{"id":3671,"date":"2026-03-27T12:15:07","date_gmt":"2026-03-27T12:15:07","guid":{"rendered":"https:\/\/playfulsoul.net\/?p=3671"},"modified":"2026-03-27T12:15:40","modified_gmt":"2026-03-27T12:15:40","slug":"mac-local-ai-deployment-ollama-vs-omlx","status":"publish","type":"post","link":"https:\/\/playfulsoul.net\/zh\/blog\/2026\/03\/27\/mac-local-ai-deployment-ollama-vs-omlx\/","title":{"rendered":"\u62d2\u7edd\u201cOpenClaw\u201d\u7126\u8651\uff01\u7528\u201cAI\u201d\u89c6\u89d2\u62c6\u89e3\u6a21\u578b\u3001\u786c\u4ef6\u4e0e\u90e8\u7f72\u6846\u67b6\uff0c\u987a\u4fbf\u63a8\u8350oMLX"},"content":{"rendered":"\n<p>\u672c\u671f\u6211\u4eec\u6765\u804a\u804a\uff0c\u5728\u540c\u7b49\u53c2\u6570\u89c4\u6a21\uff0c\u751a\u81f3\u540c\u4e00\u4e2aAI\u6a21\u578b\u4e0b\uff0c\u5f53\u6211\u4eec\u9009\u62e9\u4e86\u4e0d\u540c\u7684\u5e95\u5c42\u67b6\u6784\u548c\u63a8\u7406\u5de5\u5177\uff0c\u5230\u5e95\u80fd\u8ba9\u5b83\u7684\u901f\u5ea6\u76f8\u5dee\u591a\u5c11\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u8bdd\u9898\u5728\u6211\u505a<a href=\"https:\/\/playfulsoul.net\/blog\/2024\/11\/17\/%e5%bc%80%e4%b8%aa%e7%ae%b1%e5%90%a7%ef%bd%9cmac-mini-m4%ef%bc%9a16g%e6%98%af%e8%af%b1%e6%83%91%ef%bc%8c256g%e6%98%af%e6%89%a7%e5%bf%b5\/\" target=\"_blank\" rel=\"noopener\" title=\"\u5f00\u4e2a\u7bb1\u5427\uff5cMac mini M4\uff1a16G\u662f\u8bf1\u60d1\uff0c256G\u662f\u6267\u5ff5\">Mac mini\u5f00\u7bb1<\/a>\u65f6\uff0c\u66fe\u7b80\u5355\u5730\u6f14\u793a\u8fc7\u3002\u4f46\u5728\u5f53\u65f6\uff0c\u521a\u521a\u63a5\u89e6AI\u6a21\u578b\uff0c\u5bf9\u4e8e\u4e0d\u540cAI\u6a21\u578b\u3001\u4ee5\u53ca\u540c\u4e00AI\u6a21\u578b\u7684\u89c4\u6a21\u3001\u67b6\u6784\u3001\u91cf\u5316\u683c\u5f0f\u7b49\u7b49\uff0c\u8fd9\u4e9b\u53c2\u6570\u4e4b\u95f4\u7684\u533a\u522b\uff0c\u5e76\u4e0d\u662f\u5f88\u6e05\u695a\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u73b0\u5728\u4e5f\u4e0d\u80fd\u8bf4\u5c31\u5f88\u4e86\u89e3\uff0c\u53ea\u4e0d\u8fc7\u56e0\u4e3a\u60f3\u8981\u90e8\u7f72OpecClaw\u7684\u539f\u56e0\uff0c\u5bf9\u6b64\u591a\u82b1\u4e86\u4e00\u70b9\u65f6\u95f4\u5b66\u4e60\u3002<\/p>\n\n\n\n<p>\u7136\u540e\u5c31\u53d1\u73b0\uff0c\u5bf9\u4e8e\u540c\u4e00\u4e2aAI\u6a21\u578b\uff0c\u5f53\u8c03\u6574\u4e86\u4ee5\u4e0a\u4e00\u4e9b\u56e0\u7d20\uff0c\u5185\u5bb9\u751f\u6210\u901f\u5ea6\u4f1a\u6709\u7ffb\u500d\u3001\u751a\u81f34\u500d\u7684\u589e\u957f\u3002\u6240\u4ee5\uff0c\u5c31\u548c\u5927\u5bb6\u6765\u5206\u4eab\u4e00\u4e0b\uff0c\u4e5f\u7b97\u662f\u5bf9\u53bb\u5e74\u5f00\u7bb1\u89c6\u9891\u4e2dAI\u6a21\u578b\u4f53\u9a8c\u7684\u4e00\u4e2a\u5185\u5bb9\u8865\u5145\u3002<\/p>\n\n\n\n<p>\u597d\uff0c\u6211\u4eec\u6b63\u5f0f\u5f00\u59cb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"\u62d2\u7edd\u201cOpenClaw\u201d\u7126\u8651\uff01\u7528\u201cAI\u201d\u89c6\u89d2\u62c6\u89e3\u6a21\u578b\u3001\u786c\u4ef6\u4e0e\u90e8\u7f72\u6846\u67b6\uff0c\u4f4e\u914dMac\u4e5f\u80fd\u8dd1\u51fa\u7ffb\u500d\u901f\u5ea6\uff0c\u987a\u4fbf\u63a8\u8350\u5de5\u5177oMLX\uff0cMac\u7535\u8111\u90fd\u7528\u8d77\u6765\" width=\"640\" height=\"360\" src=\"about:blank\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen=\"\" class=\"lazyload\" data-src=\"https:\/\/www.youtube.com\/embed\/6yj11_K45MU?feature=oembed\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u6f14\u793a\u8bbe\u5907\u548c\u6a21\u578b<\/h2>\n\n\n\n<p>\u9996\u5148\uff0c\u5148\u548c\u5927\u5bb6\u4ecb\u7ecd\u4e0b\u6211\u7528\u8fc7\u7684\u8bbe\u5907\u548cAI\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u7535\u8111\u6211\u7528\u7684\u662fMac