{"id":13294,"date":"2025-09-28T13:35:51","date_gmt":"2025-09-28T05:35:51","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=13294"},"modified":"2025-11-01T13:18:45","modified_gmt":"2025-11-01T05:18:45","slug":"framework-desktop","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/13294-framework-desktop","title":{"rendered":"Framework Desktop (AMD Ryzen AI Max+395) \u958b\u7bb1"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"645\" height=\"646\" data-attachment-id=\"13300\" data-permalink=\"https:\/\/ihower.tw\/blog\/13294-framework-desktop\/image-30\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-4.png\" data-orig-size=\"645,646\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-4-300x300.png\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-4.png\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-4.png\" alt=\"\" class=\"wp-image-13300\" style=\"width:440px;height:auto\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-4.png 645w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-4-300x300.png 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-4-150x150.png 150w\" sizes=\"auto, (max-width: 645px) 100vw, 645px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u9078\u9019\u53f0?<\/h3>\n\n\n\n<p>\u80fd\u5728\u672c\u5730\u81ea\u5bb6\u8dd1 LLM \u5927\u6a21\u578b\uff0c\u61c9\u8a72\u662f AI \u5de5\u7a0b\u5e2b\u7684\u5922\u60f3\u4e4b\u4e00\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<p>\u592a\u5c0f\u7684\u6a21\u578b\u4e0d\u5920\u5be6\u7528\uff0c\u56e0\u6b64\u4e00\u76f4\u6709\u5728\u95dc\u5fc3\u80fd\u8dd1\u7684\u52d5 70B \u7684\u6a5f\u5668\u3002\u5728 2025 \u5e74\u4e2d\u7814\u7a76\u4e86\u4e00\u4e0b\u500b\u4eba\u7528\u7684 AI \u5de5\u4f5c\u7ad9\u96fb\u8166\uff0c\u5728\u300c128 GB RAM + 2TB SSD\u300d\u7684\u689d\u4ef6\u4e0b\u4f86\u9078\uff0c\u6700\u5f8c\u5f97\u51fa\u4e09\u500b\u9078\u9805:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6027\u50f9\u6bd4\u51a0\u8ecd<\/strong>: AMD Ryzen AI Max+395: \u50f9\u683c\u624d USD 2k; \u8a18\u61b6\u9ad4\u983b\u5bec 273 GB\/s; x86 + Windows; 70B \u6a21\u578b\u63a8\u8ad6 + \u73a9\u904a\u6232\u90fd OK<\/li>\n\n\n\n<li><strong>\u751f\u614b\u512a\u52e2<\/strong>: NVIDIA DGX Spark: \u8981 USD 4k; \u8a18\u61b6\u9ad4\u983b\u5bec\u4e5f\u662f\u53ea\u6709 273 GB\/s; ARM + CUDA\uff0c\u9069\u5408\u6a21\u578b\u8a13\u7df4\/\u5fae\u8abf\uff0c\u82e5\u53ea\u8dd1\u63a8\u8ad6\u611f\u89ba C\/P \u503c\u4e0d\u5982 AMD \u554a<\/li>\n\n\n\n<li><strong>\u983b\u5bec\u6975\u901f<\/strong>: Mac Studio M4 Max: \u6700\u8cb4 USD 4.5k; 546 GB\/s \u8dd1\u63a8\u8ad6\u6700\u5feb; macOS \u751f\u614b<\/li>\n<\/ul>\n\n\n\n<p>\u672c\u5730\u8981\u8dd1 LLM\uff0c\u95dc\u9375\u5c31\u662f GPU RAM \u8981\u5920\uff0c\u800c\u4e14\u8a18\u61b6\u9ad4\u983b\u5bec\u901f\u5ea6\u8981\u5920\u5feb\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.apple.com\/tw\/mac-studio\/\">Mac Studio<\/a> \u662f\u5f88\u591a\u4eba\u63a8\u85a6\u7684\u9078\u64c7\uff0c\u4f46\u662f\u6211\u89ba\u5f97\u7d44 128GB + 2T \u786c\u789f\u7684\u8a71\uff0c\u50f9\u683c\u592a\u8cb4\u4e86(\u516d\u4f4d\u6578\u53f0\u5e63\u7d0414W)\u3002\u800c\u4e14\u6211\u5df2\u7d93\u6709\u4e00\u53f0 