{"id":735235,"date":"2026-09-02T10:50:38","date_gmt":"2026-09-02T09:50:38","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=junie&#038;p=735235"},"modified":"2026-09-02T10:50:43","modified_gmt":"2026-09-02T09:50:43","slug":"qwen-for-junie","status":"publish","type":"junie","link":"https:\/\/blog.jetbrains.com\/zh-hans\/junie\/2026\/09\/qwen-for-junie\/","title":{"rendered":"\u6211\u4eec\u5982\u4f55\u9488\u5bf9 Junie \u667a\u80fd\u4f53\u4f18\u5316 Qwen 3.6 \u6a21\u578b"},"content":{"rendered":"<p>\u524d\u6bb5\u65f6\u95f4\uff0c\u6211\u4eec\u542f\u52a8\u4e86\u4e00\u4e2a\u957f\u671f\u9879\u76ee\uff0c\u65e8\u5728\u8ba9\u7528\u6237\u80fd\u591f\u5728\u5404\u79cd<s><\/s>\u786c\u4ef6\u8bbe\u7f6e\u4e0a\u5b8c\u5168\u5728\u672c\u5730\u8fd0\u884c\u5df2\u542f\u7528\u672c\u5730\u63a8\u7406\u7684 Junie\u3002\u7ecf\u8fc7\u6f2b\u957f\u7684\u671f\u5f85\uff0c\u6211\u4eec<a href=\"https:\/\/blog.jetbrains.com\/junie\/2026\/08\/junie-local-launch\/\">\u6700\u8fd1\u53d1\u5e03\u4e86 Junie Local \u7684\u521d\u59cb\u7248\u672c<\/a>\uff0c\u8be5\u7248\u672c\u53ef\u4ee5\u5728 MacBook M5 \u4e0a\u4f7f\u7528 Qwen3.6-27B \u8fd0\u884c\u3002<\/p>\n<p>\u5728\u8fd9\u7bc7\u535a\u6587\u4e2d\uff0c\u6211\u5c06\u5206\u4eab\u6211\u4eec\u4e3a\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u6240\u505a\u7684\u5de5\u4f5c\uff0c\u4ee5\u53ca\u6211\u4eec\u9009\u62e9\u57fa\u4e8e Qwen3.6-27B \u800c\u4e0d\u662f Qwen3.8-27B \u53d1\u5e03\u7684\u539f\u56e0\u3002\u6211\u4eec\u4ece Junie \u667a\u80fd\u4f53\u672c\u8eab\u5230\u6211\u4eec\u9009\u62e9\u7684\u63a8\u7406\u5f15\u64ce\uff0c\u5bf9\u6574\u4e2a\u6280\u672f\u6808\u8fdb\u884c\u4e86\u4f18\u5316\u3002<\/p>\n<div class=\"buttons\">\n<div class=\"buttons__row\"><a class=\"btn\" href=\"https:\/\/jb.gg\/jlblog\" target=\"_blank\" rel=\"noopener\">\u5b89\u88c5 Junie Local<\/a><\/div>\n<\/div>\n<p>\u6211\u4eec\u4ece Junie \u5f00\u59cb \u2013 \u6bd5\u7adf\uff0c\u60a8\u5c06\u4ece\u8fd9\u91cc\u5f00\u59cb\u4e0e\u672c\u5730\u6a21\u578b\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n<h1 class=\"wp-block-heading\">Junie \u4f18\u5316<\/h1>\n<h2 class=\"wp-block-heading\">\u6269\u5c55\u667a\u80fd\u4f53\u7684\u6eda\u52a8\u4e0a\u4e0b\u6587<\/h2>\n<p>\u4e0e\u4efb\u4f55\u5176\u4ed6\u7f16\u7801\u667a\u80fd\u4f53\u4e00\u6837\uff0cJunie \u4e5f\u6709\u4e00\u4e2a\u6267\u884c\u5168\u90e8\u5de5\u4f5c\u7684\u4e3b\u6267\u884c\u5faa\u73af\uff1a<\/p>\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\uff0c\u7528\u6237\u6307\u5b9a\u4e00\u9879\u4efb\u52a1\u3002<\/li>\n<li>\u7136\u540e\uff0cJunie \u5c06\u8be5\u4efb\u52a1\u53d1\u9001\u7ed9 LLM\u3002<\/li>\n<li>\u63a5\u7740\uff0cLLM \u901a\u8fc7\u4e00\u4e9b\u5de5\u5177\u8c03\u7528\u4f5c\u4e3a\u54cd\u5e94\uff08\u4f8b\u5982 Bash \u547d\u4ee4\u3001\u8bfb\u5199\u6587\u4ef6\u7684\u6307\u4ee4\u7b49\uff09\u3002<\/li>\n<li>\u6700\u540e\uff0cJunie \u5c06\u6b64\u547d\u4ee4\u7684\u7ed3\u679c\u53d1\u56de\u7ed9 LLM\u3002<\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u662f\u63ed\u793a\u5176\u5e95\u5c42\u8fd0\u884c\u903b\u8f91\u7684\u6781\u7b80\u6d41\u7a0b\u56fe\uff1a<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-733129\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/08\/scheme_1_light.png\" alt=\"\" width=\"901\" height=\"564\" \/><\/figure>\n<p>\u5982\u56fe\u6240\u793a\uff0cLLM \u4f1a\u6301\u7eed\u6536\u5230\u6269\u5c55\u4e0a\u4e0b\u6587\u7684\u8bf7\u6c42\uff0c\u56e0\u6b64\u53ef\u4ee5\u90e8\u5206\u91cd\u7528\u4e4b\u524d\u5df2\u5904\u7406\u8bf7\u6c42\u4e2d\u7684\u4fe1\u606f\u3002\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u53ef\u4ee5\u5728\u4e0b\u4e00\u6b21\u8bf7\u6c42\u4e2d\u91cd\u7528\u4e4b\u524d\u8bf7\u6c42\u7684\u9884\u586b\u5145\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u79f0\u4e3a KV \u7f13\u5b58\u3002<\/p>\n<p>\u4f46\u5f53\u6211\u4eec\u8981\u6c42 Junie \u5728\u540c\u4e00\u4f1a\u8bdd\u4e2d\u6267\u884c\u7b2c\u4e8c\u9879\u4efb\u52a1\u65f6\uff0c\u5b83\u53ea\u4f1a\u4ece\u4e0a\u4e0b\u6587\u4e2d\u63d0\u53d6\u76f8\u5173\u7247\u6bb5\u5e76\u653e\u5165\u7a97\u53e3\uff1a<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-733141\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/08\/scheme_2_light.png\" alt=\"\" width=\"901\" height=\"560\" \/><\/figure>\n<p>\u5bf9\u4e8e\u4e91\u7aef\u6a21\u578b\uff0c\u8fd9\u79cd\u65b9\u5f0f\u901a\u5e38\u6ca1\u6709\u4efb\u4f55\u95ee\u9898\uff0c\u56e0\u4e3a\u5373\u4f7f\u6a21\u578b\u518d\u6b21\u9700\u8981\u67d0\u4e9b\u6587\u4ef6\u7684\u5185\u5bb9\uff0c\u4e5f\u4f1a\u91cd\u65b0\u8bf7\u6c42\u8bbf\u95ee\u5e76\u518d\u6b21\u5904\u7406\u8fd9\u4e9b\u6587\u4ef6\u3002\u9884\u586b\u5145\u7684\u901f\u5ea6\u4e5f\u975e\u5e38\u5feb\u3002<\/p>\n<p>\u4f46\u672c\u5730\u6a21\u578b\u5e76\u975e\u5982\u6b64 \u2013 \u9884\u586b\u5145\u7684\u901f\u5ea6\u6ca1\u6709\u90a3\u4e48\u5feb\uff0c\u800c\u201c\u8bfb\u53d6\u201d\u6587\u4ef6\u5b9e\u9645\u4e0a\u9700\u8981\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u66f4\u6539\u4e86\u672c\u5730\u63a8\u7406\u7684\u903b\u8f91\u3002\u73b0\u5728\uff0c\u6211\u4eec\u4f1a\u5c06\u6bcf\u4e2a\u65b0\u8bf7\u6c42\u76f4\u63a5\u6dfb\u52a0\u5230\u6eda\u52a8\u4e0a\u4e0b\u6587\u4e2d\uff1a<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-733153\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/08\/scheme_3_light.png\" alt=\"\" width=\"901\" height=\"772\" \/><\/figure>\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u4fbf\u53ef\u91cd\u7528\u4e4b\u524d\u4efb\u52a1\u7684 