mini M4\u7248\uff0c\u5185\u5b58\u662f32G\u3002<\/p>\n\n\n\n<p>AI\u6a21\u578b\u7528\u7684\u662f\uff1aQwen3.5-35B-A3B<\/p>\n\n\n\n<p>\u5927\u5bb6\u770b\u523035B\u4e0d\u8981\u89c9\u5f97\u6211\u75af\u4e86\uff0c\u800c\u662f\u8fd9\u4e2a\u6a21\u578b\u5f88\u6709\u4ee3\u8868\u6027\u3002<\/p>\n\n\n\n<p>\u5728\u53bb\u5e74\u7684\u5f00\u7bb1\u89c6\u9891\u4e2d\uff0c\u6211\u6d4b\u8bd5\u4e86DeepSeek-R1\u7684\u6bcf\u79d2\u8f93\u51fa\u7684Token\u6570\u91cf\uff0c\u7136\u540e\u8bf4\u4e86\u4e00\u4e2a\u7ed3\u8bba\uff1a\u7531\u4e8e14B\u6a21\u578b\u6bcf\u79d2\u53ef\u4ee5\u8f93\u51fa15\u4e2a\u5de6\u53f3\u7684Token\uff0c\u800c32B\u6a21\u578b\u53ea\u80fd\u8f93\u51fa4\uff5e5\u4e2aTokens\uff0c\u6240\u4ee5\u5efa\u8bae\u5927\u5bb6\u9009\u62e914B\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u4f46\u8fd9\u4e2a\u7ed3\u8bba\u8fc7\u4e8e\u7b80\u5355\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\uff0c\u7b2c\u4e8c\u4e2a\u95ee\u9898\u6211\u4eec\u6765\u804a\u804a\uff0c\u5982\u4f55\u901a\u8fc7\u770b\u4e00\u4e9bAI\u6a21\u578b\u53c2\u6570\u7684\u7b80\u5355\u63cf\u8ff0\uff0c\u6765\u5224\u65ad\u662f\u4e0d\u662f\u9002\u5408\u81ea\u5df1\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u5f88\u91cd\u8981\uff0c\u4f46\u9664\u6b64\u4e4b\u5916\uff0c\u5f71\u54cd\u4f7f\u7528\u4f53\u9a8c\u7684\u56e0\u7d20\u5374\u6709\u5f88\u591a\uff0c\u6bd4\u5982\u6a21\u578b\u7684\u5e95\u5c42\u67b6\u6784\uff08Dense\/MoE\uff09\u3001\u91cf\u5316\u65b9\u6848\uff08Q4_K_M\/S\/XS\uff09\u3001\u8fd0\u884c\u7684\u63a8\u7406\u6846\u67b6\uff08Ollama\/LM Studio\/oMLX\uff09\uff0c\u4ee5\u53ca\u80fd\u529b\u7c7b\u578b\uff08Vision\/Tool Use\/Reasoning\uff09\uff0c\u662f\u5426\u9700\u8981\u201cthinking\u201d\u7684\u8fc7\u7a0b\uff0c\u662f\u5426\u9700\u8981\u201creasoning\u201d\u7684\u529f\u80fd\uff0c\u8fdb\u800c\u5f71\u54cd\u9996\u5b57\u76f8\u5e94\u65f6\u95f4\u4ee5\u53caToken\u7684\u8f93\u51fa\u901f\u5ea6\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>Qwen3.5-35B-A3B\u8fd9\u4e2a\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\uff08MoE\uff09\uff0c\u6b63\u597d\u80fd\u8bf4\u660e\u4e00\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<p><strong>\u201c\u6a21\u578b\u5927\u5c0f\u201d\u5e76\u4e0d\u7b49\u4e8e\u201c\u5b9e\u9645\u8fd0\u884c\u8d1f\u62c5\u201d\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001AI\u6a21\u578b\u53c2\u6570\u89e3\u6790<\/h2>\n\n\n\n<p>\u5982\u679c\u4f60\u5f88\u4e86\u89e3AI\u6a21\u578b\uff0c\u53ef\u4ee5\u76f4\u63a5\u8df3\u5230\u7b2c\u4e09\u90e8\u5206\u3002<\/p>\n\n\n\n<p>\u63a5\u7740\uff0c\u6765\u8bf4\u4e0b\u6211\u4eec\u8981\u7528\u5230\u7684\u6a21\u578b\u548c\u63a8\u7406\u5f15\u64ce\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u540d\u79f0<\/strong>\uff1aQwen3.5-35B-A3B<\/li>\n\n\n\n<li><strong>\u67b6\u6784\u7c7b\u578b<\/strong>\uff1aMoE (Mixture of Experts \/ \u4e13\u5bb6\u6df7\u5408)<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u89c4\u6a21<\/strong>\uff1a35B Total \/ 3B Active (\u603b\u53c2 350\u4ebf \/ \u6fc0\u6d3b 30\u4ebf)<\/li>\n\n\n\n<li><strong>\u91cf\u5316\u65b9\u6848<\/strong>\uff1a4-bit (INT4 \/ Q4_K_M)<\/li>\n\n\n\n<li><strong>\u90e8\u7f72\u6846\u67b6<\/strong>\uff1aMLX (Apple Silicon Native) \/ GGUF (llama.cpp)<\/li>\n<\/ul>\n\n\n\n<p>\u7531\u4e8e\u9700\u8981\u5bf9\u6bd4\u4e0d\u540c\u7684\u90e8\u7f72\u6846\u67b6\uff0c\u540c\u65f6\u4e3a\u4e86\u66f4\u597d\u5730\u53d1\u6325Qwen3.5-35B-A3B\u8fd9\u7c7b\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\u7684\u591a\u4efb\u52a1\u5e76\u53d1\u80fd\u529b\uff0c\u6240\u4ee5\uff0c\u5728\u63a8\u7406\u5f15\u64ce\u65b9\u9762\uff0c\u9664\u4e86\u4f1a\u7528\u5230LM Studio\uff0c\u4e5f\u7ed9\u5927\u5bb6\u63a8\u8350\u4e00\u4e2a\u65b0\u7684\u5de5\u5177\uff1aoMLX\u3002\u5927\u5bb6\u5982\u679c\u60f3\u8981\u8be6\u7ec6\u4e86\u89e3\u5b83\u7684\u6280\u672f\u7279\u70b9\uff0c\u53ef\u4ee5\u7528\u5404\u79cdAI\u603b\u7ed3\u4e0b\uff0c\u603b\u4e4b\u5c31\u662f\uff1a\u4e13\u4e3aApple M\u82af\u7247\u8bbe\u8ba1\uff0c\u505a\u5230\u6781\u81f4\u901f\u5ea6\uff0c\u540c\u65f6\u72ec\u6709\u7684SSD KV\u7f13\u5b58\u6280\u672f\uff0c\u53ef\u4ee5\u89e3\u653e\u5185\u5b58\uff0c\u975e\u5e38\u9002\u5408\u591a\u8f6e\u5bf9\u8bdd\u7684\u5927\u578b\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u8fd8\u662f\u62ffQwen3.5-35B-A3B\uff0c\u804a\u4e00\u804a\u5982\u4f55\u6839\u636e\u6a21\u578b\u7684\u5173\u952e\u53c2\u6570\uff0c\u6765\u9009\u62e9\u9002\u5408\u81ea\u5df1\u8bbe\u5907\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u6a21\u578b\u540d\u79f0\u548c\u53c2\u6570\u89c4\u6a21<\/h3>\n\n\n\n<p>\u6211\u4eec\u5148\u770bQwen3.5-35B\uff0cQwen\u662f\u6a21\u578b\u7684\u6765\u6e90\uff0c3.5\u662f\u7248\u672c\uff0c35B\u662f\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7Qwen\u3001DeepSeek\u3001GML\u3001MiniMax\u3001Gemma\u3001Llama\uff0c\u914d\u5408\u7248\u672c\u53f7\uff0c\u7b80\u5355\u5224\u65ad\u5404\u7c7b\u6a21\u578b\u7684\u7279\u70b9\uff0c\u7136\u540e\u7ed3\u5408\u81ea\u5df1\u7684\u4f7f\u7528\u573a\u666f\u6765\u9009\u62e9\u3002<\/p>\n\n\n\n<p>\u800c\u50cf9B\u300114B\u300132B\u8fd9\u6837\u7684\u53c2\u6570\u6a21\u578b\uff0c\u4f1a\u548c\u663e\u5b58\u76f4\u63a5\u6302\u94a9\u3002\u5f53\u7136\uff0c\u7531\u4e8eApple M\u82af\u7247\u662f\u7edf\u4e00\u5185\u5b58\u67b6\u6784\uff0c\u4e5f\u5c31\u662f\u548c\u5185\u5b58\u76f4\u63a5\u76f8\u5173\u3002\u8fd9\u91cc\u6709\u4e00\u4e2a\u7b80\u5355\u7684\u6362\u7b97\u516c\u5f0f\uff1a<\/p>\n\n\n\n<p>\u5185\u5b58\uff08\u6a21\u578b\u6743\u91cd\u5360\u7528\uff09=\u53c2\u6570\u89c4\u6a21\u2716\ufe0f\u6bcf\u4e2a\u53c2\u6570\u7684\u4f4d\u6df1\u27978<\/p>\n\n\n\n<p>\u6bd4\u5982\u6211\u4eec32B\u6a21\u578b\uff0c\u91cf\u5316\u65b9\u5f0f\u662f4-bit\uff0c\u6240\u4ee5\u9700\u8981\u7684\u5185\u5b58\u5c31\u662f\uff1a<\/p>\n\n\n\n<p>32\u2716\ufe0f4\u27978=16G<\/p>\n\n\n\n<p>\u4e5f\u5c31\u662f\u81f3\u5c11\u9700\u898116G\u5185\u5b58\uff0c\u5f53\u7136\u6211\u4eec\u8dd1\u6a21\u578b\u4e0d\u4ec5\u6a21\u578b\u9700\u8981\u5185\u5b58\uff0c\u63a8\u7406\u5f15\u64ce\u4ee5\u53ca\u56fe\u5f62\u754c\u9762\u7b49\u7b49\u4e5f\u9700\u8981\u3002\u6700\u7ec8\u6362\u7b97\u4e0b\u6765\uff0c\u5c31\u4f1a\u662f\u8fd9\u6837\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u6a21\u578b\u89c4\u6a21<\/strong><\/th><th><strong>4-bit \u5b9e\u9645\u5360\u7528 (VRAM)<\/strong><\/th><th><strong>32G \u5185\u5b58\u5269\u4f59\u60c5\u51b5<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>9B<\/strong><\/td><td>~6 GB<\/td><td>\u8f7b\u677e<\/td><\/tr><tr><td><strong>14B<\/strong><\/td><td>~10 GB<\/td><td>\u4f53\u9a8c\u597d<\/td><\/tr><tr><td><strong>32B<\/strong><\/td><td><strong>~20 GB<\/strong><\/td><td>\u6781\u9650<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5f53\u7136\uff0c\u8bf7\u6ce8\u610f\uff1a\u5728\u5b9e\u9645\u8fd0\u884c\u4e2d\uff0c<strong>KV