MacBook Pro \u4e86\u3002<\/p>\n\n\n\n<p>\u53e6\u4e00\u500b\u9078\u64c7\u662f 2025 \u5e74\u521d\u767c\u8868\u7684 <a href=\"https:\/\/www.nvidia.com\/en-us\/products\/workstations\/dgx-spark\/\">NVIDIA DGX Spark<\/a>\uff0c\u6211\u5c0d\u9019\u53f0\u4e5f\u5f88\u611f\u8208\u8da3\uff0c\u5f8c\u4f86\u767c\u73fe\u9019\u53f0\u6709\u5e7e\u500b\u554f\u984c:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u9019\u53f0\u662f ARM \u6a5f\u5668\u662f\u8dd1 Linux\uff0c\u5b9a\u4f4d\u5c31\u662f\u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u7ad9\uff0c\u62ff\u4f86\u5728 Nvidia CUDA \u9ad4\u7cfb\u4e0b\u505a\u6a5f\u5668\u5b78\u7fd2\u8a13\u7df4<\/li>\n\n\n\n<li>\u8a18\u61b6\u9ad4\u983b\u5bec\u53ea\u6709 273GB\/s\uff0c\u8dd1\u63a8\u8ad6\u61c9\u8a72\u6703\u6bd4 Mac Studio \u6162\uff0c\u6c92\u512a\u52e2<\/li>\n\n\n\n<li>\u50f9\u683c\u4e5f\u4e0d\u4fbf\u5b9c\uff0c\u8981\u53f0\u5e636\u4f4d\u6578\uff0c\u800c\u4e14\u5176\u5be6\u7db2\u4e0a\u4f60\u9084\u8cb7\u4e0d\u5230<\/li>\n<\/ol>\n\n\n\n<p>\u6211\u81ea\u5df1\u7684\u9700\u6c42\u4e3b\u8981\u662f\u6a21\u578b Inference \u63a8\u8ad6\uff0c\u8cb7 NVIDIA DGX Spark \u9019\u53f0\u611f\u89ba\u6709\u9ede\u6d6a\u8cbb\uff0c\u53c8\u4e0d\u662f\u4e3b\u529b\u5728\u505a\u6a21\u578b\u8a13\u7df4\u5fae\u8abf\uff0cARM \u6a5f\u5668\u52a0\u4e0a Linux \u74b0\u5883\uff0c\u591a\u529f\u80fd\u7528\u9014\u6bd4\u8f03\u53d7\u9650\u3002\u5f8c\u4f86\u770b\u5230 AMD \u7684 Ryzen AI Max+395 \u8dd1\u63a8\u8ad6\u597d\u50cf\u4e5f\u5f88\u731b\uff0c\u5c31\u53bb\u627e\u6709\u54ea\u5e7e\u5bb6\u6709\u7d44\u88dd\uff0c\u627e\u5230\u4e09\u5bb6\u53ef\u8cb7: Framework Desktop, GMKtec EVO-X2, Bosgame M5 AI (threads \u4e0a\u6709\u4eba\u6574\u7406\u6709<a href=\"https:\/\/www.threads.com\/@uke.gman\/post\/DPNfvAWkdxd\">\u54ea\u5e7e\u5bb6<\/a>)<\/p>\n\n\n\n<p>\u7b46\u96fb\u5f62\u5f0f\u5c31\u4e0d\u8003\u616e\u4e86\uff0c\u6211\u5df2\u7d93\u6709 MBP\uff0c\u800c\u4e14\u9019\u53f0\u4e5f\u6703\u7576\u4f5c Server \u4e00\u76f4\u958b\u6a5f\uff0c\u6563\u71b1\u548c\u98a8\u6247\u566a\u97f3\u4e5f\u8981\u8003\u616e\u4e00\u4e0b\uff0c\u56e0\u6b64\u89ba\u5f97\u5c0f\u53f0\u7684\u684c\u6a5f\u66f4\u597d\u767c\u63ee\u9019\u53f0\u7684\u6548\u76ca\u3002<\/p>\n\n\n\n<p>\u9019\u5e7e\u5bb6\u88e1\u9762\uff0c<a href=\"https:\/\/frame.work\/\">Framework<\/a> \u9019\u5bb6\u516c\u53f8\u56e0\u70ba DHH \u4e00\u76f4\u5728<a href=\"https:\/\/world.hey.com\/dhh\/cheap-mini-pcs-have-gotten-really-good-c70ab40f\">\u63a8\u85a6<\/a>\uff0c\u6240\u4ee5\u5f88\u6709\u5370\u8c61\u3002\u4ed6\u5f8c\u4f86\u4e5f\u6709\u5beb\u4e00\u7bc7<a href=\"https:\/\/world.hey.com\/dhh\/the-framework-desktop-is-a-beast-636fb4ff\"> The Framework Desktop is a beast <\/a>\u3002\u57fa\u672c\u4e0a\u5c31\u662f\u4e00\u6a23\u7684\u9322\uff0c\u73fe\u5728\u4f60\u8cb7 AMD \u53ef\u4ee5\u7372\u5f97\u6bd4 Mac \u66f4\u597d\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a02\u8cfc\u904e\u7a0b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2025\/6 \u6708\u521d \u5b98\u7db2\u9810\u8a02 (Batch 