KV \u7f13\u5b58\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u6a21\u578b\u5df2\u7ecf\u8bfb\u53d6\u8fc7\u67d0\u4e2a\u6587\u4ef6\uff0c\u8be5\u6587\u4ef6\u4f1a\u4fdd\u7559\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\uff0c\u6211\u4eec\u65e0\u9700\u518d\u6b21\u201c\u8bfb\u53d6\u201d\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u6700\u5927\u5316\u521d\u59cb\u53ef\u91cd\u7528\u524d\u7f00<\/h2>\n<p>\u6211\u4eec\u6240\u505a\u7684\u53e6\u4e00\u9879\u7c7b\u4f3c\u4f18\u5316\u4e0e Junie \u542f\u52a8\u65b0\u7f16\u7801\u4f1a\u8bdd\u65f6\u53d1\u9001\u7684\u7cfb\u7edf\u63d0\u793a\u548c\u521d\u59cb\u4e0a\u4e0b\u6587\u6709\u5173\u3002<\/p>\n<p>\u5728\u4e0a\u4e00\u8282\u4e2d\uff0c\u6d41\u7a0b\u8fdb\u884c\u4e86\u4e00\u5b9a\u7a0b\u5ea6\u7684\u7b80\u5316\uff1a\u9996\u6b21\u5411 LLM \u53d1\u51fa\u8bf7\u6c42\u65f6\uff0c\u5b9e\u9645\u53d1\u9001\u5230 LLM \u7684\u6570\u636e\u8fdc\u591a\u4e8e\u56fe\u4e2d\u6240\u793a\u7684\u6570\u636e\u91cf\uff1a<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-733164\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/08\/scheme_4_light.png\" alt=\"\" width=\"901\" height=\"592\" \/><\/figure>\n<p>\u5982\u60a8\u6240\u89c1\uff0c\u7cfb\u7edf\u4f1a\u5411 LLM \u53d1\u9001\u4e00\u5957\u5b8c\u5168\u4e0d\u540c\u7684\u4fe1\u606f\u3002\u800c\u4e14\uff0c\u6240\u6709\u8fd9\u4e9b\u4fe1\u606f\u90fd\u4f1a\u5728\u6bcf\u4e2a\u65b0\u4f1a\u8bdd\u542f\u52a8\u65f6\u53d1\u9001\u5e76\u5904\u7406\u3002\u5f53\u7136\uff0c\u6211\u4eec\u66f4\u5e0c\u671b\u80fd\u591f\u4ee5\u67d0\u79cd\u65b9\u5f0f\u7f13\u5b58\u8fd9\u4e9b\u4fe1\u606f \ud83d\ude42<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e00\u8003\u8651\uff0c\u6211\u4eec\u66f4\u6539\u4e86\u8fd9\u4e9b\u6570\u636e\u7684\u53d1\u9001\u987a\u5e8f\uff1a<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-733175\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/08\/scheme_5_light.png\" alt=\"\" width=\"901\" height=\"592\" \/><\/figure>\n<p>\u6211\u4eec\u8fd8\u4e3a\u63a8\u7406\u5f15\u64ce\u6dfb\u52a0\u4e86\u7279\u6b8a\u903b\u8f91\uff0c\u4ee5\u7f13\u5b58\u7528\u6237\u8bf7\u6c42\u4e4b\u524d\u7684\u6240\u6709\u524d\u7f00\uff1b\u8fd9\u6837\uff0c\u540e\u7eed\u4efb\u52a1\uff08\u540c\u4e00\u9879\u76ee\u4e2d\uff09\u4fbf\u53ef\u76f4\u63a5\u91cd\u7528\u8be5\u524d\u7f00\u3002\u6211\u4eec\u6ca1\u6709\u7f13\u5b58\u7528\u6237\u8bf7\u6c42\u4e4b\u540e\u7684\u9879\u76ee\u4e0a\u4e0b\u6587\uff0c\u56e0\u4e3a\u8fd9\u90e8\u5206\u5185\u5bb9\u5f88\u5c11\uff0c\u4e3b\u8981\u7531\u4e0a\u5c42\u9879\u76ee\u6587\u4ef6\u7ec4\u6210\uff0c\u56e0\u6b64\u53ef\u80fd\u7ecf\u5e38\u53d8\u5316\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u6b63\u5e38\u8fdb\u884c\u8fdb\u5ea6\u66f4\u65b0<\/h2>\n<p>\u4f7f\u7528\u6027\u80fd\u66f4\u5f3a\u7684\u4e91\u7aef\u6a21\u578b\u65f6\uff0cJunie \u4f1a\u8981\u6c42 LLM \u6dfb\u52a0\u4e00\u4e2a\u7c7b\u4f3c XML \u683c\u5f0f\u7684\u7279\u6b8a\u5757\uff0c\u5176\u4e2d\u5305\u542b\u5c06\u5411\u7528\u6237\u5c55\u793a\u7684\u66f4\u65b0\u5185\u5bb9\u3002\u9057\u61be\u7684\u662f\uff0cQwen 3.6 \u57fa\u672c\u4f1a\u5ffd\u7565\u6b64\u7c7b\u8bf7\u6c42\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u8be5\u6a21\u578b\u4f1a\u5c06\u5176\u64cd\u4f5c\u4ee5\u7eaf\u6587\u672c\u5f62\u5f0f\u5199\u5165 LLM \u8bf7\u6c42\u7684\u7ed3\u679c\u4e2d\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0cLLM \u4f1a\u53d1\u9001\u4e00\u4e9b\u5de5\u5177\u8c03\u7528\uff0c\u5e76\u9644\u4e0a\u89e3\u91ca\u8fd9\u4e9b\u8c03\u7528\u7684\u6587\u672c\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4fee\u6b63\u65b9\u6cd5\u5f88\u7b80\u5355 \u2013 \u53ea\u9700\u5c06 Qwen 3.6 \u751f\u6210\u7684\u8fd9\u4e9b\u6587\u672c\u4f5c\u4e3a\u66f4\u65b0\u663e\u793a\u7ed9\u7528\u6237\u5373\u53ef\u3002\u6b64\u7c7b\u8c03\u6574\u662f\u6a21\u578b\u7279\u5b9a\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0cQwen 3.6 \u521a\u597d\u5177\u5907\u8fd9\u6837\u7684\u7279\u6027\u662f\u6211\u4eec\u7684\u5e78\u8fd0 \u2013 \u6709\u4e9b\u6a21\u578b\u4e0d\u4f1a\u5728\u8fd9\u91cc\u8f93\u51fa\u4efb\u4f55\u5185\u5bb9\uff0c\u53e6\u4e00\u4e9b\u5219\u4f1a\u751f\u6210\u8fc7\u591a\u6587\u672c\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u79fb\u9664\u4e0d\u5fc5\u8981\u7684 LLM \u8c03\u7528<\/h2>\n<p>\u4e0b\u4e00\u9879\u4f18\u5316\u662f\u7981\u7528\u6240\u6709\u53ef\u9009\u7684 LLM \u8bf7\u6c42\uff0c\u8fd9\u770b\u4f3c\u5fae\u4e0d\u8db3\u9053\uff0c\u4f46\u786e\u5b9e\u663e\u8457\u63d0\u9ad8\u4e86\u667a\u80fd\u4f53\u7684\u6548\u7387\u3002\u4ece\u5b9e\u9645\u5c42\u9762\u6765\u770b\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u7981\u7528\u4e86\u6240\u6709\u7528\u4e8e\u751f\u6210\u4efb\u52a1\u7b80\u77ed\u63cf\u8ff0\u7684\u903b\u8f91\u3002\u867d\u7136\u8fd9\u6837\u505a\u786e\u5b9e\u727a\u7272\u4e86\u4e00\u90e8\u5206 UX\uff0c\u4f46\u6211\u4eec\u8ba4\u4e3a\u8fd9\u79cd\u635f\u5931\u5e76\u4e0d\u5927\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5b8c\u5168\u7981\u7528\u4e86\u591a\u667a\u80fd\u4f53\u6a21\u5f0f\uff0c\u56e0\u4e3a\u5728 M5 \u4e0a\u5904\u7406 LLM \u8bf7\u6c42\u6700\u9ad8\u6548\u7684\u65b9\u5f0f\u662f\u987a\u5e8f\u5904\u7406\uff0c\u56e0\u6b64\u542f\u7528\u591a\u4e2a\u667a\u80fd\u4f53\u5e76\u65e0\u610f\u4e49 \u2013 \u65e0\u8bba\u5982\u4f55\uff0c\u5b83\u4eec\u6700\u7ec8\u4ecd\u4f1a\u53d7\u63a8\u7406\u73af\u8282\u7684\u6027\u80fd\u74f6\u9888\u9650\u5236\u3002<\/p>\n<h1 