Cache\uff08\u4e0a\u4e0b\u6587\u7f13\u5b58\uff09<\/strong>&nbsp;\u5f80\u5f80\u4f1a\u968f\u7740\u5bf9\u8bdd\u589e\u957f\u989d\u5916\u5403\u6389\u6570 GB \u5185\u5b58\uff0c\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48 32B \u6a21\u578b\u5728 32G \u5185\u5b58\u4e0a\u662f\u201c\u4e34\u754c\u70b9\u201d\u7684\u539f\u56e0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 Token\/s\u4e0e\u5185\u5b58\u5e26\u5bbd<\/h3>\n\n\n\n<p>\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u3001\u4f4d\u6df1\u548c\u7535\u8111\u5185\u5b58\u5927\u5c0f\u51b3\u5b9a\u4e86\u6a21\u578b\u80fd\u4e0d\u80fd\u8dd1\u8d77\u6765\u3002\u4f46\u51b3\u5b9a\u6a21\u578b\u8dd1\u5f97\u5feb\u4e0d\u5feb\uff0c\u6709\u4e00\u4e2a\u91cd\u8981\u56e0\u7d20\uff0c\u5c31\u662f\u5185\u5b58\u5e26\u5bbd\u3002\u6bd4\u5982\u6211\u7684Mac mini\uff0c\u7528\u7684\u662f\u6807\u51c6\u7248M4\u82af\u7247\uff0c\u5185\u5b58\u5e26\u5bbd\u662f120GB\/s\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u53ef\u4ee5\u7b80\u5355\u505a\u4e00\u4e2a\u7684\u8ba1\u7b97\u516c\u5f0f\uff1a<\/p>\n\n\n\n<p>\u63a8\u7406\u901f\u5ea6\uff08Tokens\/s\uff09=\u5185\u5b58\u5e26\u5bbd\u2797\u6a21\u578b\u8fd0\u884c\u7684\u5b9e\u9645\u5927\u5c0f<\/p>\n\n\n\n<p>\u6211\u4eec\u518d\u770b\u521a\u624d\u7684\u8868\u683c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u6a21\u578b\u89c4\u6a21<\/strong><\/th><th><strong>4-bit \u5b9e\u9645\u5360\u7528 (VRAM)<\/strong><\/th><th>\u63a8\u7406\u901f\u5ea6\uff08Tokens\/s\uff09<\/th><\/tr><\/thead><tbody><tr><td><strong>9B<\/strong><\/td><td>~6 GB<\/td><td>20<\/td><\/tr><tr><td><strong>14B<\/strong><\/td><td>~10 GB<\/td><td>12<\/td><\/tr><tr><td><strong>32B<\/strong><\/td><td><strong>~20 GB<\/strong><\/td><td>6<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u9996\u5148\u8bf4\u660e\uff0c\u8fd9\u53ea\u662f\u7b80\u5355\u7c7b\u6bd4\u3002\u5728\u5b9e\u9645\u8fd0\u884c\u4e2d\uff0c\u63a8\u7406\u901f\u5ea6\u4f1a\u53d7\u5230\u8ba1\u7b97\u5355\u5143\u3001KV\u7f13\u5b58\u8bbf\u95ee\u6a21\u5f0f\u3001Batch Size\uff08\u6279\u5927\u5c0f\uff09\u3001\u5e76\u53d1\u6570\u3001\u6846\u67b6\u4f18\u5316\u4ee5\u53ca\u7f13\u5b58\u547d\u4e2d\u7387\u7b49\u7b49\u591a\u949f\u56e0\u7d20\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u53ea\u662f\u53ef\u4ee5\u7c97\u7565\u7406\u89e3\u4e3a\uff1a\u6a21\u578b\u8d8a\u5927\uff0c\u5360\u7528\u5185\u5b58\u8d8a\u591a\uff0c\u5bf9\u5185\u5b58\u5e26\u5bbd\u7684\u538b\u529b\u8d8a\u5927\uff0c\u63a8\u7406\u901f\u5ea6\u901a\u5e38\u4f1a\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\uff0c\u5f53\u6211\u4eec\u60f3\u7528Mac\u7535\u8111\u90e8\u7f72\u672c\u5730AI\u6a21\u578b\uff0c\u5c31\u8981\u8003\u8651\u4e24\u4e2a\u56e0\u7d20\uff1aM\u82af\u7247\u7684\u7248\u672c\u4ee5\u53ca\u5185\u5b58\u7684\u5927\u5c0f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u8fd0\u884c\u903b\u8f91\u548c\u7a20\u5bc6\u7a0b\u5ea6<\/h3>\n\n\n\n<p>\u6211\u4eec\u770bQwen3.5-35B-A3B\u8fd9\u4e2a\u6a21\u578b\uff0c35B\u662f\u6a21\u578b\u7684\u7269\u7406\u89c4\u6a21\uff0c\u90a3A3B\u4ee3\u8868\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p>\u5728\u8fd9\u91cc\uff0cA\u5c31\u662f\u82f1\u6587\uff1aactivate\uff0c\u6fc0\u6d3b\u7684\u610f\u601d\u3002<\/p>\n\n\n\n<p>\u4e5f\u5c31\u662f\u8bf4\uff1a\u867d\u7136\u8fd9\u4e2a\u6a21\u578b\u603b\u5927\u5c0f\u662f35B\uff0c\u4f46\u6bcf\u6b21\u5bf9\u8bdd\u53ea\u6267\u884c\u5176\u4e2d3B\u53c2\u6570\u6765\u63a8\u7406\u3002\u76f8\u5f53\u4e8e\u8fd9\u4e2a\u4f60\u7528\u7684\u6a21\u578b\u667a\u529b\u662f35B\uff0c\u4f46\u5b9e\u9645\u53ea\u67093B\u6700\u6709\u5173\u8054\u7684\u53c2\u6570\u5728\u8fd0\u884c\u3002<\/p>\n\n\n\n<p>\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u4e2a\u62e5\u6709 