{"id":3967,"date":"2026-10-29T21:51:42","date_gmt":"2026-10-29T13:51:42","guid":{"rendered":"https:\/\/www.rockfu.net\/blog\/?p=3967"},"modified":"2026-10-29T21:51:42","modified_gmt":"2026-10-29T13:51:42","slug":"m5-ultra-512-vs-split-local-llm","status":"publish","type":"post","link":"https:\/\/www.rockfu.net\/blog\/2026\/10\/ai\/m5-ultra-512-vs-split-local-llm\/","title":{"rendered":"\u8a66\u7206\u8cb7 M5 Ultra 512GB \u6eff\u8840\u7248\uff0c\u5b9a\u5206\u62c6\u591a\u90e8\u6a5f\uff1f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u898b\u5230 Mac Studio \u53ef\u4ee5\u52fe\u5230 <strong>M5 Ultra\u3001512GB \u7d71\u4e00\u8a18\u61b6\u9ad4\u30018TB SSD<\/strong>\uff0c\u9280\u78bc\u4e00\u8df3\u2014\u2014\u6e2f\u884c\u5b98\u65b9\u914d\u7f6e\u9801\u800c\u5bb6\u986f\u793a\u5927\u7d04 <strong>HK$197,249<\/strong>\uff08\u4ee5 <a href=\"https:\/\/www.apple.com\/hk-zh\/shop\/buy-mac\/mac-studio\">Apple \u9999\u6e2f\u5546\u5e97<\/a> \u7576\u9801\u70ba\u6e96\uff0c\u50f9\u9322\u6703\u8b8a\uff09\u3002\u8166\u5165\u9762\u7b2c\u4e8c\u500b\u8072\u97f3\u5c31\u4fc2\uff1a\u540c\u4e00\u7b46\u9322\uff0c\u62c6\u6210\u5169\u90e8\u3001\u751a\u81f3\u66f4\u591a\u90e8\uff0c\u6703\u5514\u6703\u66f4\u5571 <strong>\u672c\u5730\u90e8\u7f72<\/strong>\u2014\u2014\u5e7e\u500b\u6a21\u578b\u3001\u5e7e\u689d\u5de5\u4f5c\u6d41\u4e00\u9f4a\u8dd1\uff1f<\/p><div id=\"rockf-38869198\" class=\"rockf-content rockf-entity-placement\" role=\"region\" aria-label=\"Advertisements\"><script async src=\"\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-5237544886808594\" crossorigin=\"anonymous\"><\/script><insclass=\"adsbygoogle\" style=\"display:block;\" data-ad-client=\"ca-pub-5237544886808594\" data-ad-slot=\"6353985797\" data-ad-format=\"auto\"><\/ins>\n<script> \n(adsbygoogle = window.adsbygoogle || []).push({}); \n<\/script>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u7167\u4e00\u4e0b\u4e0a\u4ee3\uff1aMac Studio <strong>M3 Ultra\u300c\u6eff\u8840\u300d<\/strong>\u4e00\u6a94\uff0c\u9999\u6e2f\u7576\u5e74\u9ad8\u914d\u5927\u7d04 <strong>\u4e03\u842c\u591a<\/strong>\uff08\u8996\u4f60\u9ede\u914d SSD\uff1b\u4f8b\u5982 PCM \u8a18\u8f09 32 \u6838\uff0f80 \u6838\u6253\u7206 <strong>512GB + 16TB<\/strong> \u5b98\u65b9\u7d04 <strong>HK$107,749<\/strong>\uff09\u3002\u800c\u5bb6\u540c\u6a94\u601d\u7dad\u5605 <strong>M5 Ultra 512GB + 8TB<\/strong> \u5df2\u8fd1 <strong>HK$19.7 \u842c<\/strong>\u2014\u2014\u8a18\u61b6\u9ad4\u4ef2\u4fc2 512\uff0c\u4f46\u6676\u7247\u540c\u5132\u5b58\u7d44\u5408\u8cb4\u5497\u4e00\u5927\u622a\u3002\u6b63\u6b63\u56e0\u70ba\u8cb4\uff0c\u5148\u66f4\u503c\u5f97\u554f\uff1a\u9322\u4fc2\u54aa\u4e00\u5b9a\u8981\u585e\u9032\u4e00\u90e8\u6a5f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8b1b\u6e05\u695a\u5148\uff1a<strong>\u516c\u958b\u5be6\u6e2c\u800c\u5bb6\u591a\u843d\u5728 M5 Ultra 256GB<\/strong>\uff08\u4f8b\u5982\u4e26\u767c session\u3001Flash-Next tok\/s\uff09\uff1b<strong>512GB \u6eff\u8840\u7248\u5e7e\u4e4e\u672a\u898b\u5b8c\u6574\u5c0d\u7167\u6578\u64da<\/strong>\u3002\u6240\u4ee5\u4e0b\u9762\u8b1b 512 \u540c\u300c\u540c\u50f9\u5206\u62c6\u300d\u5605 token\uff0f\u4e26\u884c\uff0c\u591a\u6578\u4fc2 <strong>\u7528 256 \u5be6\u6e2c\u63a8\u4e0a\u53bb\u5605\u7c97\u4f30<\/strong>\uff0c\u76ee\u7684\u4fc2 <strong>\u5f15\u767c\u601d\u8003<\/strong>\u2014\u2014\u5514\u4fc2\u4fdd\u8b49\u4f60\u843d\u55ae\u5f8c\u6703\u8dd1\u51fa\u908a\u500b\u6578\u3002\u771f\u6b63\u60f3\u5e36\u51fa\u5605\u4fc2\uff1a\u672c\u5730\u90e8\u7f72\u6642\uff0c<strong>\u591a\u90e8\u6a5f\u6709\u54a9\u5be6\u969b\u597d\u8655<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"472\" src=\"https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-ultra-mac-studio.jpg?resize=840%2C472&#038;ssl=1\" alt=\"Mac Studio\" class=\"wp-image-3968\" srcset=\"https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-ultra-mac-studio.jpg?w=1960&amp;ssl=1 1960w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-ultra-mac-studio.jpg?resize=500%2C281&amp;ssl=1 500w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-ultra-mac-studio.jpg?resize=800%2C450&amp;ssl=1 800w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-ultra-mac-studio.jpg?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-ultra-mac-studio.jpg?