class=\"wp-block-heading\">\u6a21\u578b\u53c2\u6570\u4f18\u5316<\/h1>\n<h2 class=\"wp-block-heading\">reasoning_effort\uff1a\u65e0<\/h2>\n<p>\u5728\u5185\u90e8\u6d4b\u8bd5 Qwen3.6-27B \u7684\u4e91\u7aef\u7248\u672c\u65f6\uff0c\u6211\u4eec\u6ce8\u610f\u5230\u542f\u7528\u63a8\u7406\u5e76\u4e0d\u4f1a\u663e\u8457\u63d0\u5347\u8d28\u91cf\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u51b3\u5b9a\u5728\u672c\u5730\u7248\u672c\u4e2d\u5b8c\u5168\u7981\u7528\u63a8\u7406\u3002\u8fd9\u4e00\u70b9\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a\u4ece\u63a8\u7406\u5f15\u64ce\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u63a8\u7406 token \u4e0e\u751f\u6210\u4e3b\u56de\u7b54\u6240\u7528\u7684 token \u5b8c\u5168\u76f8\u540c\u3002\u56e0\u6b64\uff0c\u7981\u7528\u63a8\u7406\u540e\uff0c\u9700\u8981\u751f\u6210\u7684 token \u6570\u51cf\u5c11\u4e86 2 \u5230 3 \u500d\uff0c\u4ece\u800c\u4f7f\u4efb\u52a1\u6267\u884c\u901f\u5ea6\u7ffb\u500d\uff0c\u4e14\u5bf9\u8d28\u91cf\u51e0\u4e4e\u6beb\u65e0\u5f71\u54cd\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u91cf\u5316<\/h2>\n<p>\u6211\u4eec\u51b3\u5b9a\u4f7f\u7528 4 \u4f4d\u7248\u672c\uff0c\u662f\u56e0\u4e3a\u5b83\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u4ec5\u7565\u900a\u4e8e 8 \u4f4d\u7248\u672c\uff0c\u540c\u65f6\uff0c\u7531\u4e8e\u751f\u6210\u8fc7\u7a0b\u53d7\u5185\u5b58\u74f6\u9888\u9650\u5236\uff0c4 \u4f4d\u7248\u672c\u7684\u901f\u5ea6\u7ea6\u4e3a 8 \u4f4d\u7248\u672c\u7684 2 \u500d\u3002\u4e0d\u8fc7\uff0c\u5728\u6bd4\u8f83 8 \u4f4d\u548c 4 \u4f4d\u7248\u672c\u7684\u9884\u586b\u5145\u901f\u5ea6\u65f6\uff0c\u6211\u4eec\u53d1\u73b0\u4e24\u8005\u5b8c\u5168\u76f8\u540c\u2026 \u6211\u4eec\u89c9\u5f97\u8fd9\u5f88\u5947\u602a\uff0c\u4e8e\u662f\u8fdb\u884c\u4e86\u66f4\u6df1\u5165\u7684\u7814\u7a76\u3002<\/p>\n<h1 class=\"wp-block-heading\">\u63a8\u7406\u5f15\u64ce\u4f18\u5316<\/h1>\n<h2 class=\"wp-block-heading\">\u9884\u586b\u5145\u6280\u5de7<\/h2>\n<p>\u6709\u4e9b\u4eba\u53ef\u80fd\u60f3\u77e5\u9053\uff0c\u6211\u4eec\u4e3a\u4ec0\u4e48\u8981\u5982\u6b64\u5173\u6ce8\u9884\u586b\u5145\u3002\u6bd5\u7adf\u5168\u7f51\u5230\u5904\u90fd\u662f\u751f\u6210\u901f\u5ea6\u7684\u57fa\u51c6\u6d4b\u8bd5\u548c\u4f18\u5316\u9009\u9879\u3002\u00a0<\/p>\n<p>\u5bf9\u4e8e\u72ec\u7acb GPU\uff08\u5982 RTX 5090\uff09\uff0c\u4ed6\u4eec\u8d28\u7591\u9884\u586b\u5145\u7684\u91cd\u8981\u6027\u6216\u8bb8\u6709\u9053\u7406\u3002\u5728\u8fd9\u7c7b\u786c\u4ef6\u4e0a\uff0c\u9884\u586b\u5145\u901f\u5ea6\u786e\u5b9e\u975e\u5e38\u5feb\uff0c\u56e0\u4e3a\u5b83\u53d7\u8ba1\u7b97\u80fd\u529b\u9650\u5236\uff0c\u800c\u72ec\u7acb