350 \u4ebf\u77e5\u8bc6\u50a8\u5907\u7684\u2018\u4e13\u5bb6\u5e93\u2019\uff0c\u4f46\u5728\u4f60\u95ee\u5177\u4f53\u95ee\u9898\u65f6\uff0c\u5b83\u53ea\u4f1a\u6d3e\u51fa\u6700\u4e13\u4e1a\u7684 30 \u4ebf\u53c2\u6570\u2018\u4e13\u5bb6\u2019\u3002\u65e2\u4fdd\u7559\u4e86\u5927\u6a21\u578b\u7684\u5927\u8111\uff0c\u53c8\u62e5\u6709\u5c0f\u6a21\u578b\u7684\u8bed\u901f\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\uff0c\u8fd9\u5c31\u662f\u6211\u521a\u63a5\u89e6\u6a21\u578b\u65f6\uff0c\u7136\u540e\u56f0\u60d1\u7684\u4e00\u4e2a\u53c2\u6570\uff1a\u6a21\u578b\u7a20\u5bc6\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p>\u4e5f\u5c31\u662f\u6a21\u578b\u53c2\u6570\u5206\u4e3a\u5168\u91cf\u63a8\u7406\u7684\u7a20\u5bc6\u6a21\u578b\uff08Dense\uff09\uff0c\u4ee5\u53ca\u53ea\u6709\u5c11\u91cf\u76f8\u5173\u53c2\u6570\u53c2\u4e0e\u63a8\u7406\u7684\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\uff08MoE\uff09\u3002<\/p>\n\n\n\n<p>\u4e24\u7c7b\u6a21\u578b\u65e0\u597d\u574f\u4e4b\u5206\uff0c\u7a20\u5bc6\u6a21\u578b\u901a\u5e38\u5728\u7a33\u5b9a\u6027\u548c\u4e00\u81f4\u6027\u4e0a\u66f4\u597d\uff0c\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\u5728\u63a8\u7406\u6548\u7387\u548c\u6269\u5c55\u6027\u4e0a\u66f4\u6709\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u53ea\u4e0d\u8fc7\uff0c\u5bf9\u4e8e\u6211\u4eec\u8fd9\u79cd\u5bb6\u7528\u7535\u8111\u4ee5\u53ca\u65e5\u5e38\u9700\u6c42\u6765\u8bf4\uff0c\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\u4f1a\u66f4\u9002\u5408\u4e00\u4e9b\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u5728\u6807\u51c6\u7248\u7684M4\u82af\u7247\u4e0a\uff0c35B-A3B\u7684\u7406\u8bba\u63a8\u7406\u901f\u5ea6\u662f\u591a\u5c11\uff1f<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u6a21\u578b\u89c4\u6a21<\/strong><\/th><th><strong>4-bit \u5b9e\u9645\u5360\u7528 (VRAM)<\/strong><\/th><th>\u63a8\u7406\u901f\u5ea6\uff08Tokens\/s\uff09<\/th><\/tr><\/thead><tbody><tr><td><strong>9B<\/strong><\/td><td>~6 GB<\/td><td>20<\/td><\/tr><tr><td><strong>14B<\/strong><\/td><td>~10 GB<\/td><td>12<\/td><\/tr><tr><td><strong>32B<\/strong><\/td><td><strong>~20 GB<\/strong><\/td><td>6<\/td><\/tr><tr><td>35B-A3B<\/td><td>\uff5e20-24GB<\/td><td>80<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u4fdd\u62a4\u4e0b\u81ea\u5df1\uff0c\u4ecd\u7136\u505a\u4e00\u4e2a\u8865\u5145\u8bf4\u660e\uff1a\u6211\u867d\u7136\u8fd8\u662f\u7528A3B\u7684\u5927\u5c0f\u6765\u8ba1\u7b97\u901f\u5ea6\uff0c\u4f46\u5bf9\u4e8eMoE\u6a21\u578b\u6765\u8bf4\uff0c\u6fc0\u6d3b3B\u53c2\u6570\uff0c\u4e0d\u7b49\u4e8e\u8fd0\u884c\u65f6\u5c31\u662f3B\u6a21\u578b\u7684\u901f\u5ea6\u3002\u5176\u4e2d\u8fd8\u4f1a\u53d7\u8def\u7531\u5f00\u9500\u3001\u5185\u5b58\u8bbf\u95ee\u3001KV\u7f13\u5b58\u7b49\u56e0\u7d20\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u5927\u5bb6\u53ef\u4ee5\u8bb0\u4e00\u4e0b\u8fd9\u4e2a80Tokens\/s\uff0c\u4e00\u4f1a\u5728oMLX\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4f1a\u53d1\u73b0\uff0c\u5355\u7ebf\u7a0b\u4efb\u52a1\u53ea\u670947\uff0c\u800c8\u7ebf\u7a0b\u8fde\u7eed\u6279\u5904\u7406\u4efb\u52a1\u4f1a\u9ad8\u8fbe93\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u4e4b\u6240\u4ee5\u5982\u6b64\uff0c\u4e00\u65b9\u9762\u4f53\u73b0\u4e86Qwen3.5-35B-A3B\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\u5728\u591a\u4efb\u52a1\u63a8\u7406\u65b9\u9762\u6709\u66f4\u5927\u7684\u53d1\u6325\u7a7a\u95f4\uff0c\u53e6\u4e00\u65b9\u9762\u4f53\u73b0\u51faoMLX\u72ec\u6709\u7684SSD