e Gemma 3n \u800c\u8a00\uff0cE4B \u6a21\u578b\u5c31\u5305\u542b\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/de\/e2b\/\">E2B<\/a> \u6a21\u578b\u7684\u53c2\u6570\u3002\u8be5\u67b6\u6784\u8fd8\u5141\u8bb8\u5f00\u53d1\u8005\u9009\u62e9\u53c2\u6570\u5e76\u5728 2B \u548c 4B \u4e4b\u95f4\u7ec4\u88c5\u4e2d\u95f4\u5927\u5c0f\u7684\u6a21\u578b\u3002\u66f4\u591a\u7ec6\u8282\u53ef\u53c2\u9605 MatFormer \u7814\u7a76\u8bba\u6587\u3002<\/li>\n<li><strong>\u6761\u4ef6\u5316\u53c2\u6570\u52a0\u8f7d (Conditional parameter loading)<\/strong>\uff1a\u7c7b\u4f3c\u4e8e PLE \u53c2\u6570\uff0c\u53ef\u4ee5\u9009\u62e9\u6027\u5730\u8df3\u8fc7\u52a0\u8f7d\u6a21\u578b\u4e2d\u7684\u67d0\u4e9b\u53c2\u6570\uff08\u5982\u97f3\u9891\u6216\u89c6\u89c9\u53c2\u6570\uff09\u5230\u5185\u5b58\u4e2d\uff0c\u4ee5\u51cf\u5c11\u5185\u5b58\u8d1f\u8f7d\u3002\u5982\u679c\u8bbe\u5907\u5177\u5907\u6240\u9700\u8d44\u6e90\uff0c\u8fd9\u4e9b\u53c2\u6570\u53ef\u4ee5\u5728\u8fd0\u884c\u65f6\u52a8\u6001\u52a0\u8f7d\u3002\u603b\u4f53\u800c\u8a00\uff0c\u53c2\u6570\u8df3\u8fc7\u53ef\u4ee5\u8fdb\u4e00\u6b65\u51cf\u5c11 Gemma 3n \u6a21\u578b\u6240\u9700\u7684\u8fd0\u884c\u5185\u5b58\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u66f4\u5e7f\u6cdb\u7684\u8bbe\u5907\u4e0a\u8fd0\u884c\uff0c\u5e76\u5141\u8bb8\u5f00\u53d1\u8005\u9488\u5bf9\u8981\u6c42\u4e0d\u9ad8\u7684\u4efb\u52a1\u63d0\u9ad8\u8d44\u6e90\u6548\u7387\u3002<\/li>\n<li><strong>\u5e7f\u6cdb\u7684\u8bed\u8a00\u652f\u6301<\/strong>\uff1a\u5177\u5907\u5e7f\u6cdb\u7684\u8bed\u8a00\u80fd\u529b\uff0c\u5728\u8d85\u8fc7 140 \u79cd\u8bed\u8a00\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002<\/li>\n<li><strong>32K \u4ee4\u724c\u4e0a\u4e0b\u6587 (32K token context)<\/strong>\uff1a\u4e3a\u5206\u6790\u6570\u636e\u548c\u5904\u7406\u4efb\u52a1\u63d0\u4f9b\u4e86\u5145\u8db3\u7684\u8f93\u5165\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/li>\n<\/ul>\n<p><strong>\u63d0\u793a<\/strong>\uff1a\u82e5\u6709\u5174\u8da3\u4e3a \u5b89\u5353 (Android) \u79fb\u52a8\u5e94\u7528\u6784\u5efa\u751f\u6210\u5f0f AI \u89e3\u51b3\u65b9\u6848\uff0c\u53ef\u5173\u6ce8 Gemini Nano\u3002\u66f4\u591a\u4fe1\u606f\u8bf7\u53c2\u9605 \u5b89\u5353 (Android) Gemini Nano \u5f00\u53d1\u8005\u6587\u6863\u3002<\/p>\n<h3>\u6a21\u578b\u53c2\u6570\u4e0e\u201c\u6709\u6548\u53c2\u6570\u201d\u7684\u5965\u79d8<\/h3>\n<p>Gemma 3n \u6a21\u578b\u7684\u547d\u540d\u4e2d\u5e26\u6709\u5982\u00a0<code>E2B<\/code>\u00a0\u548c\u00a0<code>E4B<\/code>\u00a0\u8fd9\u6837\u7684\u53c2\u6570\u8ba1\u6570\uff0c\u8fd9\u4e9b\u8ba1\u6570\u4f4e\u4e8e\u6a21\u578b\u5305\u542b\u7684\u603b\u53c2\u6570\u6570\u91cf\u3002\u524d\u7f00\u00a0<code>E<\/code>\u00a0\u8868\u660e\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u4ee5\u4e00\u7ec4\u7b80\u5316\u7684\u201c\u6709\u6548\u53c2\u6570 (Effective parameters)\u201d\u6765\u8fd0\u884c\u3002\u8fd9\u79cd\u7b80\u5316\u7684\u53c2\u6570\u64cd\u4f5c\u53ef\u4ee5\u901a\u8fc7 Gemma 3n \u6a21\u578b\u5185\u7f6e\u7684\u7075\u6d3b\u53c2\u6570\u6280\u672f\u6765\u5b9e\u73b0\uff0c\u5e2e\u52a9\u5176\u5728\u8d44\u6e90\u8f83\u4f4e\u7684\u8bbe\u5907\u4e0a\u9ad8\u6548\u8fd0\u884c\u3002<\/p>\n<p>Gemma 3n \u6a21\u578b\u7684\u53c2\u6570\u4e3b\u8981\u5206\u4e3a 4 \u7ec4\uff1a\u6587\u672c\u53c2\u6570\u3001\u89c6\u89c9\u53c2\u6570\u3001\u97f3\u9891\u53c2\u6570\u548c\u9010\u5c42\u5d4c\u5165 (PLE) \u53c2\u6570\u3002\u5728 E2B \u6a21\u578b\u7684\u6807\u51c6\u6267\u884c\u6a21\u5f0f\u4e0b\uff0c\u8fd0\u884c\u65f6\u4f1a\u52a0\u8f7d\u8d85\u8fc7 50 \u4ebf\u4e2a\u53c2\u6570\u3002\u7136\u800c\uff0c\u901a\u8fc7\u8fd0\u7528\u53c2\u6570\u8df3\u8fc7\u548c PLE \u7f13\u5b58\u6280\u672f\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u4ee5\u63a5\u8fd1 20 \u4ebf (1.91B) \u4e2a\u53c2\u6570\u7684\u6709\u6548\u5185\u5b58\u8d1f\u8f7d\u8fd0\u884c\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31686\" title=\"Gemma 3n-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/8dbf36fec14c54f.png\" alt=\"Gemma 3n-3\" width=\"2286\" height=\"1134\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/8dbf36fec14c54f.png 2286w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/8dbf36fec14c54f-1536x762.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/8dbf36fec14c54f-2048x1016.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/8dbf36fec14c54f-18x9.png 18w\" sizes=\"auto, (max-width: 2286px) 100vw, 2286px\" \/><\/p>\n<p><strong>\u56fe 1.<\/strong>\u00a0Gemma 3n E2B \u6a21\u578b\u53c2\u6570\u5728\u6807\u51c6\u6267\u884c\u6a21\u5f0f\u4e0b\u4e0e\u4f7f\u7528 PLE \u7f13\u5b58\u548c\u53c2\u6570\u8df3\u8fc7\u6280\u672f\u5b9e\u73b0\u6709\u6548\u8f83\u4f4e\u53c2\u6570\u8d1f\u8f7d\u7684\u5bf9\u6bd4\u3002<\/p>\n<p>\u5229\u7528\u8fd9\u4e9b\u53c2\u6570\u5378\u8f7d\u548c\u9009\u62e9\u6027\u6fc0\u6d3b\u6280\u672f\uff0c\u53ef\u4ee5\u7528\u975e\u5e38\u7cbe\u7b80\u7684\u53c2\u6570\u96c6\u8fd0\u884c\u6a21\u578b\uff0c\u6216\u8005\u6fc0\u6d3b\u989d\u5916\u7684\u53c2\u6570\u6765\u5904\u7406\u89c6\u89c9\u548c\u97f3\u9891\u7b49\u5176\u4ed6\u6570\u636e\u7c7b\u578b\u3002\u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u7528\u6237\u53ef\u4ee5\u6839\u636e\u8bbe\u5907\u80fd\u529b\u6216\u4efb\u52a1\u9700\u6c42\u7075\u6d3b\u8c03\u6574\u6a21\u578b\u529f\u80fd\u3002<\/p>\n<h3>\u5373\u523b\u4e0a\u624b\uff1a\u9884\u89c8 Gemma 3n<\/h3>\n<p>\u5bf9 Gemma 3n \u7684\u65e9\u671f\u8bd5\u7528\u5df2\u7ecf\u5f00\u653e\uff1a<\/p>\n<ul>\n<li><strong>\u901a\u8fc7 Google AI Studio \u8fdb\u884c\u4e91\u7aef\u63a2\u7d22<\/strong>\uff1a\u65e0\u9700\u4efb\u4f55\u8bbe\u7f6e\uff0c\u76f4\u63a5\u5728\u6d4f\u89c8\u5668\u4e2d\u8bbf\u95ee