GPU \u7684\u8ba1\u7b97\u80fd\u529b\u901a\u5e38\u975e\u5e38\u5f3a\u5927\u3002\u8fd9\u610f\u5473\u7740\u5728\u4f7f\u7528\u9ed8\u8ba4\u914d\u7f6e\u65f6\uff0c\u9884\u586b\u5145\u901f\u5ea6\u53ef\u4ee5\u8fbe\u5230\u7ea6 3,700 t\/s\u3002\u800c\u5728\u539f\u59cb\u72b6\u6001\u7684 M5 \u4e0a\uff0c\u8fd9\u4e00\u6570\u5b57\u7ea6\u4e3a 650 t\/s\u3002\u56e0\u6b64\uff0c\u5f53\u6a21\u578b\u8bf7\u6c42\u6587\u4ef6\u5185\u5bb9\uff08\u5373\u8fdb\u884c\u6392\u67e5\uff09\u65f6\uff0c\u5927\u90e8\u5206\u65f6\u95f4\u90fd\u82b1\u5728\u9884\u586b\u5145\u4e0a\uff0c\u800c\u4e0d\u662f\u751f\u6210\u4e0a\uff01\u00a0<\/p>\n<p>\u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u65e0\u8bba\u91c7\u7528 4 \u4f4d\u30018 \u4f4d\u8fd8\u662f 16 \u4f4d\u91cf\u5316\uff0c\u9884\u586b\u5145\u901f\u5ea6\u90fd\u6ca1\u6709\u5dee\u522b\u3002\u4f46\u8fd9\u662f\u4ec0\u4e48\u539f\u56e0\u5462\uff1f \u539f\u56e0\u5728\u4e8e\u9884\u586b\u5145\u53d7\u8ba1\u7b97\u80fd\u529b\u9650\u5236\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u5b8c\u5168\u4e0d\u53d7\u5185\u5b58\u901f\u5ea6\u7684\u9650\u5236\u3002\u4e8b\u5b9e\u8bc1\u660e\uff0c\u9884\u586b\u5145\u671f\u95f4\u7684\u5927\u591a\u6570\u77e9\u9635\u8fd0\u7b97\u90fd\u662f\u4ee5\u5b8c\u6574\u7684 16 \u4f4d\u6a21\u5f0f\u6267\u884c\u7684\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6240\u6709 4 \u4f4d\u6743\u91cd\u90fd\u4f1a\u5148\u8f6c\u6362\u4e3a 16 \u4f4d\u6570\u5b57\uff0c\u7136\u540e\u518d\u6267\u884c\u8fd0\u7b97\u3002\u4f46 M5 \u5904\u7406\u5668\u4f1a\u5bf9 8 \u4f4d\u6570\u5b57\u8fdb\u884c\u7279\u6b8a\u8fd0\u7b97\uff0c\u5176\u901f\u5ea6\u8fdc\u5feb\u4e8e 16 \u4f4d\u8fd0\u7b97\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u4e3a MLX-VLM \u8f6f\u4ef6\u5305\u5e94\u7528\u4e86\u4e00\u4e2a\u8865\u4e01\uff0c\u5c06\u9884\u586b\u5145\u671f\u95f4\u7684\u90e8\u5206<sup>*<\/sup>\u77e9\u9635\u8fd0\u7b97\u5207\u6362\u4e3a 8 \u4f4d\u540e\uff0c\u9884\u586b\u5145\u901f\u5ea6\u63d0\u5347\u4e86\u7ea6 40%\uff01<\/p>\n<p>\u987a\u4fbf\u8bf4\u4e00\u4e0b\uff0c\u8fd9\u6b63\u662f\u6211\u4eec\u51b3\u5b9a\u5c06\u91cd\u5fc3\u653e\u5728 M5 \u82af\u7247\u4e0a\u7684\u4e3b\u8981\u539f\u56e0\u3002M4 \u82af\u7247\u4e0d\u5177\u5907\u8fd9\u4e9b 8 \u4f4d\u7b97\u672f\u6307\u4ee4\uff0c\u4e14 M4 \u7684 16 \u4f4d\u7b97\u672f\u8fd0\u7b97\u4f1a\u8ba9\u9884\u586b\u5145\u901f\u5ea6\u964d\u4f4e 20%\u201330%\u3002<\/p>\n<p class=\"has-text-align-left\"><sup>*<\/sup>Qwen3.6-27B \u540c\u65f6\u91c7\u7528\u5168\u6ce8\u610f\u529b\u5c42\u548c\u81ea\u6ce8\u610f\u529b\u5c42\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u5373\u4f7f\u91c7\u7528 4 \u4f4d\u91cf\u5316\uff0c\u5168\u6ce8\u610f\u529b\u5c42\u7684\u6743\u91cd\u4ecd\u4ee5\u5b8c\u6574\u7684 