KV\u7f13\u5b58\u6280\u672f\u4f18\u52bf\u3002\u5f53\u7136\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u50cfM4\u82af\u7247\u7684L2\u7ea7\u7f13\u5b58\u7b49\u7b49\u56e0\u7d20\u90fd\u6ca1\u6709\u8003\u8651\uff0c\u4e5f\u4f1a\u5bfc\u81f4\u6570\u636e\u6709\u6240\u51fa\u5165\u3002<\/p>\n\n\n\n<p>\u6211\u89c9\u5f97\uff0c\u521a\u63a5\u89e6\u7684\u670b\u53cb\u53ef\u4ee5\u5148\u5efa\u7acb\u4e00\u4e2a\u7535\u8111\u914d\u7f6e\u4e0e\u6a21\u578b\u53c2\u6570\u7684\u7b80\u5355\u6362\u7b97\u5173\u7cfb\u3002\u6709\u9700\u8981\uff0c\u518d\u53bb\u82b1\u65f6\u95f4\u6df1\u5165\u7814\u7a76\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.4 \u90e8\u7f72\u6846\u67b6\u4e0e\u63a8\u7406\u5f15\u64ce<\/h3>\n\n\n\n<p>\u5728\u524d\u9762\uff0c\u6211\u4eec\u9009\u5bf9\u7535\u8111\u3001\u9009\u5bf9\u6a21\u578b\u3002\u540c\u6837\uff0c\u9009\u5bf9\u6a21\u578b\u7684\u90e8\u7f72\u6846\u67b6\u548c\u63a8\u7406\u5de5\u5177\uff08\u5f15\u64ce\uff09\u4e5f\u5f88\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8eQwen3.5-35B-A3B\u6a21\u578b\uff0c\u6211\u4f7f\u7528\u4e86\u4e24\u79cd\u90e8\u7f72\u6846\u67b6\uff0c\u8ba9\u5927\u5bb6\u53ef\u4ee5\u76f4\u89c2\u611f\u53d7\u7531\u6b64\u5bf9\u63a8\u7406\u901f\u5ea6\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u79cd\u662f\u57fa\u4e8eGGUF\u901a\u7528\u683c\u5f0f\u7684llama.cpp\uff0c\u6211\u7528\u4e86\u5927\u5bb6\u6700\u5e38\u7528\u7684ollama\u6765\u4e0b\u8f7d\uff0c\u540c\u65f6\u7528Anything LLM\u6765\u52a0\u8f7d\uff0c\u65b9\u4fbf\u5c55\u793a\u76f8\u5173\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u79cd\u662f\u5bf9Apple 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\u5728\u8ba1\u7b97\u65f6\u9700\u8981\u9891\u7e41\u8fdb\u884c\u2018\u975e\u6807\u51c6\u4f4d\u5bbd\u2019\u7684\u8f6c\u6362\uff0c\u8fd9\u79cd<strong>\u89e3\u538b\u5f00\u9500<\/strong>\u5728\u975e\u539f\u751f\u652f\u6301\u7684\u6846\u67b6\u4e0b\u4f1a\u663e\u8457\u62d6\u7d2f\u901f\u5ea6<\/p>\n\n\n\n<p>MLX\u5219\u662fINT4\uff08\u5168\u91cf4-bit\uff09\uff0c\u53ef\u4ee5\u8ba9Apple M\u82af\u7247\u76f4\u63a5\u8c03\u7528\u6a21\u578b\u53c2\u6570\uff0c\u65e0\u9700\u201c\u5bfb\u627e\u201d\u548c\u201c\u7ffb\u8bd1\u201d\u3002\u5b83\u53ef\u4ee5\u8ba9Mac\u7535\u8111\u8fd0\u884c\u6a21\u578b\u65f6\uff0c\u5185\u5b58\u8bbf\u95ee\u6548\u7387\u66f4\u9ad8\uff0c\u8c03\u5ea6\u4e5f\u66f4\u8d34\u5408M\u82af\u7247\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e5f\u662fMac\u7535\u8111\u4e3a\u4ec0\u4e48\u8981\u9996\u9009MLX\u6a21\u578b\u7684\u539f\u56e0\u4e4b\u4e00\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u6a21\u578b\u90e8\u7f72\u5bf9\u6bd4\u6d4b\u8bd5<\/h2>\n\n\n\n<p>\u5728\u8fd9\u6b21\u5bf9\u6bd4\u6d4b\u8bd5\u4e2d\uff0c\u6211\u56db\u4e2a\u63a8\u7406\u5de5\u5177\uff0c\u5206\u522b\u662fOllama\u3001Anything LLM\u3001LM Studio\u548coMLX\u3002<\/p>\n\n\n\n<p>\u4e0b\u8f7d\u7684\u6a21\u578b\u6709\u4e24\u4e2a\uff0c\u5206\u522b\u662fGGUF\u548cMLX\u7684Qwen3.5-35B-A3B 