11)\uff0c\u4e94\u4f4d\u6578\u53f0\u5e63\uff0c\u6703\u5148\u5237\u4e00\u500b 3000 \u53f0\u5e63\u8a02\u91d1<\/li>\n\n\n\n<li>2025\/9\/23 \u6536\u5230\u6e96\u5099\u51fa\u8ca8\u901a\u77e5\uff0c\u9694\u5929\u6703\u5237\u5c3e\u6b3e<\/li>\n\n\n\n<li>2025\/9\/26 \u9806\u8c50\u5230\u8ca8<\/li>\n<\/ul>\n\n\n\n<p>\u96d6\u7136 Framework \u662f\u7f8e\u570b\u516c\u53f8\uff0c\u4f46\u7d44\u88dd\u4ee3\u5de5\u662f\u53f0\u7063\u4ec1\u5bf6\uff0c\u56e0\u6b64\u662f\u5f9e\u53f0\u7063\u5bc4\u51fa\u7684\u3002\u4ed6\u7684\u53f0\u7063\u5206\u516c\u53f8 <strong>\u7f8e\u5546\u8c50\u6c83\u96fb\u8166\u80a1\u4efd\u6709\u9650\u516c\u53f8\u53f0\u7063\u5206\u516c\u53f8<\/strong> \u9084\u6703\u958b\u96fb\u5b50\u767c\u7968\u7d66\u4f60\u3002\u8c50\u6c83\u679c\u7136\u5c31\u662f Framework \u9ebb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u7528 Windows?<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5f8c\u4f86\u6211\u6539\u7528 Ubuntu \u4e86\uff0c\u5f8c\u8ff0<\/p>\n<\/blockquote>\n\n\n\n<p>\u9019\u53f0\u9019\u9ebc\u731b\uff0c\u6211\u662f\u5e0c\u671b\u4e0d\u53ea\u7576\u4f5c Server\uff0c\u4e5f\u53ef\u4ee5\u7576\u4f5c\u65e5\u5e38\u591a\u529f\u80fd\u7528\u9014\uff0c\u6709\u5f88\u591a GUI app \u7562\u7adf\u662f\u6c92\u6709 Linux \u7248\u672c\u3002\u52a0\u4e0a DHH \u63a8\u85a6 <a href=\"https:\/\/world.hey.com\/dhh\/vscode-wsl-makes-windows-awesome-for-web-development-9bc4d528\">VSCode + WSL makes Windows awesome for web development<\/a> \u4e5f\u5f88\u68d2\uff0c\u62ff\u4f86\u958b\u767c\u74b0\u5883\u4e5f\u53ef\u4ee5\u3002<\/p>\n\n\n\n<p>\u521d\u6b65\u4f7f\u7528 <a href=\"https:\/\/learn.microsoft.com\/zh-tw\/windows\/wsl\/install\">WSL<\/a> \u7684\u9ad4\u9a57\u9084\u4e0d\u932f\uff0cTerminal \u6253\u958b\u5c31\u662f\u4e00\u500b\u771f\u7684 Ubuntu Linux \u7cfb\u7d71\uff0c\u5c31\u5982 DHH \u6240\u8aaa\uff0c\u7528 Docker \u7684\u8a71 x86 \u786c\u9ad4\u5176\u5be6\u6bd4 Mac \u66f4\u6709\u512a\u52e2\u3002\u800c\u4e14\u6709\u4e9b app \u6574\u5408\u7684\u883b\u597d\u7684\uff0c\u4f8b\u5982 VSCode \u548c Docker\uff0c\u90fd\u662f\u5b89\u88dd windows \u7248\u5f8c\uff0c\u4e5f\u53ef\u4ee5\u9806\u5229\u7121\u7e2b\u5728 WSL \u5167\u7684 Linux \u7528 CLI \u64cd\u4f5c\u3002\u4e0d\u904e\u6211\u540c\u6642\u4e5f\u611f\u89ba\u662f\u6709\u8907\u96dc\u6027\u7684\uff0c\u7562\u7adf\u9019\u662f Windows + \u5b50\u7cfb\u7d71 Linux \u7684\u67b6\u69cb\uff0c\u4f8b\u5982\u5982\u4f55\u5f9e\u5916\u90e8\u9023\u9032\u5b50\u7cfb\u7d71 Linux \u5167\uff0c\u9700\u8981\u984d\u5916\u8a2d\u5b9a Port Forwarding\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u76f8\u6bd4 Linux \u8ddf Mac \u7684\u6700\u5927\u7684\u512a\u52e2\uff0c\u5c31\u662f\u9019\u53f0\u9084\u53ef\u4ee5\u6253 PC \u904a\u6232\uff0c\u7acb\u523b\u5c31\u628a\u4e16\u7d00\u5e1d\u570b2\u53c8\u88dd\u8d77\u4f86\u8907\u7fd2\u4e00\u4e0b\uff0c\u5404\u7a2e 3A \u5927\u4f5c\u60f3\u5fc5\u4e5f\u6c92\u6709\u554f\u984c\u3002<\/p>\n\n\n\n<p>\u5be6\u969b\u7528\u4e86\u4e00\u5929\uff0c\u89ba\u5f97\u9084\u4e0d\u932f\uff0c\u96d6\u7136 UI \u65b9\u9762\u9084\u662f\u4e0d\u5982\u6211\u7528\u4e8618\u5e74\u7684 Mac \u9806\u624b\u5566\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88dd\u904e\u7a0b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"651\" height=\"566\" data-attachment-id=\"13297\" data-permalink=\"https:\/\/ihower.tw\/blog\/13294-framework-desktop\/image-27\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-1.png\" data-orig-size=\"651,566\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-1-300x261.png\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-1.png\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-1.png\" alt=\"\" class=\"wp-image-13297\" style=\"width:437px;height:auto\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-1.png 651w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-1-300x261.png 300w\" sizes=\"auto, (max-width: 651px) 100vw, 651px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"647\" height=\"711\" data-attachment-id=\"13298\" data-permalink=\"https:\/\/ihower.tw\/blog\/13294-framework-desktop\/image-28\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-2.png\" data-orig-size=\"647,711\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-2-273x300.png\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-2.png\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-2.png\" alt=\"\" class=\"wp-image-13298\" style=\"width:443px;height:auto\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-2.png 647w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-2-273x300.png 273w\" sizes=\"auto, (max-width: 647px) 100vw, 647px\" \/><\/figure>\n\n\n\n<p>\u9019\u53f0\u9700\u8981 DIY\uff0c\u9019\u662f\u521d\u59cb\u72c0\u614b\uff0c\u4f60\u9700\u8981\u81ea\u5df1\u88dd SSD \u786c\u789f\u3001CPU \u98a8\u6247\u3001\u524d\u84cb\u677f\u88dd\u98fe\u3001USB \u8f49\u63a5\u64f4\u5145 (\u90fd\u5728\u5b98\u7db2\u4e00\u8d77\u8cb7)\uff0c\u4ee5\u53ca\u81ea\u5df1\u5b89\u88dd\u4f5c\u696d\u7cfb\u7d71\u3002\u6ce8\u610f\uff0cAMD Ryzen AI Max+395 \u7684 RAM \u662f\u4e0d\u80fd\u63db\u7684\uff0c\u5efa\u8b70\u4e00\u958b\u59cb\u5c31\u9078\u6700\u5927 128GB \u5427\u3002<\/p>\n\n\n\n<p>\u53c3\u8003\u4ee5\u4e0b\u5b98\u65b9\u6307\u5357\u9032\u884c\u5b89\u88dd\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/guides.frame.work\/Guide\/Framework+Desktop+(AMD+Ryzen+AI+Max+300+Series)+DIY+Edition+Quick+Start+Guide\/464?lang=en\">Framework Desktop (AMD Ryzen AI Max 300 Series) DIY Edition Quick Start Guide<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/guides.frame.work\/Guide\/Windows+11+Installation+on+the+Framework+Desktop+(AMD+Ryzen+AI+Max+300+Series)\/463\">Windows 11 Installation on the Framework Desktop (AMD Ryzen AI Max 300 Series)<\/a> \u4f60\u9700\u8981\u6e96\u5099\u4e00\u500b USB \u958b\u6a5f\u789f<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"654\" height=\"775\" data-attachment-id=\"13299\" data-permalink=\"https:\/\/ihower.tw\/blog\/13294-framework-desktop\/image-29\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-3.png\" data-orig-size=\"654,775\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-3-253x300.png\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-3.png\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-3.png\" alt=\"\" class=\"wp-image-13299\" style=\"width:441px;height:auto\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-3.png 