16 \u4f4d\u7cbe\u5ea6\u5b58\u50a8\u3002\u7531\u4e8e\u8fd9\u7c7b\u5c42\u59cb\u7ec8\u4fdd\u6301\u5168\u7cbe\u5ea6\u8fd0\u884c\uff0c\u6211\u4eec\u5e76\u672a\u5bf9\u5176\u5e94\u7528\u8be5\u4f18\u5316 \u2014 \u800c\u662f\u4ec5\u5c06\u5176\u7528\u4e8e\u771f\u6b63\u80fd\u591f\u964d\u4f4e\u5185\u5b58\/\u8ba1\u7b97\u5f00\u9500\u7684\u81ea\u6ce8\u610f\u529b\u5c42\u3002\u8fd9\u662f MLX-VLM \u4e2d\u8be5\u8865\u4e01\u7684<a href=\"https:\/\/github.com\/JetBrains\/mlx-vlm\/tree\/feature\/int8-prefill\/research\" target=\"_blank\" rel=\"noopener\">\u94fe\u63a5<\/a>\u3002\u6b64\u5916\uff0c\u4e5f\u53ef\u4ee5\u5728 vLLM \u4e2d\u5e94\u7528\u76f8\u540c\u7684\u4f18\u5316 \u2013 \u53ea\u9700\u7f16\u8f91\u6a21\u578b\u7684\u914d\u7f6e\u6587\u4ef6\u3002<a href=\"https:\/\/github.com\/erokhins\/vllm-qwen3.6-27b-nvfp4\/commit\/b85e97d316ee16590c65c4739f70ed7eaeab3025\" target=\"_blank\" rel=\"noopener\">\u914d\u7f6e\u793a\u4f8b<\/a><\/p>\n<h2 class=\"wp-block-heading\">\u901a\u8fc7 MTP \u548c n-gram \u5339\u914d\u8fdb\u884c\u63a8\u6d4b\u89e3\u7801\u00a0<\/h2>\n<p>\u6211\u4eec\u5e94\u7528\u4e86\u4ee5\u4e0b\u6807\u51c6\u4f18\u5316\uff1a<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528\u72ec\u7acb\u8349\u7a3f\u6a21\u578b\u7684 MTP\uff08\u591a token \u9884\u6d4b\uff09<\/strong>\uff1a\u8fd9\u662f\u4e00\u79cd\u63a8\u6d4b\u89e3\u7801\u65b9\u6cd5\uff0c\u7531\u8f83\u5c0f\u7684\u8349\u7a3f\u6a21\u578b\u63d0\u524d\u9884\u6d4b\u540e\u7eed\u591a\u4e2a token\uff0c\u518d\u7531\u4e3b\u6a21\u578b\u8fdb\u884c\u9a8c\u8bc1\u3002<\/li>\n<li><strong>N-gram \u63a8\u6d4b\u89e3\u7801<\/strong>\uff1a\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4f7f\u7528\u8349\u7a3f\u6a21\u578b\uff0c\u800c\u662f\u5728\u4e0a\u4e0b\u6587\u4e2d\u67e5\u627e\u4e4b\u524d\u91cd\u590d\u51fa\u73b0\u7684 token \u5e8f\u5217\uff0c\u5e76\u901a\u8fc7\u5339\u914d\u8fd9\u4e9b\u5e8f\u5217\u6765\u201c\u9884\u6d4b\u201d\u540e\u7eed token\u3002<\/li>\n<\/ul>\n<p>\u6211\u4eec\u540c\u65f6\u542f\u7528\u4e86\u8fd9\u4e24\u79cd\u65b9\u6cd5\u3002\u5728\u5b9e\u9645\u8fd0\u884c\u4e2d\uff0c\u8fd9\u610f\u5473\u7740\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u6709\u65f6\u4e0d\u4ec5\u4f1a\u63a5\u53d7 MTP \u9884\u6d4b\u51fa\u7684\u7ea6 3 \u4e2a token\uff0c\u8fd8\u4f1a\u63a5\u53d7 n-gram \u65b9\u6cd5\u63d0\u4f9b\u7684\u6700\u591a 8 \u4e2a\u989d\u5916 token\u3002\u4e0b\u56fe\u663e\u793a\u7684\u539f\u59cb\u751f\u6210\u7684 token \u6839\u636e\u751f\u6210\u5404\u4e2a\u5df2\u63a5\u53d7 token \u7684\u65b9\u6cd5\u5bf9\u8fd9\u4e9b token \u8fdb\u884c\u4e86\u989c\u8272\u7f16\u7801\uff08<mark class=\"has-inline-color has-vivid-green-cyan-color\">\u8349\u7a3f\u6a21\u578b<\/mark>\u4e0e <mark class=\"has-inline-color has-pale-cyan-blue-color\">n-gram<\/mark> \u5bf9\u6bd4\uff09\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-733304\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/08\/image-63-3.png\" alt=\"\" width=\"1898\" height=\"1050\" \/><\/figure>\n<p>\u4e24\u79cd\u65b9\u6cd5\u7ed3\u5408\u540e\uff0c\u751f\u6210\u901f\u5ea6\u6700\u591a\u53ef\u4ee5\u63d0\u5347\u81f3\u539f\u6765\u7684 2 \u500d\u3002<\/p>\n<h1 class=\"wp-block-heading\">Qwen3.8-27B<\/h1>\n<p>\u65e2\u7136\u5982\u6b64\uff0c\u6211\u4eec\u4e3a\u4ec0\u4e48\u6ca1\u6709\u4f7f\u7528 3.8\uff0c\u800c\u662f\u4f7f\u7528\u4e86 3.6\uff1f<\/p>\n<p>\u9057\u61be\u7684\u662f\uff0cQwen 3.8 \u9700\u8981\u542f\u7528\u63a8\u7406\u6a21\u5f0f\u624d\u80fd\u6b63\u786e\u8fd0\u884c\u3002\u5982\u679c\u4e0d\u542f\u7528\uff0c\u8f93\u51fa\u8d28\u91cf\u4f1a\u663e\u8457\u4e0b\u964d \u2013 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Junie Local<\/a><\/div>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p>\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\n\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/secure.gravatar.com\/avatar\/a9f638d3eb6cd2a4afd3a0ee2b6e72bd?s=200&#038;r=g\" width=\"200\" height=\"200\" alt=\"Stanislav Erokhin\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Stanislav Erokhin<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":1297,"featured_media":735993,"comment_status":"open","ping_status":"closed","template":"","categories":[9159],"tags":[8759,9232,477],"cross-post-tag":[],"class_list":["post-735235","junie","type-junie","status-publish","has-post-thumbnail","hentry","category-agentic-ai","tag-junie","tag-local-ai","tag-release"],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/junie\/735235","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/junie"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/types\/junie"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/users\/1297"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/comments?post=735235"}],"version-history":[{"count":3,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/junie\/735235\/revisions"}],"predecessor-version":[{"id":736004,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/junie\/735235\/revisions\/736004"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/735993"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=735235"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=735235"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=735235"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=735235"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}