{"id":684,"date":"2026-08-06T20:03:26","date_gmt":"2026-08-06T12:03:26","guid":{"rendered":"http:\/\/www.tantan.ink\/index.php\/2026\/08\/06\/mac-%e6%9c%ac%e5%9c%b0-ai-%e5%85%a8%e5%ae%b6%e6%a1%b6%ef%bc%8c%e7%9c%9f%e4%b8%8d%e7%94%a8%e5%86%99%e4%b8%80%e8%a1%8c%e5%91%bd%e4%bb%a4%ef%bc%9f\/"},"modified":"2026-08-06T20:03:26","modified_gmt":"2026-08-06T12:03:26","slug":"mac-%e6%9c%ac%e5%9c%b0-ai-%e5%85%a8%e5%ae%b6%e6%a1%b6%ef%bc%8c%e7%9c%9f%e4%b8%8d%e7%94%a8%e5%86%99%e4%b8%80%e8%a1%8c%e5%91%bd%e4%bb%a4%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.tantan.ink\/index.php\/2026\/08\/06\/mac-%e6%9c%ac%e5%9c%b0-ai-%e5%85%a8%e5%ae%b6%e6%a1%b6%ef%bc%8c%e7%9c%9f%e4%b8%8d%e7%94%a8%e5%86%99%e4%b8%80%e8%a1%8c%e5%91%bd%e4%bb%a4%ef%bc%9f\/","title":{"rendered":"Mac \u672c\u5730 AI \u5168\u5bb6\u6876\uff0c\u771f\u4e0d\u7528\u5199\u4e00\u884c\u547d\u4ee4\uff1f"},"content":{"rendered":"<p>\u6700\u8fd1 GitHub \u4e0a\u53c8\u5192\u51fa\u4e00\u4e2a macOS \u672c\u5730 AI 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srcset=\"https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-chat-tab.png 1468w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-chat-tab-300x300.png 300w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-chat-tab-1024x1020.png 1024w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-chat-tab-150x150.png 150w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-chat-tab-768x765.png 768w\" sizes=\"auto, (max-width: 1468px) 100vw, 1468px\" \/><\/p>\n<p>\u652f\u6301\u7684\u6a21\u578b\u8303\u56f4\u633a\u5e7f\uff1aQwen\u3001Llama\u3001Mistral\u3001Gemma\u3001Phi\u3001DeepSeek \u8fd9\u4e9b\u5e38\u89c1\u5bb6\u65cf\u90fd\u80fd\u8dd1\uff0c\u89c6\u89c9\u6a21\u578b\u6709 Qwen-VL\u3001LLaVA\u3001Pixtral\uff0c\u6587\u751f\u56fe\u652f\u6301 Flux Schnell \/ Dev \u548c Z-Image Turbo\uff0cTTS \u7528 Kokoro\uff0cWhisper \u505a\u8f6c\u5199\u3002\u4f5c\u4e3a\u4e00\u4e2a\u672c\u5730\u542f\u52a8\u5668\uff0c\u8986\u76d6\u9762\u786e\u5b9e\u591f\u5168\u3002<\/p>\n<p>\u5de5\u7a0b\u5c42\u9762\u4e5f\u6709\u51e0\u4e2a\u4eae\u70b9\uff1a<\/p>\n<ul>\n<li>\u8fde\u7eed\u6279\u5904\u7406 + PagedAttention\uff0c\u672c\u5730\u7aef\u4e0d\u591a\u89c1<\/li>\n<li>KV Cache \u91cf\u5316\u548c\u524d\u7f00\u7f13\u5b58\uff0c\u5bf9 16GB \u5185\u5b58\u53cb\u597d<\/li>\n<li>\u540c\u65f6\u517c\u5bb9 OpenAI\u3001Anthropic\u3001Ollama \u4e09\u79cd API \u683c\u5f0f<\/li>\n<li>\u5de5\u5177\u8c03\u7528\u3001\u63a8\u7406\u6a21\u578b\u3001\u4f1a\u8bdd\u7ba1\u7406\u90fd\u5e26\u4e0a\u4e86<\/li>\n<\/ul>\n<p>\u6700\u8ba9\u6211\u611f\u5174\u8da3\u7684\u662f\u5b83\u652f\u6301<strong>\u5206\u5e03\u5f0f\u63a8\u7406<\/strong>\uff1a\u7528 Thunderbolt 5\u3001\u4ee5\u592a\u7f51\u6216 WiFi \u628a\u591a\u53f0 Mac \u4e32\u8d77\u6765\u8dd1\u4e00\u4e2a\u6a21\u578b\u3002\u6211\u6ca1\u6709\u4e24\u53f0 Mac \u53ef\u8bd5\uff0c\u7406\u8bba\u4e0a\u8fd9\u4e2a\u65b9\u5411\u5bf9\u6709\u5de5\u4f5c\u5ba4\u6216\u673a\u623f\u7684\u4eba\u6765\u8bf4\u6bd4\u5355\u673a\u4e0a\u9650\u9ad8\u5f97\u591a\u3002<\/p>\n<h2>JANG \u91cf\u5316\uff1a\u770b\u7740\u5f88\u731b\uff0c\u4f46\u6211\u5b58\u7591<\/h2>\n<p>\u4ed3\u5e93\u91cc\u53cd\u590d\u63d0\u5230 JANG \u91cf\u5316\uff0c\u8bf4\u5728 MiniMax M2.5 \u4e0a\uff0c2-bit \u7684 JANG_2L \u80fd\u505a\u5230 74% MMLU\uff0c\u800c MLX 4-bit \u53ea\u6709 26.5%\u3002\u8fd9\u4e2a\u6570\u636e\u592a\u53cd\u76f4\u89c9\u4e86\u2014\u2014\u901a\u5e38 2-bit \u80fd\u628a\u6a21\u578b\u538b\u5230\u53ef\u7528\u5c31\u4e0d\u9519\uff0c\u53cd\u8d85 4-bit \u5feb\u4e09\u500d\u7684\u4e8b\u60c5\u4e0d\u5e38\u89c1\u3002<\/p>\n<p>\u5b98\u65b9\u89e3\u91ca\u662f JANG \u7528\u4e86\u81ea\u9002\u5e94\u6df7\u5408\u7cbe\u5ea6\uff0c\u5173\u952e\u5c42\u4fdd\u7559\u9ad8\u4f4d\u5bbd\uff0c\u5176\u4ed6\u5c42\u538b\u4f4e\u3002\u8fd9\u4e2a\u601d\u8def\u5408\u7406\uff0c\u4f46\u5b9e\u9645\u6548\u679c\u9700\u8981\u7b2c\u4e09\u65b9\u590d\u73b0\u3002\u6211\u5728\u6587\u7ae0\u91cc\u5148\u628a\u5b83\u6807\u4e3a<strong>\u5f85\u9a8c\u8bc1<\/strong>\uff0c\u4e0d\u6253\u7b97\u62ff\u6765\u5f53\u5356\u70b9\u5439\u3002\u5982\u679c\u6211\u81ea\u5df1\u540e\u9762\u8dd1\u901a 35B-A3B \u7684 8bit \u91cf\u5316\u7248\uff0c\u518d\u62ff\u5b83\u6765\u6a2a\u5411\u5bf9\u6bd4\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-681\" src=\"\/wp-content\/uploads\/2026\/08\/mlxstudio-image-tab.png\" alt=\"MLX Studio \u56fe\u50cf\u751f\u6210\u9762\u677f\" width=\"1458\" height=\"1438\" srcset=\"https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-image-tab.png 1458w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-image-tab-300x296.png 300w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-image-tab-1024x1010.png 1024w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-image-tab-768x757.png 768w\" sizes=\"auto, (max-width: 1458px) 100vw, 1458px\" \/><\/p>\n<h2>16GB \u5185\u5b58\u80fd\u73a9\u4ec0\u4e48\uff1f<\/h2>\n<p>\u6309\u5b98\u65b9\u8981\u6c42\uff0c8GB \u8d77\u8df3\uff0c16GB \u63a8\u8350\u3002\u4ee5\u6211\u5e73\u65f6\u672c\u5730\u8dd1\u6a21\u578b\u7684\u7ecf\u9a8c\uff0c16GB \u5b9e\u9645\u80fd\u7a33\u5b9a\u8dd1\u7684\u8fb9\u754c\u5927\u6982\u662f\uff1a<\/p>\n<ul>\n<li>\u6587\u672c\u5bf9\u8bdd\uff1a7B-8B \u7684 4bit \u91cf\u5316\u7248\uff0c\u6d41\u7545<\/li>\n<li>\u89c6\u89c9\u6a21\u578b\uff1a2B-4B \u7ea7\u522b\uff0c\u5355\u56fe\u5bf9\u8bdd\u591f\u7528<\/li>\n<li>\u6587\u751f\u56fe\uff1aFlux Schnell \u8fd9\u7c7b\u5c0f\u4f53\u79ef\u6a21\u578b\uff0c\u51fa\u56fe\u6162\u4f46\u80fd\u7528<\/li>\n<li>14B \u4ee5\u4e0a\uff1a\u5fc5\u987b\u4e0a\u66f4\u72e0\u7684\u91cf\u5316\uff0c\u6216\u5f00 Smelt \u90e8\u5206\u4e13\u5bb6\u52a0\u8f7d<\/li>\n<\/ul>\n<p>\u5b83\u6709\u4e2a Smelt \u6a21\u5f0f\uff0c\u53ef\u4ee5\u5728 MoE \u6a21\u578b\u91cc\u53ea\u52a0\u8f7d\u90e8\u5206\u4e13\u5bb6\u6765\u7701\u5185\u5b58\u3002\u4f46\u4ed3\u5e93\u4e5f\u660e\u8bf4\u4e86\uff0cSmelt \u548c VLM \u4e0d\u517c\u5bb9\uff0c\u89c6\u89c9\u5854\u6ca1\u63a5\u4e13\u5bb6\u52a0\u8f7d\u5668\uff0c\u6df7\u7528\u4f1a\u51fa\u5783\u573e\u8f93\u51fa\u3002\u8fd9\u79cd\u6807\u6ce8\u6bd4\u85cf\u7740\u6396\u7740\u5f3a\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-682\" src=\"\/wp-content\/uploads\/2026\/08\/mlxstudio-menu-bar.png\" alt=\"MLX