654w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-3-253x300.png 253w\" sizes=\"auto, (max-width: 654px) 100vw, 654px\" \/><\/figure>\n\n\n\n<p>\u6ce8\u610f: \u9019\u7167\u7247\u4e2d\u98a8\u6247\u6211\u88dd\u53cd\u4e86\uff0c\u5f8c\u4f86\u53c8\u62c6\u958b\u91cd\u88dd\u4e00\u6b21: \u98a8\u6247\u8981\u671d\u6563\u71b1\u7247\u5439\uff0c\u800c\u4e0d\u662f\u5411\u5916\u5439\u3002<\/p>\n\n\n\n<p>\u98a8\u6247\u8ddf\u6563\u71b1\u7247\u7684\u87ba\u7d72\u5b54\u4f4d\u4e5f\u6709\u9ede\u6c92\u5c0d\u9f4a\uff0c\u6211\u662f\u5148\u4e0d\u88dd\u90a3\u500b\u9ed1\u8272\u7684\u5c0e\u6d41\u6846\uff0c\u5148\u7528\u56db\u500b\u87ba\u7d72\u9396\u4e26\u5f80\u4e0b\u58d3\u597d\u4e4b\u5f8c\uff0c\u518d\u88dd\u5c0e\u6d41\u6846\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8dd1  gpt-oss-120b \u901f\u5ea6<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"556\" data-attachment-id=\"13346\" data-permalink=\"https:\/\/ihower.tw\/blog\/13294-framework-desktop\/image-31\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-5.png\" data-orig-size=\"1298,705\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-5-300x163.png\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-5-1024x556.png\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-5-1024x556.png\" alt=\"\" class=\"wp-image-13346\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-5-1024x556.png 1024w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-5-300x163.png 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-5-768x417.png 768w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/09\/image-5.png 1298w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u597d\uff0c\u56de\u5230\u7576\u6642\u8cb7\u9019\u53f0\u7684\u521d\u5fc3\uff0c\u8dd1 LLM \u5927\u6a21\u578b\u3002\u4e0b\u5b9a\u7684\u6642\u5019 <a href=\"https:\/\/openai.com\/zh-Hant\/index\/introducing-gpt-oss\/\">OpenAI gpt-oss<\/a> \u9084\u6c92\u6709\u51fa\uff0c\u4f46\u73fe\u5728\u662f\u6211\u6700\u6709\u8208\u8da3\u7684\u958b\u6e90\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u9019\u7bc7\u5fc5\u53c3\u8003: <a href=\"https:\/\/www.amd.com\/en\/blogs\/2025\/how-to-run-openai-gpt-oss-20b-120b-models-on-amd-ryzen-ai-radeon.html\">How To Run OpenAI\u2019s GPT-OSS 20B and 120B Models on AMD Ryzen\u2122 AI Processors and Radeon\u2122 Graphics Cards<\/a><\/p>\n\n\n\n<p>\u8acb\u52d9\u5fc5\u6309\u7167 AMD \u6587\u7ae0\u7684\u8aaa\u660e: \u9700\u8981\u5b89\u88dd <a href=\"https:\/\/www.amd.com\/en\/support\/download\/drivers.html\">AMD Software<\/a> \u8a2d\u5b9a\u986f\u5361 VGM \u5230 96G\uff0c\u4ee5\u53ca <a href=\"https:\/\/lmstudio.ai\/\">LM Studio <\/a>\u8a2d\u5b9a GPU Offload \u958b\u6700\u5927\u3002\u5982\u6b64 Framework Desktop (AMD AI Max+395 128g) \u7684\u5be6\u6e2c\u901f\u5ea6\u662f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>gpt-oss-20b (GGUF) \u8d85\u5feb\uff0c\u53ef\u4ee5\u8dd1\u5230 60 tok\/sec<\/li>\n\n\n\n<li>gpt-oss-120b \u901f\u5ea6\u5247\u662f 30 tok\/sec \u4e5f\u5f88\u5feb!!