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-ultra-mac-studio.jpg?resize=1200%2C675&amp;ssl=1 1200w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-ultra-mac-studio.jpg?w=1680&amp;ssl=1 1680w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><figcaption class=\"wp-element-caption\">Mac Studio<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u800c\u5bb6\u908a\u5572\u5927\u6a21\u578b\u300c\u6bd4\u8f03\u597d\u3001\u6bd4\u8f03\u6613\u300d\u55ba\u672c\u5730\u8dd1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Apple Silicon \u4e0a\uff0c\u666e\u901a\u4eba\u6700\u6613\u4e0a\u624b\u901a\u5e38\u4fc2\u5462\u5e7e\u689d\u8def\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Ollama<\/strong>\uff1a\u4e00\u689d\u6307\u4ee4\u62c9\u6a21\u578b\uff0c\u9069\u5408\u5148\u8a66\u6c34\u3002<\/li><li><strong>LM Studio<\/strong>\uff1a\u6709\u4ecb\u9762\uff0c\u8abf context\u3001\u7747 VRAM\uff0f\u7d71\u4e00\u8a18\u61b6\u9ad4\u7528\u91cf\u65b9\u4fbf\u3002<\/li><li><strong>MLX\uff0fmlx-lm<\/strong>\uff1a\u591a\u6578\u60c5\u6cc1\u4e0b Apple \u6676\u7247 decode \u6703\u5feb\u5572\u3001\u8a18\u61b6\u9ad4\u4ea6\u5f80\u5f80\u6173\u5572\u3002<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u6bd4\u8f03\u597d\u53c8\u6613\u300d\u5605\u7d30\uff0f\u4e2d\u578b\u9078\u64c7\uff082026 \u5e74\u5e38\u898b\u3001\u793e\u7fa4\u8a0e\u8ad6\u591a\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u985e\u578b<\/th><th>\u4f8b\u5b50\uff084-bit \u91cf\u7d1a\uff09<\/th><th>\u7c97\u7565\u6b0a\u91cd\u4f54\u7528<\/th><th>\u9ede\u89e3\u6613\u7528<\/th><\/tr><\/thead><tbody><tr><td>\u7d30\u3001\u5feb<\/td><td>Qwen \u7d04 7B\u20139B \u7d1a<\/td><td>\u7d04 5\u20138GB \u8d77<\/td><td>\u88dd\u5b8c\u5373\u50be\uff0c\u9069\u5408\u8349\u7a3f\u3001\u5206\u985e\u3001\u77ed\u901a\u544a<\/td><\/tr><tr><td>\u4e2d\u3001\u5bc6\u5be6<\/td><td>Gemma\uff0fQwen \u7d04 27B \u7d1a<\/td><td>\u7d04 15\u201320GB<\/td><td>\u8cea\u7d20\u660e\u986f\u597d\u5572\uff0c\u4e00\u90e8 64GB+ \u6a5f\u597d\u8212\u670d<\/td><\/tr><tr><td>\u4e2d\u3001MoE<\/td><td>\u7d04 30B \u7e3d\u53c3\u3001\u6bcf\u6b21\u53ea\u8d77\u52d5\u5e7e B\uff08\u4f8b\u5982 A3B \u985e\uff09<\/td><td>\u8a18\u61b6\u9ad4\u4f3c\u4e2d\u578b\uff0c\u901f\u5ea6\u4f3c\u7d30\u578b<\/td><td><strong>\u8a18\u61b6\u9ad4\u63db\u901f\u5ea6<\/strong>\u597d\u62b5\uff0cMac \u597d\u5571<\/td><\/tr><tr><td>\u5927\u4e00\u6a94<\/td><td>70B \u7d1a 4-bit<\/td><td>\u7d04 35\u201345GB+<\/td><td>\u8981 64\u2013128GB \u6a5f\u5148\u7a69\u9663\u7559 context<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d93\u9a57\u6cd5\u5247\uff1a4-bit \u5927\u7d04\u6bcf 10 \u5104\u53c3\u6578 0.5\u20130.6GB\uff0c\u518d\u52a0 <strong>KV cache\uff08context \u6108\u9577\u6108\u98df\uff09<\/strong> \u540c\u7cfb\u7d71\u672c\u8eab\u3002\u5efa\u8b70\u7e3d\u7528\u91cf\u5514\u597d\u9577\u671f\u98df\u7206\u7d71\u4e00\u8a18\u61b6\u9ad4\u5605 75\u201380%\uff0c\u5514\u4fc2\u5c31\u958b\u59cb swap\u3001token \u901f\u5ea6\u63d2\u6c34\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ollama \u9810\u8a2d\u8d85\u9577 context \u53ef\u4ee5\u4ee4\u300c\u7d30\u6a21\u578b\u300d\u7a81\u7136\u597d\u98df RAM\u2014\u2014\u8a18\u5f97\u81ea\u5df1\u8abf\u4f4e <code>num_ctx<\/code>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u90e8\u6a5f\u540c\u6642\u8dd1\u5169\u500b\u6a21\u578b\uff1a\u53ef\u5514\u53ef\u4ee5\uff1fToken \u5927\u6982\u9ede\u7747<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53ef\u4ee5\u3002<\/strong> \u7d71\u4e00\u8a18\u61b6\u9ad4\u5920\u5927\uff0cOllama\uff0fLM Studio\uff0f\u5169\u500b MLX server \u958b\u4f4f\u5169\u500b model \u597d\u5e38\u898b\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4e00\u500b 9B \u8ca0\u8cac\u300c\u5feb\u554f\u5feb\u7b54\uff0f\u6539\u8a9e\u6c23\u300d<\/li><li>\u4e00\u500b 27B \u6216 MoE \u8ca0\u8cac\u300c\u5beb\u9577\u6587\u3001\u5c0d code\u300d<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u55ba <strong>512GB Ultra<\/strong> \u4e0a\uff0c\u5169\u500b\u4e2d\u578b\u6a21\u578b\u52a0\u9577 context \u4ecd\u7136\u597d\u9b06\u3002\u554f\u984c\u5514\u4fc2\u300c\u5165\u5514\u5165\u5230\u300d\uff0c\u800c\u4fc2\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u983b\u5bec\u5171\u7528<\/strong>\uff1aM5 Ultra \u7d04 <strong>1.2TB\/s<\/strong> \u8a18\u61b6\u9ad4\u983b\u5bec\u3002\u5169\u500b model \u4e00\u9f4a decode\uff0c\u5927\u5bb6\u6436\u540c\u4e00\u689d\u5589\u2014\u2014\u5404\u81ea tok\/s \u901a\u5e38\u4f4e\u904e\u300c\u7368\u4f54\u6210\u90e8\u6a5f\u300d\u3002<\/li><li><strong>\u4f60\u771f\u6b63\u60f3\u8981\u5605\u4fc2\u908a\u7a2e<\/strong>\uff1a   &#8211; \u8981 <strong>\u4e00\u500b\u8d85\u5927\u6a21\u578b<\/strong> \u6216\u8005 <strong>\u597d\u9577 context<\/strong> \u2192 \u55ae\u6a5f\u5927 RAM \u8d0f\u3002 &#8211; \u8981 <strong>\u5169\u689d\u7368\u7acb\u5de5\u4f5c\u6d41\u540c\u6642\u5168\u901f<\/strong>\uff08\u4f8b\u5982\u4e00\u908a\u5beb\u7a3f\u4e00\u908a\u8dd1\u76e3\u6e2c\u6458\u8981\uff09\u2192 \u5206\u62c6\u5169\u90e8\u6a5f\uff0c\u52a0\u7e3d tok\/s \u5f80\u5f80\u66f4\u9ad8\u3002<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u4fc2 <strong>\u7c97\u4f30<\/strong>\uff08\u7528\u516c\u958b 256GB\uff0f\u76f8\u8fd1\u6676\u7247\u6578\u91cf\u7d1a\u63a8\u53bb 512 \u540c\u5206\u62c6\uff1b<strong>512 \u7121\u5b8c\u6574\u516c\u958b\u5c0d\u7167\uff0c\u53ea\u4fc2\u8ad7\u6cd5\u6846\u67b6<\/strong>\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u5834\u666f<\/th><th>\u7c97\u4f30<\/th><\/tr><\/thead><tbody><tr><td>Ultra \u7368\u8dd1 9B\uff08MLX 4-bit\uff09<\/td><td>\u5927\u7d04\u6bcf\u79d2\u8fd1\u767e token \u91cf\u7d1a<\/td><\/tr><tr><td>Ultra \u7368\u8dd1 27B dense 4-bit<\/td><td>\u5927\u7d04\u6bcf\u79d2\u4e8c\u4e09\u5341 token \u91cf\u7d1a<\/td><\/tr><tr><td>Ultra \u7368\u8dd1 MoE\uff08\u7d04 30B-A3B \u985e\uff09<\/td><td>\u5f80\u5f80\u660e\u986f\u5feb\u904e\u540c\u8a18\u61b6\u9ad4\u4f54\u7528\u5605 dense 27B<\/td><\/tr><tr><td>Ultra <strong>\u540c\u6642<\/strong>\u8dd1\u5169\u500b 27B \u7d1a<\/td><td>\u8a18\u61b6\u9ad4\u4ecd\u5920\uff1b\u5404\u81ea\u901f\u5ea6\u591a\u6578\u6703\u6253\u500b\u6298\uff08\u6436\u983b\u5bec\uff09\uff0c\u7e3d\u541e\u5410\u672a\u5fc5\u7b49\u65bc\u300c\u5169\u500d\u7368\u8dd1\u300d<\/td><\/tr><tr><td><strong>\u5169\u90e8\u6a5f<\/strong>\u5404\u8dd1\u4e00\u500b 27B<\/td><td>\u5404\u6709\u81ea\u5df1\u5605\u983b\u5bec \u2192 \u52a0\u7e3d\u66f4\u63a5\u8fd1\u300c\u5169\u500d\u7368\u8dd1\u300d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u53e5\uff1a\u55ae\u6a5f 512GB \u4fc2\u300c\u4e00\u53f0\u5de8\u578b\u5171\u4eab\u5eda\u623f\u300d\uff1b\u5206\u62c6\u4fc2\u300c\u5169\u9593\u7d30\u5eda\u623f\u540c\u6642\u716e\u300d\u2014\u2014\u4e26\u884c\u4efb\u52d9\u901a\u5e38\u5f8c\u8005\u52a0\u7e3d\u66f4\u5feb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"560\" src=\"https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-mac-mini.jpg?resize=840%2C560&#038;ssl=1\" alt=\"Mac mini\" class=\"wp-image-3969\" srcset=\"https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-mac-mini.jpg?w=1960&amp;ssl=1 1960w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-mac-mini.jpg?resize=500%2C333&amp;ssl=1 500w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-mac-mini.jpg?resize=800%2C533&amp;ssl=1 800w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-mac-mini.jpg?resize=768%2C512&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-mac-mini.jpg?resize=1536%2C1024&amp;ssl=1 1536w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-mac-mini.jpg?resize=1200%2C800&amp;ssl=1 1200w, https:\/\/i0.wp.com\/www.rockfu.net\/blog\/wp-content\/uploads\/2026\/10\/m5-mac-mini.jpg?w=1680&amp;ssl=1 1680w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><figcaption class=\"wp-element-caption\">Mac mini<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7528 HK$197,249\uff08512GB\uff0f8TB\uff09\u505a\u9905\uff0c\u9ede\u62c6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u50f9\u9322\u53d6\u81ea Apple \u9999\u6e2f\u5546\u5e97\u914d\u7f6e\u9801\uff08\u64b0\u7a3f\u6642\u6838\u5c0d\uff09\uff0c\u65b9\u4fbf\u5c0d\u6bd4\uff1b<strong>\u843d\u55ae\u524d\u8acb\u518d\u958b\u4e00\u6b21\u5b98\u65b9\u9801<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u57fa\u6e96<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Mac Studio <strong>M5 Ultra<\/strong>\uff0836 \u6838 CPU\uff0f80 \u6838 GPU\uff09<strong>512GB + 8TB<\/strong> \u2248 <strong>HK$197,249<\/strong><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5e38\u898b\u300c\u534a\u6eff\u8840\uff0f\u8f03\u7d30\u300dStudio<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Ultra 