Studio \u83dc\u5355\u680f\u6258\u76d8\" width=\"374\" height=\"332\" srcset=\"https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-menu-bar.png 374w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-menu-bar-300x266.png 300w\" sizes=\"auto, (max-width: 374px) 100vw, 374px\" \/><\/p>\n<h2>\u51e0\u4e2a\u8ba9\u6211\u72b9\u8c6b\u7684\u70b9<\/h2>\n<p>\u7b2c\u4e00\u4e2a\u8fd8\u662f\u4f53\u79ef\u3002Electron + \u81ea\u5e26 Python + \u6a21\u578b\u7f13\u5b58\uff0c\u957f\u671f\u7528\u4e0b\u6765\u786c\u76d8\u538b\u529b\u4e0d\u5c0f\u3002\u5b98\u65b9\u8bf4\u5e94\u7528\u672c\u4f53 500MB\uff0c\u4f46\u4e00\u4e2a 4bit 7B \u6a21\u578b\u5c31\u8981 4GB \u5de6\u53f3\uff0c\u6587\u751f\u56fe\u6a21\u578b\u8f7b\u677e 10GB \u8d77\u6b65\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u662f\u6210\u719f\u5ea6\u30028 \u6708\u521d\u7684 1.6.24 \u624d\u521a\u4fee\u590d DeepSeek-V4 \u957f\u65f6\u95f4\u751f\u6210\u4f1a\u89e6\u53d1 Metal buffer \u6570\u91cf\u4e0a\u9650\u7684\u5d29\u6e83\uff0c\u8bf4\u660e\u5927\u6a21\u578b\u4f18\u5316\u8fd8\u5728\u65e9\u671f\u3002issue \u5217\u8868\u91cc\u4e4b\u524d\u8fd8\u6709 max_tokens \u592a\u5c0f\u5bfc\u81f4\u8f93\u51fa\u4e3a\u7a7a\u3001lm_head \u7f13\u5b58\u6062\u590d\u7f3a\u9677\u8fd9\u7c7b\u95ee\u9898\uff0c\u4fee\u590d\u901f\u5ea6\u7b97\u5feb\uff0c\u4f46\u6838\u5fc3\u5f15\u64ce\u7684\u7a33\u5b9a\u6027\u8fd8\u9700\u8981\u51e0\u4e2a\u7248\u672c\u6c89\u6dc0\u3002<\/p>\n<p>\u7b2c\u4e09\u4e2a\u662f\u751f\u6001\u7ed1\u5b9a\u3002MLX \u53ea\u80fd\u5728 Apple Silicon \u4e0a\u8dd1\uff0c\u4f60\u624b\u91cc\u7684 Intel Mac \u6216 NAS \u90fd\u7528\u4e0d\u4e86\u3002\u5982\u679c\u5c06\u6765\u6362\u8bbe\u5907\uff0c\u8fd9\u5957\u5de5\u4f5c\u6d41\u4e0d\u4e00\u5b9a\u80fd\u5e26\u8d70\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-683\" src=\"\/wp-content\/uploads\/2026\/08\/mlxstudio-gguf-to-mlx.png\" alt=\"MLX Studio \u6a21\u578b\u8f6c\u6362\u4e0e\u91cf\u5316\u5de5\u5177\" width=\"1984\" height=\"1628\" srcset=\"https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-gguf-to-mlx.png 1984w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-gguf-to-mlx-300x246.png 300w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-gguf-to-mlx-1024x840.png 1024w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-gguf-to-mlx-768x630.png 768w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/mlxstudio-gguf-to-mlx-1536x1260.png 1536w\" sizes=\"auto, (max-width: 1984px) 100vw, 1984px\" \/><\/p>\n<h2>\u6211\u73b0\u5728\u4f1a\u600e\u4e48\u7528<\/h2>\n<p>\u6211\u4e0d\u4f1a\u7acb\u523b\u628a\u5b83\u8bbe\u6210\u4e3b\u529b\u3002\u76ee\u524d\u6211\u7684\u672c\u5730\u7ec4\u5408\u662f Ollama \/ llama.cpp \u8d70\u547d\u4ee4\u884c\u6216\u7b80\u5355 UI\uff0c\u7a33\u5b9a\u3001\u53ef\u63a7\u3001\u51fa\u4e86\u95ee\u9898\u77e5\u9053\u600e\u4e48\u62c6\u3002<\/p>\n<p>MLX Studio \u6211\u4f1a\u5148\u88c5\u5230\u673a\u5668\u4e0a\uff0c\u8dd1\u51e0\u4e2a 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