Google <a href=\"https:\/\/www.kdjingpai.com\/de\/google-ai-studioai\/\">AI Studio<\/a> \u5373\u53ef\u8bd5\u7528 Gemma 3n\u3002\u53ef\u4ee5\u5373\u65f6\u63a2\u7d22\u5176\u6587\u672c\u8f93\u5165\u529f\u80fd\u3002<\/li>\n<li><strong>\u901a\u8fc7 Google AI Edge \u8fdb\u884c\u7aef\u4fa7\u5f00\u53d1<\/strong>\uff1a\u5bf9\u4e8e\u5e0c\u671b\u5728\u672c\u5730\u96c6\u6210 Gemma 3n \u7684\u5f00\u53d1\u8005\uff0cGoogle AI Edge \u63d0\u4f9b\u4e86\u76f8\u5e94\u7684\u5de5\u5177\u548c\u5e93\u3002\u76ee\u524d\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528\u5176\u6587\u672c\u548c\u56fe\u50cf\u7406\u89e3\/\u751f\u6210\u529f\u80fd\u3002<\/li>\n<\/ul>\n<p>Gemma 3n \u6807\u5fd7\u7740\u5728\u666e\u53ca\u5c16\u7aef\u3001\u9ad8\u6548 AI \u65b9\u9762\u8fc8\u51fa\u7684\u65b0\u4e00\u6b65\u3002\u968f\u7740\u8fd9\u9879\u6280\u672f\u7684\u9010\u6b65\u5f00\u653e\uff0c\u4ece\u4eca\u5929\u7684\u9884\u89c8\u7248\u5f00\u59cb\uff0c\u5b83\u5c06\u4e3a\u5f00\u53d1\u8005\u793e\u533a\u5e26\u6765\u600e\u6837\u7684\u521b\u65b0\uff0c\u7740\u5b9e\u4ee4\u4eba\u671f\u5f85\u3002<\/p>\n<p>\u60a8\u53ef\u4ee5\u5728 5 \u6708 22 \u65e5\u8d77\uff0c\u4e8e io.google \u7f51\u7ad9\u4e0a\u63a2\u7d22\u6b64\u516c\u544a\u4ee5\u53ca\u6240\u6709 <a href=\"https:\/\/io.google\/2025\/\">Google I\/O 2025<\/a> \u7684\u66f4\u65b0\u3002<\/p>\n<p>\u5bf9\u5f00\u59cb\u6784\u5efa\u611f\u5174\u8da3\u4e86\u5417\uff1f\u4e0d\u59a8\u4ece Gemma \u6a21\u578b\u7684\u5165\u95e8\u6307\u5357\u5f00\u59cb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8c37\u6b4c\u5728\u76f8\u7ee7\u63a8\u51fa\u9762\u5411\u5355\u4e00\u4e91\u7aef\u6216\u684c\u9762\u52a0\u901f\u5668\u8fd0\u884c\u7684\u5f00\u6e90\u6a21\u578b Gemma 3 \u4e0e Gemma 3 QAT \u4e4b\u540e\uff0c\u518d\u6b21\u62d3\u5c55\u5176\u666e\u60e0 AI \u7684\u7248\u56fe\u3002\u5982\u679c\u8bf4 Gemma 3 \u4e3a\u5f00\u53d1\u8005\u5e26\u6765\u4e86\u5f3a\u5927\u7684\u4e91\u7aef\u4e0e\u684c\u9762\u7aef\u80fd\u529b\uff0c\u90a3\u4e48\u6b64\u6b21\u4e8e 2025 \u5e74 5 \u6708 20 \u65e5\u53d1&#8230;<\/p>\n","protected":false},"author":1,"featured_media":31687,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[392,402],"tags":[],"class_list":["post-31683","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-models","category-multimodal-models"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/31683","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=31683"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/31683\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/31687"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=31683"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=31683"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=31683"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}