<\/li>\n<\/ul>\n\n\n\n<p>Context Length \u65b9\u9762\uff0cgpt-oss \u6a21\u578b\u7684\u4e0a\u9650\u662f 131k\u3002\u4f46\u6211\u9019\u500b\u5bb6\u7528\u786c\u9ad4\uff0c\u7576\u7136\u662f\u6c92\u8fa6\u6cd5\u958b\u5230\u6eff\u3002\u76ee\u524d\u6e2c\u8a66\u5230 12k \u662f\u6c92\u554f\u984c\u7684\uff0c\u9700\u8981\u518d\u9032\u4e00\u6b65\u7814\u7a76\u8a2d\u5b9a (\u9084\u6c92\u958b Flash Attention)\u3002<\/p>\n\n\n\n<p>\u4f5c\u70ba\u5c0d\u6bd4\uff0c\u76f8\u6bd4\u6211\u7b46\u96fb MacBook Pro M2 Pro (32g)<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>gpt-oss-20b (MLX) \u4e5f\u662f\u53ef\u4ee5\u8dd1 50 tok\/sec<\/li>\n\n\n\n<li>gpt-oss-120b \u8dd1\u4e0d\u8d77\u4f86\uff0cram \u4e0d\u5920&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4e5f\u5617\u8a66\u4e86\u5176\u4ed6\u6a21\u578b\u4f8b\u5982 Gemma 3 \u548c Mistral Small \u7b49\uff0c\u4f46\u901f\u5ea6\u90fd\u6c92\u6709 gpt-oss \u4f86\u5f97\u5feb\uff0c\u53ea\u6709 15tok\/sec \u5de6\u53f3\u3002\u800c Qwen3 30B \u5728 LM Studio \u88dd\u597d\u5c31\u53ef\u4ee5\u8dd1\u5230 70 tok\/sec \u8d85\u5feb\u3002\u8981\u5f04\u597d\u6a21\u578b Inference \u53c8\u662f\u4e00\u9580\u5927\u5b78\u554f\u4e86\uff0c\u5f88\u591a\u8a2d\u5b9a\u5728\u9019\u908a\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0a\uff0c\u6709\u66f4\u591a\u7d93\u9a57\u518d\u5206\u4eab\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6574\u7406\u6210\u4e00\u500b\u8868<\/h3>\n\n\n\n<p>AMD RYZEN AI MAX+ 395 w\/ Radeon 8060S<br>RAM 32 GB + VRAM&nbsp;96 GB<br>LMStudio 0.3.27 on Windows 11<br>Vulkan accelerated llama.cpp engine<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>Model <\/td><td>\u5927\u7d04 tokens per second<\/td><td>MoE active \u53c3\u6578\u91cf<\/td><\/tr><tr><td>openai\/gpt-oss-20b<\/td><td>60<\/td><td>3.6B<\/td><\/tr><tr><td>openai\/gpt-oss-120b<\/td><td>30<\/td><td>5.1B<\/td><\/tr><tr><td>qwen\/qwen3-30b-a3b-2507<\/td><td>70<\/td><td>3B<\/td><\/tr><tr><td>unsloth: Llama 4 Scout 17B 16E Instruct GGUF Q4_K_S<\/td><td>20<\/td><td>17B<\/td><\/tr><tr><td>qwen\/qwen3-32b<br>Gemma 3 27B Instruct QAT<br>mistralai\/mistral-small-3.2 (24B)<\/td><td>10~15<\/td><td>\u4e0d\u662f MoE \u67b6\u69cb\uff0c\u6a21\u578b\u591a\u5927 active \u53c3\u6578\u91cf\u5c31\u591a\u5927<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u7d50\u8ad6: \u6a21\u578b\u5927\u5c0f\u5f71\u97ff\u4f60\u662f\u5426\u53ef\u4ee5\u8f09\u5165\u3001\u4ee5\u53ca\u8f09\u5165\u6642\u9593\u3002\u4f46\u662f\u5be6\u969b\u57f7\u884c\u901f\u5ea6\u8ddf active \u53c3\u6578\u91cf\u76f8\u95dc\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u66f4\u591a\u95dc\u65bc OpenAI gpt-oss \u7684\u8cc7\u6599\uff0c\u6211<a href=\"https:\/\/ihower.tw\/notes\/openai-gpt-oss\">\u6574\u7406\u5728\u9019\u88e1<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u88dc\u5145<\/h3>\n\n\n\n<p>Framework \u6709\u500b <a href=\"https:\/\/community.frame.work\/t\/using-a-framework-desktop-for-local-ai\/71729\">Using a Framework Desktop for local AI<\/a> \u6587\u4ef6\u4e0d\u932f:<\/p>\n\n\n\n<p>\u63a8\u85a6\u65b0\u624b\u7528 