4-bit\u3002<\/p>\n\n\n\n<p>\u6d4b\u8bd5\u7684\u95ee\u9898\u4e3b\u8981\u5206\u4e09\u4e2a\u65b9\u9762\uff1a\u751f\u6210\u901f\u5ea6\u6d4b\u8bd5\u3001\u9996\u5b57\u54cd\u5e94\u6d4b\u8bd5\u548c\u591a\u8f6e\u91cd\u8f7d\u6d4b\u8bd5\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u6211\u4f1a\u8865\u5145\u4e00\u4e2a\u6d4b\u8bd5\uff0c\u7531\u4e8e\u6211\u9009\u62e9\u672c\u5730\u90e8\u7f72\u6a21\u578b\u7684\u76ee\u7684\u4e4b\u4e00\uff0c\u5c31\u662f\u4f7f\u7528OpenClaw\u3002\u6240\u4ee5\uff0c\u5c31\u5bf9\u6bd4\u4e0bQwen3.5-35B\u4e0eQwen3-Coder-30B\uff0c\u5982\u679c\u4f60\u548c\u6211\u4e00\u6837\uff0c\u60f3\u7528OpenClaw\u5f00\u53d1\u7f51\u9875\u6216\u8005\u5e94\u7528\u7a0b\u5e8f\uff0c\u6216\u8bb8\u4e13\u653b\u7f16\u7a0b\u7c7b\u7684\u6a21\u578b\u4f1a\u66f4\u597d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u751f\u6210\u901f\u5ea6\u6d4b\u8bd5**(Tokens\/s)**<\/h3>\n\n\n\n<p><strong>\u6d4b\u8bd5\u65b9\u6cd5<\/strong>\uff1a\u7ed9\u5b83\u4eec\u53d1\u9001\u540c\u4e00\u4e2a\u590d\u6742\u7684 Prompt\uff08\u4f8b\u5982\uff1a\u201c\u8bf7\u7528 Python \u5199\u4e00\u4e2a\u5b8c\u6574\u7684\u8d2a\u5403\u86c7\u6e38\u620f\uff0c\u5e76\u8be6\u7ec6\u52a0\u6ce8\u91ca\u201d\uff09\uff0c\u89c2\u5bdf\u540e\u53f0\u6253\u5370\u7684\u751f\u6210\u901f\u5ea6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ollama: 15.42 t\/s<\/li>\n\n\n\n<li>LM Studio: 35.06 t\/s<\/li>\n\n\n\n<li>oMLX: 35.70 t\/s<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2\uff1a\u9996\u5b57\u54cd\u5e94\u65f6\u95f4 \/ \u63d0\u793a\u8bcd\u5904\u7406 (TTFT \/ Prefill)<\/strong><\/h3>\n\n\n\n<p><strong>\u6d4b\u8bd5\u65b9\u6cd5<\/strong>\uff1a\u5c06\u4e00\u7bc7 \u5927\u69825000 \u5b57\u7684\u957f\u6587\u6863\u53d1\u7ed9\u5b83\u4eec\uff0c\u8981\u6c42\u603b\u7ed3\u3002\u8ba1\u7b97\u4ece\u201c\u6309\u4e0b\u56de\u8f66\u201d\u5230\u201c\u5410\u51fa\u7b2c\u4e00\u4e2a\u5b57\u201d\u7b49\u5f85\u7684\u79d2\u6570\u3002 \u7406\u8bba\u4e0a\uff0c\u8fd9\u8f6e\u6d4b\u8bd5\u5e94\u8be5\u662fMLX\u5360\u4f18\uff0c\u5927\u5bb6\u53ef\u4ee5\u611f\u53d7\u4e0b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LM Studio: \u7565<\/li>\n\n\n\n<li>oMLX: \u7565<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3 Agent \u591a\u8f6e\u91cd\u8f7d\u6d4b\u8bd5 (Reprefill \/ \u8bb0\u5fc6\u6d4b\u8bd5)<\/strong><\/h3>\n\n\n\n<p><strong>\u6d4b\u8bd5\u65b9\u6cd5<\/strong>\uff1a\u4f7f\u7528\u9644\u5f55\u4e2d\u7684\u300a\u6807\u51c6 10 \u8f6e\u9ad8\u538b\u6d4b\u8bd5\u5267\u672c\u300b<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u662f\u4e00\u4e2a\u6a21\u62df OpenClaw \u6301\u7eed\u6572\u4ee3\u7801\u7684\u573a\u666f\u3002<\/li>\n\n\n\n<li>\u8bf7\u5728\u4e00\u4e2a<strong>\u5168\u65b0\u7684\u5bf9\u8bdd\u6846<\/strong>\u4e2d\uff0c\u4f9d\u6b21\u53d1\u9001\u4ee5\u4e0b 10 \u4e2a \u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u524d 9 \u8f6e\u4e0d\u9700\u8981\u5728\u610f\u5b83\u7684\u56de\u7b54\u5185\u5bb9\uff0c\u8010\u5fc3\u7b49\u5b83\u751f\u6210\u5b8c\u5373\u53ef\uff08\u8fd9\u51e0\u8f6e\u4f1a\u8fc5\u901f\u5403\u6389\u5927\u7ea6 10\u4e07\u5de6\u53f3 Token \u7684\u4e0a\u4e0b\u6587\uff09\u3002<\/li>\n\n\n\n<li><strong>\u26a0\ufe0f \u91cd\u70b9\u5728\u7b2c 10 \u8f6e\uff01<\/strong> \u5728\u53d1\u9001\u7b2c 10 \u4e2a Prompt \u7684\u77ac\u95f4\uff0c\u7acb\u523b\u6309\u4e0b\u4f60\u7684\u79d2\u8868\uff0c\u76f4\u5230\u5b83\u5c4f\u5e55\u4e0a<strong>\u5410\u51fa\u7b2c\u4e00\u4e2a\u5b57<\/strong>\uff0c\u8bb0\u5f55\u4e0b\u8fd9\u4e2a\u65f6\u95f4\u5dee\uff08TTFT\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u8fd9\u8f6e\u6d4b\u8bd5\u4e2d\uff0c\u9664\u4e86\u53bb\u770b10\u4e2a\u95ee\u9898\u7684\u751f\u6210\u901f\u5ea6\uff1b\u53e6\u5916\u8981\u53bb\u770b\u770bToken\u7684\u7f13\u5b58\u6570\u91cf\u548c\u7f13\u5b58\u6548\u7387\u3002\u4ec5\u4ec510\u4e2a\u95ee\u9898\u540e\uff0c\u5c31\u5df2\u7ecf\u670914\u4e07Token\uff0c\u7f13\u5b58\u4e8611\u4e07Token\u3002\u8fd9\u76f8\u5f53\u4e8e\u7528\u786c\u76d8\u7a7a\u95f4\u66ff\u4ee3\u5185\u5b58\uff0c\u7701\u4e0b\u4e861\uff5e3G\u7684\u7a7a\u95f4\u3002\u3010<strong>\u6a21\u578b\u53c2\u6570\u91cf\u8d8a\u5927\u3001\u91cf\u5316\u4f4d\u6570\u8d8a\u9ad8\uff08\u7cbe\u5ea6\u8d8a\u9ad8\uff09<\/strong>\uff0c\u52a0\u8f7d\u6a21\u578b\u6240\u9700\u7684\u7a7a\u95f4\u4ee5\u53ca\u5904\u7406\u76f8\u540c\u6570\u91cf Token \u4ea7\u751f\u7684\u52a8\u6001\u7f13\u5b58\u7a7a\u95f4\u90fd\u4f1a<strong>\u66f4\u5927<\/strong>\u3002\u3011<\/p>\n\n\n\n<p>\u8fd9\u91cc\u5927\u5bb6\u8981\u4e86\u89e3\u4e00\u4e0b\uff0c\u56fa\u6001\u786c\u76d8\u7684\u901f\u5ea6\u662f\u6162\u4e8e\u5185\u5b58\uff0c\u5c3d\u91cf\u56fa\u6001\u786c\u76d8\u8282\u7701\u4e86\u5b9d\u8d35\u7684\u5185\u5b58\u7a7a\u95f4\uff0c\u4f46\u5374\u4f1a\u727a\u7272\u4e00\u70b9\u70b9\u63a8\u7406\u901f\u5ea6\u3002\u4e0d\u8fc7\uff0c\u5728\u591a\u8f6e\u7684\u957f\u7ebf\u95ee\u7b54\u4e2d\uff0c\u80fd\u8ba9\u7cfb\u7edf\u8fd0\u8425\u5f97\u66f4\u52a0\u7a33\u5b9a\uff0c\u663e\u7136\u662f\u66f4\u5212\u7b97\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.4 oMLX\u8fde\u7eed\u6279\u5904\u7406\u57fa\u51c6\u6d4b\u8bd5<\/h3>\n\n\n\n<p><strong>\u6d4b\u8bd5\u65b9\u6cd5<\/strong>\uff1a\u5728oMlx\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u6d4b\u8bd5Qwen3.5-35B-A3B\u6a21\u578b\u7684\u5e76\u53d1\u4efb\u52a1\u63a8\u7406\u901f\u5ea6<\/p>\n\n\n\n<p>\u8fd9\u8f6e\u5e76\u53d1\u6d4b\u8bd5\u4e2d\uff0c\u5927\u5bb6\u4e0d\u4ec5\u8981\u770bToken\u751f\u6210\u901f\u5ea6\uff0c\u540c\u6837\u8981\u770b\u4e0b\u9996\u5b57\u751f\u6210\u65f6\u95f4\u3002<\/p>\n\n\n\n<p>\u5bf9\u6211\u8fd9\u53f032G\u7684\u6807\u51c6\u7248M4\u6765\u8bf4\uff0c2X\uff0ctg TPS\u4e3a72.1 tok\/s\uff0c\u5e73\u5747TTFT\u4e3a4933.2ms\uff0c\u5c31\u662f\u4e00\u4e2a\u7406\u60f3\u7684\u72b6\u6001\u3002\u5982\u679c\u5230\u4e864X\uff0c\u5e73\u5747TTFT\u5c31\u5230\u4e869664.7ms\uff0c\u6709\u70b9\u5f97\u4e0d\u507f\u5931\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.5 \u63a8\u7406\u6a21\u578b\u771f\u7684\u597d\u5417<\/strong><\/h3>\n\n\n\n<p><strong>\u6d4b\u8bd5\u65b9\u6cd5<\/strong>\uff1a\u7528Qwen3-Coder-30B\u6d4b\u8bd5\u7b2c\u4e00\u8f6e\u95ee\u9898\u7684\u901f\u5ea6<\/p>\n\n\n\n<p>\u6700\u540e\u8865\u5145\u4e00\u53e5\uff0c\u867d\u7136\u4eca\u5929\u6211\u4eec\u7528 <code>35B \u901a\u7528\u7248<\/code> \u505a\u4e86\u6d4b\u901f\uff0c\u4f46\u5982\u679c\u4f60\u548c\u6211\u4e00\u6837\uff0c\u662f\u60f3\u5728\u672c\u5730\u8dd1 OpenClaw \u6765\u81ea\u52a8\u5316\u5199\u4ee3\u7801\uff0c\u90a3\u6211\u5f3a\u70c8\u63a8\u8350\u4f60\u628a\u6a21\u578b\u6362\u6210 <strong><code>Qwen3-Coder-30B-A3B (MLX\u7248)<\/code><\/strong>\u3002 \u901a\u7528\u6a21\u578b\u6587\u7b14\u597d\uff0c\u4f46\u5076\u5c14\u4f1a\u7ed9\u9519 JSON \u683c\u5f0f\u8ba9 Agent \u5d29\u6e83\uff1b\u800c Coder \u6a21\u578b\u5c31\u662f\u6ca1\u6709\u611f\u60c5\u7684\u4ee3\u7801\u673a\u5668\uff0c\u5b83\u5728 OpenClaw \u91cc\u7edd\u5bf9\u4e0d\u4f1a\u7ffb\u8f66\u3002<\/p>\n\n\n\n<h2 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