LM Studio \u5165\u9580\uff0c\u628a llama.cpp \u5305\u88dd\u6210\u53cb\u5584\u7684 GUI\u3002\u76ee\u524d\u5728 Fedora 42 \u4e0a\u8dd1\u63a8\u7406\u6bd4 Windows 11 \u5feb\u7d04 20%\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u9078\u64c7\u7b56\u7565: \u60f3\u8dd1\u66f4\u5927\u7684\u6a21\u578b\u53c8\u4fdd\u6301\u901f\u5ea6? \u63a8\u85a6 MoE \u67b6\u69cb\u7684\u6a21\u578b\uff0c\u4f8b\u5982 Qwen3 30B A3B \u548c Llama 4 Scout\u3002MoE \u7684\u7279\u8272\u662f\u7e3d\u53c3\u6578\u591a\u4f46 active \u53c3\u6578\u5c11\uff0c\u6240\u4ee5\u901f\u5ea6\u5feb\u3002<\/p>\n\n\n\n<p>\u66f4\u591a AMD Strix Halo&nbsp;\u76f8\u95dc\u8cc7\u6599:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/github.com\/lhl\/strix-halo-testing\/tree\/main\/llm-bench\">github.com\/lhl\/strix-halo-testing\/tree\/main\/llm-bench<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/kyuz0\/amd-strix-halo-toolboxes\">github.com\/kyuz0\/amd-strix-halo-toolboxes<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f8c\u7e8c: \u6539\u7528 Ubuntu Desktop 25.10<\/h3>\n\n\n\n<p>\u7528\u4e86\u4e00\u9031\u5728 Windows \u4e0a\u958b\u767c\u74b0\u5883\u9084\u662f\u4e0d\u9806\u624b\uff0c\u60f3\u5f9e WSL \u88e1\u9762 ubuntu \u8dd1 code\uff0c\u642d\u914d Windows \u4e0a\u7684 Cursor \u88e1\u9762\u8dd1 Claude Code\uff0c\u7136\u5f8c\u5c31 gg \u4e86\uff0cClaude Code \u6293\u4e0d\u5230 IDE \u6211\u5728\u770b\u4ec0\u9ebc\u3002\u53e6\u5916\uff0c\u6211\u53c8\u770b\u5230 \u5b89\u5fb7\u9b6f\u7684\u9019\u7bc7 <a href=\"https:\/\/columns.chicken-house.net\/2024\/11\/11\/working-with-wsl\/\">\u7528 WSL + VSCode \u91cd\u65b0\u6253\u9020 Linux \u958b\u767c\u74b0\u5883<\/a> \u6587\u7ae0\u597d\u9577\u5687\u5230\u5403\u624b\u624b\u3002<\/p>\n\n\n\n<p>\u65bc\u662f\u53c8\u91cd\u88dd\u4e86 2025\/10\/9 \u6700\u65b0\u63a8\u51fa\u7684 <a href=\"https:\/\/canonical.com\/blog\/canonical-releases-ubuntu-25-10-questing-quokka\">Ubuntu 25.10 \u7248\u672c<\/a>\uff0c\u67e5\u4e86\u4e00\u4e0b\u9019\u7a2e AMD APU \u65b0\u786c\u9ad4\uff0c\u88dd\u6700\u65b0\u7684 Linux \u7248\u672c\u6bd4\u8f03\u6c92\u6709\u554f\u984c\u3002\u7d50\u679c\u883b\u9806\u5229\u7684\uff0c\u4e5f\u4e0d\u9700\u8981\u984d\u5916\u5b89\u88dd\u4efb\u4f55\u9a45\u52d5\uff0c\u5b89\u88dd LM Studio \u4e5f\u9806\u5229\u88dd\u8d77\u4f86\u53ef\u4ee5\u8dd1 gpt-oss-120b \u6c92\u554f\u984c\uff0c\u800c\u4e14\u539f\u5148\u6709\u5e7e\u500b Embedding \u6a21\u578b\u5728 Windows \u4e0d\u80fd\u8dd1(\u6211\u9084\u4ee5\u70ba\u662f LM Studio \u7684\u652f\u63f4\u554f\u984c)\uff0c\u63db\u6210 Ubuntu \u4e4b\u5f8c\u5c31\u6c92\u554f\u984c\u4e86\u3002<\/p>\n\n\n\n<p>\u5f8c\u7e8c\u90fd\u6c92\u95dc\u6a5f\u8dd1\u4e86\u597d\u5e7e\u5929\u5f88\u7a69\uff0c\u4e5f\u4e0d\u50cf Windows 11 \u5728\u5f85\u6a5f\u6642\u83ab\u540d\u91cd\u958b\u6a5f\u597d\u5e7e\u6b21\uff0c\u770b\u7cfb\u7d71 log \u5c31\u662f Kernel-Power \u4e8b\u4ef6 41 \u975e\u6b63\u5e38\u95dc\u6a5f\uff0c\u4e5f\u627e\u4e0d\u51fa\u4ec0\u9ebc\u539f\u56e0(\u6709\u5617\u8a66\u8abf\u6574\u4f11\u7720\u7b49\u8a2d\u5b9a\u6c92\u7528\uff0c\u63a8\u6e2c\u662f driver \u554f\u984c)\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f8c\u7e8c: \u8207 Nvidia DGX Spark \u8a55\u6e2c\u6bd4\u8f03<\/h3>\n\n\n\n<p>\u6709\u4eba\u7528 Framework Desktop \u505a\u4e86 AMD Ryzen AI MAX+ 395 &#8220;Strix Halo&#8221; \u7684 Llama.cpp Benchmark\uff0c <\/p>\n\n\n\n<p>\u6211\u62ff\u4f86\u8ddf\u50f9\u5dee\u8cb4\u4e86\u7d04\u4e00\u500d\u7684 Nvidia DGX Spark \u6bd4\u8f03\u4e00\u4e0b:<\/p>\n\n\n\n<p>prefill \u968e\u6bb5(\u8f38\u5165):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>gpt-oss-120b: 1689 tps (Nvidia) <\/li>\n\n\n\n<li>gpt-oss-120b: 788 tps (AMD) <\/li>\n\n\n\n<li>gpt-oss-20b: 3610 tps (Nvidia)<\/li>\n\n\n\n<li>gpt-oss-20b: 1908 tps (AMD)<\/li>\n<\/ul>\n\n\n\n<p>decode \u968e\u6bb5(\u8f38\u51fa):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>gpt-oss-120b: 53 tps (Nvidia)<\/li>\n\n\n\n<li>gpt-oss-120b: 50 tps (AMD)<\/li>\n\n\n\n<li>gpt-oss-20b: 80 tps (Nvidia)<\/li>\n\n\n\n<li>gpt-oss-20b: 73 tps (AMD)<\/li>\n<\/ul>\n\n\n\n<p>prefill \u968e\u6bb5\u4e3b\u8981\u662f\u5bc6\u96c6\u77e9\u9663\u4e58\u6cd5\uff0c\u6191\u85c9\u66f4\u9ad8\u7684\u7b97\u529b\uff0cNvidia \u660e\u986f\u9818\u5148\u3002\u4f46\u662f decode \u968e\u6bb5\u5247\u53d7\u9650\u65bc\u8a18\u61b6\u9ad4\u983b\u5bec\uff0c\u5169\u8005\u8868\u73fe\u5c31\u5dee\u4e0d\u591a\u4e86\u3002\u5be6\u969b\u61c9\u7528\u4e2d(\u6ce8\u610f\u786c\u9ad4\u90fd\u53ea\u6709 128G ram\uff0c\u56e0\u6b64\u4e5f\u505a\u4e0d\u4e86 long-context \u7684\u9700\u6c42\uff0c\u5be6\u969b\u53ea\u80fd\u8dd1\u5e7e\u842ctokens\u5427)\uff0cdecode \u968e\u6bb5\u624d\u662f\u4e3b\u8981\u74f6\u9838\uff0c\u56e0\u6b64\u5169\u8005\u5be6\u969b\u9ad4\u611f\u53ef\u80fd\u5dee\u4e0d\u591a\u5feb\u3002<\/p>\n\n\n\n<p>\u6578\u64da\u4f86\u6e90:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AMD <a href=\"https:\/\/kyuz0.github.io\/amd-strix-halo-toolboxes\">kyuz0.github.io\/amd-strix-halo-toolboxes<\/a><\/li>\n\n\n\n<li>Nvidia <a href=\"https:\/\/github.com\/ggml-org\/llama.cpp\/discussions\/16578\">github.com\/ggml-org\/llama.cpp\/discussions\/16578<\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u70ba\u4ec0\u9ebc\u9078\u9019\u53f0? \u80fd\u5728\u672c\u5730\u81ea\u5bb6\u8dd1 LLM \u5927\u6a21\u578b\uff0c\u61c9\u8a72\u662f AI \u5de5\u7a0b\u5e2b\u7684\u5922\u60f3\u4e4b\u4e00\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[80],"tags":[],"class_list":["post-13294","post","type-post","status-publish","format-standard","hentry","category-llm","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3sq","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13294","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/comments?post=13294"}],"version-history":[{"count":101,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13294\/revisions"}],"predecessor-version":[{"id":13476,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13294\/revisions\/13476"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=13294"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=13294"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=13294"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}