36\uff0f80\u3001<strong>256GB + 8TB<\/strong> \u2248 HK$110,999  <\/li><li>Ultra 36\uff0f80\u3001<strong>256GB + 1TB<\/strong> \u2248 HK$84,749  <\/li><li>Ultra 36\uff0f80\u3001<strong>96GB + 1TB<\/strong> \u2248 HK$54,749  <\/li><li>M5 Max 18\uff0f40\u3001<strong>128GB + 1TB<\/strong> \u2248 HK$41,749  <\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Mac mini\uff08\u5206\u62c6\u5e38\u7528\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>M5 Pro 18\uff0f20\u3001<strong>64GB + 1TB<\/strong> \u2248 HK$25,249  <\/li><li>M6\u3001<strong>32GB + 1TB<\/strong> \u2248 HK$14,049  <\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d44\u5408 A\uff1a\u4e00\u90e8 512 \u6eff\u8840<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u9322\uff1a\u2248 197,249\uff08\u4e00\u90e8\uff09  <\/li><li>\u5f37\u9805\uff1a\u585e\u5f97\u843d\u597d\u5927\u5605\u55ae\u4e00\u6a21\u578b\u3001\u8d85\u9577 context\u3001\u4e00\u500b process \u5167\u591a agent \u5171\u7528\u5927 KV\u3002  <\/li><li>\u5f31\u9805\uff1a\u5169\u500b\u91cd\u6a21\u578b\u4e26\u884c\u6642\u6436\u540c\u4e00\u689d 1.2TB\/s\uff1b\u58de\u6a5f\uff0f\u8981\u7dad\u4fee\u5c31\u5168\u5bb6\u505c\u5de5\u3002<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d44\u5408 B\uff1a\u5169\u90e8\u300c256GB \u7d1a\u300d<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4f8b\uff1a\u5169\u90e8 Ultra <strong>256GB\uff0f1TB<\/strong> \u2248 84,749 \u00d7 2 = <strong>HK$169,498<\/strong>\uff08\u4ef2\u5269\u5927\u7d04\u4e8c\u842c\u5e7e\u53ef\u4ee5\u52a0\u4e00\u90e8 mini \u6216\u8005\u5347\u7d1a SSD\uff09  <\/li><li>\u6216\u8005\u4e00\u90e8 256\uff0f8TB\uff08110,999\uff09+ \u4e00\u90e8 Max 128\uff0f1TB\uff0841,749\uff09\u2248 <strong>HK$152,748<\/strong>  <\/li><li>\u5f37\u9805\uff1a\u5169\u500b\u6a21\u578b\u5404\u4f54\u4e00\u90e8\u6a5f\uff0c<strong>\u4e26\u884c token \u52a0\u7e3d\u901a\u5e38\u597d\u904e\u55ae\u6a5f\u96d9\u958b<\/strong>\uff1b\u4e00\u90e8\u7dad\u4fee\u53e6\u4e00\u90e8\u4ef2\u7528\u5f97\u3002  <\/li><li>\u5f31\u9805\uff1a\u55ae\u4e00\u6a21\u578b\u4e0a\u9650\u4f4e\u904e 512GB\uff1b\u5169\u5957\u7cfb\u7d71\u8981\u81ea\u5df1\u7ba1\u66f4\u65b0\u3001\u5099\u4efd\u3001\u7db2\u7d61\u3002<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d44\u5408 C\uff1aM5 Max 128 + Mac mini M5 Pro 64\uff08\u540c\u50f9\u53ef\u8cb7\u591a\u5957\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4e00\u5957\uff1a41,749 + 25,249 \u2248 <strong>HK$66,998<\/strong>  <\/li><li>\u540c\u4e00\u7b46 197,249 \u5927\u7d04\u53ef\u4ee5\u8cb7 <strong>\u7d04\u4e09\u5957<\/strong>\uff083 \u00d7 66,998 \u2248 200,994\uff0c\u8cbc\u8fd1\u9810\u7b97\uff0c\u8981\u81ea\u5df1\u5fae\u8abf SSD\uff0f\u8a18\u61b6\u9ad4\uff09  <\/li><li>\u5f37\u9805\uff1a\u4e09\u500b\u7368\u7acb\u7bc0\u9ede\u2014\u2014\u4f8b\u5982\u300c\u5beb\u624b\u6a21\u578b\uff0f\u76e3\u6e2c\u6458\u8981\uff0f\u5be6\u9a57\u6a21\u578b\u300d\u5206\u958b\uff1b\u7e3d\u4e26\u884c\u541e\u5410\u53ef\u4ee5\u597d\u9ad8\u3002  <\/li><li>\u5f31\u9805\uff1a\u55ae\u6a5f\u585e\u5514\u843d 70B+ \u5927\u578b\uff1b\u6bcf\u90e8\u983b\u5bec\u4f4e\u904e Ultra\uff08Max \u7d04 0.46\u20130.61TB\/s\uff0cPro \u7d04 0.3TB\/s\uff09\u3002<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d44\u5408 D\uff1a\u5206\u62c6\u66f4\u591a\u2014\u2014\u300c\u4e00\u5806 mini\uff0fMax\u300d<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4f8b\uff1a\u4e00\u90e8 Ultra 96GB\uff0854,749\uff09\u505a\u300c\u5927\u6a21\u578b\u4f4d\u300d+ \u5169\u90e8 Max 128\uff0841,749\u00d72\uff09+ \u5169\u90e8 mini Pro 64\uff0825,249\u00d72\uff09\u2248 <strong>HK$188,745<\/strong>  <\/li><li>\u6216\u8005\u4e7e\u8106\u56db\u81f3\u4e03\u90e8\u9ad8\u914d mini\uff0fMax \u6253\u6563\uff08\u8996\u4f60\u9ede\u914d\uff09\u3002  <\/li><li>\u5f37\u9805\uff1a\u6545\u969c\u57df\u7d30\u3001\u53ef\u6309\u4efb\u52d9\u64f4\u5145\u3001Apple \u5ba3\u50b3 Ultra \u4ea6\u53ef\u7528 Thunderbolt 5 \u505a\u5206\u6563\u5f0f\u63a8\u8ad6\uff08\u5b98\u65b9\u6307\u53e2\u96c6\u5c0d\u6bd4\u55ae\u6a5f\u53ef\u5feb\u9054\u7d04 3 \u500d\uff0c\u8996\u5de5\u4f5c\u8ca0\u8f09\uff09\u3002  <\/li><li>\u5f31\u9805\uff1a\u96fb\u8cbb\u3001\u7db2\u7dda\u3001\u7ba1\u7406\u6210\u672c\u3001\u8edf\u4ef6\u8981\u81ea\u5df1\u505a\u8def\u7531\uff1b\u5514\u4fc2\u300c\u958b\u7bb1\u5373\u4e00\u53f0\u795e\u6a5f\u300d\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5be6\u6e2c\u5834\u666f\uff1aQwen3-8B + Qwen-Image-2.1 \u4e00\u9f4a\u8dd1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8a2d\u4f60\u65e5\u5e38\u5c31\u4fc2\u5462\u5c0d\u7d44\u5408\uff08\u597d\u5e38\u898b\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u6587\u5b57<\/strong>\uff1a<a href=\"https:\/\/mlx.app\/run\/qwen3-8b\">Qwen3-8B<\/a>\uff084-bit \u6b0a\u91cd\u5927\u7d04 4.6GB\uff0c\u77ed context \u9023 cache \u7d04 6GB \u8d77\uff09<\/li><li><strong>\u51fa\u5716<\/strong>\uff1a<a href=\"https:\/\/maclocalllm.com\/qwen-image-2-1-m3-ultra-m5-ultra-dgx-spark-benchmark\/\">Qwen-Image-2.1<\/a>\uff08mflux 8-bit \u5cf0\u503c\u5e38\u898b\u7d04 30\u201337GB\uff1b1024\u00d71024\uff09<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5169\u500b\u4e00\u9f4a\u5e38\u99d0\uff0c\u7c97\u7565\u8981 <strong>\u7d04 40GB+<\/strong> \u7d71\u4e00\u8a18\u61b6\u9ad4\u5148\u8212\u670d\uff08\u518d\u52a0\u7cfb\u7d71\u540c\u700f\u89bd\u5668\uff09\u3002\u4ee5\u4e0b\u4fc2 <strong>\u7c97\u4f30<\/strong>\uff0c\u7528\u516c\u958b 256GB\uff0f\u793e\u7fa4\u6578\u5b57\u63a8\u53bb\u5404\u7d44\u5408\u2014\u2014<strong>512 \u4e00\u6b04\u5c24\u5176\u4fc2\u63a8\u4f30\uff0c\u7528\u4f86\u8ad7\u5206\u62c6\u503c\u5514\u503c\u5f97<\/strong>\uff0c\u5514\u4fc2\u843d\u55ae\u4fdd\u8b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u7d44\u5408<\/th><th>Qwen3-8B\uff08\u77ed\u5c0d\u8a71 decode\uff09<\/th><th>Qwen-Image-2.1\uff081024\uff0c\u6a21\u578b\u5df2\u8f09\u5165\uff09<\/th><th>\u5169\u500b\u4e00\u9f4a\u6642\u9ede\u6a23<\/th><\/tr><\/thead><tbody><tr><td><strong>A\uff1a\u4e00\u90e8 M5 Ultra 512\uff0f8TB<\/strong><\/td><td>\u5927\u7d04 <strong>90\u2013120+ tok\/s<\/strong> \u91cf\u7d1a\uff08MLX 4-bit\uff1bmlx.app \u4f30 M5 Ultra 8-bit \u7d04 62\u2013110\uff0cM3 Ultra \u5be6\u6e2c 4-bit \u77ed\u5c0d\u8a71\u7d04 120\uff09<\/td><td>Base \u5927\u7d04 <strong>30\u201335 \u79d2\uff0f\u5f35<\/strong>\uff08M5 Ultra 256GB \u4e0a mflux \u7d04 30s\uff1b\u53e6\u6709\u5c0d\u7167\u7d04 35s\uff09\uff1bTurbo \u5927\u7d04 <strong>8 \u79d2\uff0f\u5f35<\/strong> \u91cf\u7d1a<\/td><td>\u8a18\u61b6\u9ad4\u6975\u9b06\u3002\u4e00\u9f4a\u8dd1\u6642\u6587\u5b57\u591a\u6578\u4ef2\u5feb\uff1b\u51fa\u5716\u6703\u5206\u8584 GPU\uff0f\u983b\u5bec\uff0c\u6216\u6162\u4e00\u6210\u534a\u622a\uff0c\u4f46\u4ecd\u7136\u4e00\u90e8\u6a5f\u641e\u6382<\/td><\/tr><tr><td><strong>B\uff1a\u5169\u90e8 256GB \u7d1a Ultra<\/strong><\/td><td>\u6587\u5b57\u6a5f\u7368\u4f54\uff1a\u540c\u4e0a\uff0c\u7d04 <strong>100+ tok\/s<\/strong><\/td><td>\u51fa\u5716\u6a5f\u7368\u4f54\uff1a\u540c\u4e0a\u7d04 <strong>30s\uff0fTurbo ~8s<\/strong>\uff0c\u5514\u4f7f\u540c\u6587\u5b57\u6436<\/td><td><strong>\u4e26\u884c\u6700\u975a<\/strong>\uff1a\u4e00\u908a\u51fa token \u4e00\u908a\u51fa\u5716\uff0c\u52a0\u7e3d\u541e\u5410\u901a\u5e38\u8d0f\u55ae\u6a5f\u96d9\u958b<\/td><\/tr><tr><td><strong>C\uff1aMax 128 + mini M5 Pro 64<\/strong><\/td><td>Max \u4e0a\u7d04 <strong>24\u201342 tok\/s<\/strong>\uff08mlx.app M5 Max \u91cf\u7d1a\uff09\uff1bPro 64 \u7d04 <strong>16\u201328 tok\/s<\/strong><\/td><td>Max 128 \u5920\u653e Image\uff08~37GB\uff09\uff1b\u901f\u5ea6\u4f30\u4ecb\u4e4e M4 Max\uff0820 step \u7d04\u5169\u5206\u9418\u91cf\u7d1a\uff09\u540c M5 Ultra \u4e4b\u9593\uff0c\u7c97\u7565 <strong>\u7d04 1\u20132 \u5206\u9418\uff0f\u5f35\uff08Base\uff09<\/strong>\uff0cTurbo \u6216\u6578\u5341\u79d2<\/td><td>\u5efa\u8b70 <strong>Max \u5c08\u51fa\u5716\u3001mini \u5c08 8B<\/strong>\uff0c\u5b9a <strong>Max \u96d9\u8f09\u3001mini \u505a\u7b2c\u4e8c\u689d\u6587\u5b57<\/strong>\u3002\u4e09\u5957\u540c\u50f9\u5c31\u4fc2\u4e09\u5c0d\u6d41\u6c34\u7dda<\/td><\/tr><tr><td><strong>D\uff1a\u5206\u62c6\u66f4\u591a\uff08Ultra 96 + Max + mini\u2026\uff09<\/strong><\/td><td>\u6bcf\u90e8 mini\uff0fMax \u5404\u81ea <strong>\u7d04 16\u201340 tok\/s<\/strong> \u91cf\u7d1a\uff1b\u53ef\u958b\u591a\u689d 8B<\/td><td>\u628a Image \u56fa\u5b9a\u55ba <strong>Ultra \u6216 Max<\/strong>\uff1b\u5176\u9918\u7bc0\u9ede\u5514\u597d\u786c\u585e Base\uff0832GB M6 \u504f\u7dca\uff09<\/td><td>\u6700\u5571\u300c\u591a\u500b\u5beb\u624b\u6587\u5b57\u6d41 + \u4e00\u90e8\u51fa\u5716\u6a5f\u300d\uff1b\u7e3d\u6587\u5b57 token \u53ef\u4ee5\u597d\u9ad8\uff0c\u51fa\u5716\u4ecd\u7136\u53d7\u55ae\u4e00\u7e6a\u5716\u6a5f\u4e0a\u9650<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a18\u61b6\u9ad4\u901f\u67e5\uff1a8B \u597d\u7d30\uff0c<strong>\u74f6\u9838\u5e7e\u4e4e\u4e00\u5b9a\u4fc2 Image-2.1<\/strong>\u300232GB M6 mini \u7528\u8f15\u91cf 4-bit \u5305\u6216\u8005 Turbo \u6216\u53ef\u8a66\uff0c\u4f46\u540c 8B \u9577\u671f\u96d9\u958b\u5514\u7a69\u9663\u2014\u2014\u5206\u62c6\u6642\u5be7\u9858\u7559\u90e8 \u226564GB \u7540\u51fa\u5716\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5be6\u52d9\u4e00\u53e5\uff1a\u82e5\u4f60\u771f\u4fc2\u65e5\u65e5 <strong>8B \u50be\u5048 + Image-2 \u51fa\u5716<\/strong>\uff0c\u7528 HK$19.7 \u842c\u8cb7 512 \u6eff\u8840\u7248\uff0c\u8a18\u61b6\u9ad4\u904e\u5269\uff1b<strong>\u5169\u90e8 256 \u6216\u8005 Max+mini \u4e58\u5e7e\u5957<\/strong>\uff0c\u901a\u5e38\u7528\u5be6\u969b\u300c\u6bcf\u5206\u9418\u51fa\u5e7e\u591a\u5b57\uff0f\u5e7e\u591a\u5716\u300d\u8a08\u6703\u66f4\u62b5\u3002512 \u4ecd\u7136\u8d0f\u55ba\uff1a\u8d85\u9577 context\u3001\u66f4\u5927\u6587\u5b57\u6a21\u578b\u3001\u51fa\u5716\u540c\u6642\u4ef2\u8981\u8f09\u4f4f\u597d\u5927 LLM\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516c\u958b\u6e2c\u8a66\u6458\u9304\uff1aUltra\uff0fMax \u7d1a token\uff08\u6709\u4f86\u6e90\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d30\u6a5f\uff08\u4f8b\u5982\u5165\u9580 M5\uff0fPro\uff09\u540c Ultra \u5dee\u8ddd\u592a\u5927\uff0c\u6bd4\u8f03\u610f\u7fa9\u4f4e\uff0c\u5462\u5ea6\u53ea\u7559 <strong>Max\uff0fUltra \u7d1a<\/strong>\u3002\u65b9\u6cd5\u3001context\u3001\u91cf\u5316\u5514\u540c\uff0c<strong>\u53ea\u53ef\u6a6b\u5411\u53c3\u8003<\/strong>\uff1b\u4f60\u53ef\u63a5\u53d7\u9580\u6abb\u5927\u7d04 <strong>30 tok\/s<\/strong> \u8d77\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u6a5f\uff0f\u6676\u7247<\/th><th>\u6a21\u578b<\/th><th>\u689d\u4ef6<\/th><th>Decode \u5927\u7d04<\/th><th>\u4f86\u6e90<\/th><\/tr><\/thead><tbody><tr><td>M3 Ultra 60 \u6838\u300196GB<\/td><td>Qwen3-8B 4-bit<\/td><td>MLX\uff0c\u77ed\u5c0d\u8a71<\/td><td><strong>\u7d04 120 tok\/s<\/strong><\/td><td><a href=\"https:\/\/llm-speed.com\/r\/r_b1awwhkoo2v\">llm-speed<\/a><\/td><\/tr><tr><td>M5 Max\u300148GB<\/td><td>Qwen3-14B 4-bit<\/td><td>MLX<\/td><td><strong>\u7d04 63 tok\/s<\/strong><\/td><td><a href=\"https:\/\/llamaperf.com\/engine\/mlx\">llamaperf<\/a><\/td><\/tr><tr><td>M5 Max\u300148GB<\/td><td>Qwen3-32B 4-bit<\/td><td>MLX<\/td><td><strong>\u7d04 28 tok\/s<\/strong>\uff08\u8cbc\u8fd1\uff0f\u7565\u4f4e\u65bc 30\uff09<\/td><td>\u540c\u4e0a<\/td><\/tr><tr><td>M5 Max 40 \u6838\u3001128GB<\/td><td>Qwen3.8-27B 4-bit<\/td><td>oMLX\uff0c4k\u201316k<\/td><td><strong>\u7d04 31\u201333 tok\/s<\/strong><\/td><td><a href=\"https:\/\/omlx.ai\/benchmarks\/performance\/p1p887nz\">oMLX<\/a><\/td><\/tr><tr><td>M5 Ultra<\/td><td>Qwen3.8-27B<\/td><td>\u516c\u958b\u5be6\u6e2c\u6574\u7406<\/td><td><strong>\u7d04 48\u201351 tok\/s<\/strong> \u91cf\u7d1a<\/td><td><a href=\"https:\/\/llmcheck.net\/models\/qwen38-27b-on-m5-ultra\/\">llmcheck<\/a>\uff0f\u6574\u7406\u6587<\/td><\/tr><tr><td>M5 Ultra 256GB<\/td><td>Qwen-Image-2.1<\/td><td>mflux\uff0c1024<\/td><td><strong>\u7d04 30 \u79d2\uff0f\u5f35<\/strong>\uff08Turbo \u53e6\u7d04 8 \u79d2\u91cf\u7d1a\uff09<\/td><td>\u793e\u7fa4\u5be6\u6e2c\u6574\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">M5 Ultra 256GB\uff1a\u516c\u958b\u6709\u5187\u8b1b\u904e\u300c\u540c\u6642\u4e26\u767c\u5e7e\u591a\u300d\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\uff0c\u800c\u4e14\u8b1b\u5f97\u5e7e\u5177\u9ad4\u2014\u2014\u8981\u5206\u6e05\u5169\u7a2e\u300c\u540c\u6642\u300d\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1\uff09\u540c\u4e00\u6a21\u578b\u3001\u591a\u689d\u8acb\u6c42\u4e00\u9f4a decode\uff08batch\uff0f\u591a session\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.macstories.net\/stories\/m5-ultra-mac-studio-review-the-dream-mac-for-local-ai-agents\/\">MacStories<\/a> \u7528 <strong>M5 Ultra 256GB<\/strong>\u3001oMLX \u8dd1 <strong>Qwen3.8-Flash-Next<\/strong>\uff1a\u5be6\u6e2c <strong>1\uff0f2\uff0f3 \u689d\u540c\u6642<\/strong>\u3002\u4f5c\u8005\u5beb\u660e <strong>256GB \u4e0a\u53ef\u4ee5 stack \u5230\u4e09\u689d Flash-Next session<\/strong>\uff1b\u4e09\u689d\u4e00\u9f4a\u6642\u6574\u7d44\u7d04 <strong>22.1 \u79d2<\/strong>\u505a\u5b8c\uff08\u6bcf\u689d\u7d04 6.5K in\uff0f600 out\uff09\uff0c<strong>\u5408\u4f75\u8f38\u51fa\u7d04 81.5 tok\/s<\/strong>\uff08\u55ae\u689d\u6642\u5408\u4f75\u7d04 66\uff09\u3002\u91cd\u9ede\uff1a\u6bcf\u689d\u6703\u6162\u904e\u7368\u8dd1\uff0c\u4f46\u4e09\u689d\u90fd\u5b8c\u6210\u5f97\u5230\u3002<\/li><li><a href=\"https:\/\/llamaperf.com\/gpu\/m5-ultra-256gb\">llamaperf \u532f\u7e3d<\/a> \u540c\u4e00\u6a5f Flash-Next\uff1a\u55ae\u689d\u5e73\u5747 decode \u7d04 <strong>121 tok\/s<\/strong>\uff1b<strong>2 \u4e26\u884c\u7d04 74 tok\/s\uff0f\u689d<\/strong>\uff1b<strong>4 \u4e26\u884c\u7d04 41 tok\/s\uff0f\u689d<\/strong>\u2014\u2014\u82e5\u4ee5 <strong>\u226530 tok\/s<\/strong> \u505a\u300c\u4ef2\u8212\u670d\u300d\u9580\u6abb\uff0c<strong>\u5927\u7d04 2\u20134 \u689d\u4e26\u884c<\/strong>\u4ecd\u904e\u7dda\uff1b\u518d\u52a0\u5c31\u6703\u8dcc\u7a7f\u3002<\/li><li>27B \u7d1a\uff1aoMLX \u6709 batch 1\uff0f2\uff0f4 \u7e3d\u541e\u5410\u4e0a\u5347\u5605\u63d0\u4ea4\uff1b\u53e6\u6709\u670d\u52d9\u5411\u6e2c\u8a66\uff08\u6ce8\u610f\u6709\u5572\u4fc2 <strong>192GB<\/strong> \u6a5f\uff09\u986f\u793a 27B \u53ef\u4ee5\u63a8\u5230\u66f4\u9ad8 concurrent\uff0c\u4f46 <strong>\u6bcf user tok\/s \u6703\u4e00\u8def\u8dcc<\/strong>\u2014\u2014\u904e\u5497\u4f60\u5605 30 \u9580\u6abb\u5c31\u8981\u81ea\u5df1\u7747\u8868\u3002<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2\uff09\u8a18\u61b6\u9ad4\u5165\u9762\u300c\u540c\u6642\u4f4f\u4f4f\u5e7e\u500b\u6a21\u578b\u300d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">256GB \u7d71\u4e00\u8a18\u61b6\u9ad4\u5920\u5927\uff0c\u53ef\u4ee5 <strong>\u9810\u8f09\u591a\u500b\u4e2d\u578b\u6a21\u578b<\/strong>\uff08\u4f8b\u5982\u4e00\u500b\u5feb\u7b54\u3001\u4e00\u500b\u5beb\u9577\u6587\uff0f\u51fa\u5716\uff09\uff0c\u5514\u7b49\u65bc\u5168\u90e8\u4e00\u9f4a\u5168\u901f decode\u3002\u4e00\u9f4a decode \u4ecd\u7136\u4fc2\u6436 <strong>\u540c\u4e00\u689d\u7d04 1.2TB\/s \u983b\u5bec<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5be6\u7528\u7d50\u8ad6\uff1a<strong>256GB Ultra \u4e0a\uff0c\u672c\u5730 agent\uff0f\u591a session \u5605\u300c\u8212\u670d\u4e26\u767c\u300d\u516c\u958b\u5be6\u6e2c\u591a\u843d\u5728 2\u20133 \u689d\uff08Flash-Next \u985e\uff09\uff1b\u63a8\u5230 4 \u689d\u4ecd\u53ef\u904e\u7d04 40 tok\/s\uff0f\u689d\u3002<\/strong> 512GB \u7406\u8ad6\u4e0a KV\uff0f\u540c\u6642\u8f09\u6a21\u578b\u66f4\u9b06\uff0c\u4f46 <strong>\u983b\u5bec\u4ecd\u7136\u4fc2\u4e00\u689d\u7d04 1.2TB\/s<\/strong>\u2014\u2014\u5514\u6703 magically \u8b8a\u6210\u300c\u56db\u500d\u4e26\u884c\u4ecd\u6bcf\u689d\u5168\u901f\u300d\u3002\u8981\u66f4\u591a\u689d\u4ecd\u7136 \u226530\uff0c\u7d30\u5572\u6a21\u578b\u3001\u77ed\u5572 context\uff0c\u6216\u8005 <strong>\u5206\u62c6\u591a\u90e8\u6a5f\u5404\u6709\u81ea\u5df1\u983b\u5bec<\/strong>\uff0c\u5f80\u5f80\u5148\u4fc2\u672c\u984c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u672c\u5730\u90e8\u7f72\uff1a\u9ede\u89e3\u6703\u8ad7\u300c\u591a\u90e8\u6a5f\u300d\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u55ae\u6a5f\u5927 RAM \u597d\u5438\u5f15\u2014\u2014\u4e00\u500b\u5927\u6a21\u578b\u3001\u8d85\u9577 context\u3001\u526a\u7247\u65c1\u908a\u4ef2\u8f09\u4f4f LLM\uff0c\u4e00\u90e8\u641e\u6382\u3002\u4f46\u672c\u5730\u771f\u6b63\u65e5\u7528\uff0c\u597d\u591a\u6642\u5514\u4fc2\u300c\u4e00\u90e8\u795e\u6a5f\u585e\u7206\u300d\uff0c\u800c\u4fc2 <strong>\u5e7e\u689d\u5de5\u4f5c\u6d41\u9577\u671f\u958b\u4f4f<\/strong>\uff1a\u5beb\u7a3f\u3001\u51fa\u5716\u3001\u76e3\u6e2c\u6458\u8981\u3001\u5be6\u9a57\u65b0\u6a21\u578b\u2026\u2026\u5462\u6642\u591a\u90e8\u6a5f\u5605\u597d\u8655\u597d\u5be6\u969b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u5404\u6709\u81ea\u5df1\u5605\u8a18\u61b6\u9ad4\u983b\u5bec<\/strong> \u2014 \u55ae\u6a5f\u96d9\u958b\u4fc2\u6436\u540c\u4e00\u689d\u5589\uff1b\u5169\u90e8\u6a5f\u5404\u8dd1\u4e00\u500b\u6a21\u578b\uff0c\u52a0\u7e3d\u541e\u5410\u901a\u5e38\u66f4\u63a5\u8fd1\u300c\u5169\u500d\u7368\u8dd1\u300d\uff0c\u800c\u5514\u4fc2\u6253\u500b\u6298\u3002  <\/li><li><strong>\u6545\u969c\u57df\u7d30<\/strong> \u2014 \u4e00\u90e8\u8981\u66f4\u65b0\u3001\u904e\u71b1\u3001\u6216\u8005\u4f60\u8a66\u7206\u67d0\u500b\u5be6\u9a57\u6a21\u578b\uff0c\u53e6\u4e00\u90e8\u4ef2\u53ef\u4ee5\u7167\u5beb\u7a3f\uff0f\u7167\u544a\u8b66\u3002  <\/li><li><strong>\u4efb\u52d9\u9694\u96e2<\/strong> \u2014 \u51fa\u5716\u6a5f\u5c08\u9580\u8f09 Image\uff1b\u6587\u5b57\u6a5f\u5c08\u9580\u8f09 chat\uff1b\u76e3\u6e2c\u7528\u7d30\u6a21\u578b\uff0c\u5514\u540c\u5beb\u624b\u6436\u8cc7\u6e90\u3002\u672c\u5730\u90e8\u7f72\u6700\u6015\u300c\u4e00\u500b process \u98df\u7206\uff0c\u5168\u5bb6\u5361\u300d\u3002  <\/li><li><strong>\u540c\u50f9\u63db\u7bc0\u9ede\u6578<\/strong> \u2014 \u7528 512 \u6eff\u8840\u55f0\u7b46\u9322\uff0c\u53ef\u4ee5\u8b8a\u6210\u5169\u90e8 256\uff0c\u6216\u8005 Max + mini \u4e58\u5e7e\u5957\uff1b\u4e26\u884c\u4efb\u52d9\u6108\u591a\uff0c\u5462\u7a2e\u63db\u6cd5\u6108\u503c\u5f97\u8a08\u3002  <\/li><li><strong>\u64f4\u5145\u5f48\u6027<\/strong> \u2014 \u5148\u5169\u90e8\u5920\u7528\uff0c\u4e4b\u5f8c\u518d\u52a0\u4e00\u90e8\u505a\u5be6\u9a57\uff0c\u5514\u4f7f\u4e00\u6b21\u904e\u8cb7\u5230\u9802\u3002Thunderbolt 5 \u5206\u6563\u5f0f\u63a8\u8ad6\u4fc2\u53e6\u4e00\u689d\u8def\uff0c\u4f46\u65e5\u5e38\u300c\u5169\u689d\u7368\u7acb API\u300d\u5f80\u5f80\u7c21\u55ae\u904e\u4e00\u958b\u59cb\u5c31\u73a9\u53e2\u96c6\u3002<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">512 \u4ecd\u7136\u6709\u4f4d\u7f6e\uff1a\u4f60\u8b49\u5be6\u8981 <strong>\u55ae\u4e00\u8d85\u5927\u6a21\u578b<\/strong>\u3001\u6216\u8005 <strong>\u8d85\u9577 context + \u591a agent \u5171\u7528\u5927 KV<\/strong>\u3002\u53ea\u4fc2\u55ba\u300c\u672a\u6709 512 \u516c\u958b\u4e26\u767c\u6578\u64da\u300d\u4e4b\u524d\uff0c\u66f4\u503c\u5f97\u5148\u554f\u2014\u2014\u4f60\u5605\u672c\u5730\u8ca0\u8f09\uff0c\u4fc2\u4e00\u689d\u5927\u6cb3\uff0c\u5b9a\u4fc2\u5e7e\u689d\u7d30\u6cb3\u8981\u4e00\u9f4a\u6d41\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u908a\u7a2e\u300c\u8dd1 token \u6703\u66f4\u591a\u300d\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u8b1b\u6e05\u695a\u4f60\u6bd4\u8f03\u7dca\u5605\u4fc2\u908a\u500b\u6307\u6a19\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u55ae\u4e00\u5c0d\u8a71\u3001\u8981\u6700\u5927\u6700\u9192\u55f0\u500b\u6a21\u578b<\/strong> \u2192 <strong>512GB \u6eff\u8840<\/strong>\u65b9\u5411\u901a\u5e38\u5571\uff08\u8a18\u5f97\uff1a\u5462\u5ea6\u591a\u4fc2\u63a8\u4f30\uff09\u3002  <\/li><li><strong>\u540c\u6642\u5169\u689d\u4ee5\u4e0a\u7368\u7acb\u672c\u5730\u63a8\u8ad6<\/strong>\uff08\u5169\u500b chat\u3001\u5169\u500b\u52a9\u624b\u5f8c\u7aef\u3001\u4e00\u908a\u5beb code \u4e00\u908a\u6458\u8981\u90f5\u4ef6\uff09\u2192 <strong>\u5206\u62c6\u5169\u90e8\u6216\u66f4\u591a<\/strong>\uff0c\u52a0\u7e3d tok\/s \u591a\u6578\u66f4\u9ad8\u2014\u2014\u672c\u5730\u90e8\u7f72\u6700\u5e38\u898b\u5605\u75db\u9ede\u5c31\u4fc2\u5462\u5ea6\u3002  <\/li><li><strong>\u8981\u5feb\u3001\u53c8\u8981\u6173\u8a18\u61b6\u9ad4<\/strong> \u2192 \u512a\u5148\u63c0 <strong>MoE \u7d30\u8d77\u52d5<\/strong> \u6a21\u578b\uff0c\u518d\u6c7a\u5b9a\u8981\u5514\u8981 Ultra\u3002  <\/li><li><strong>\u5f71\u76f8\uff0f\u526a\u7247\uff0f\u5beb code \u540c AI \u4e00\u9f4a<\/strong> \u2192 \u55ae\u6a5f\u5927 RAM \u65b9\u4fbf\u300c\u526a\u7247\u5514\u505c\u3001\u65c1\u908a\u4ef2\u8f09\u4f4f\u6a21\u578b\u300d\uff1b\u5206\u62c6\u5c31\u4fc2\u300c\u4e00\u90e8\u5c08\u5275\u4f5c\u3001\u4e00\u90e8\u5c08\u6a21\u578b\u300d\u3002<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5be6\u52d9\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u300c\u5beb\u624b\u300d\u7528 27B \u5beb blog \u521d\u7a3f\uff1b\u300c\u76e3\u6e2c\u300d\u7528 9B \u5c07 <code>curl<\/code>\uff0flog \u8b8a\u4e00\u53e5\u4eba\u8a71\u544a\u8b66\u2014\u2014\u5169\u90e8\u6a5f\u5404\u8dd1\u5404\u7684\uff0c\u5514\u4f7f 512\u3002  <\/li><li>\u8981\u672c\u6a5f\u8a66 100B+ \u7d1a\u6216\u8005\u8d85\u9577\u6587\u4ef6\u4e00\u6b21\u904e\u5165 context\u2014\u2014512GB \u5148\u6709\u8a0e\u8ad6\u50f9\u503c\u3002  <\/li><li>\u526a 8K \u540c\u6642\u8f09\u4f4f\u5927\u6a21\u578b\u2014\u2014\u5927\u7d71\u4e00\u8a18\u61b6\u9ad4\u55ae\u6a5f\u8212\u670d\u5572\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6a5f\u518d\u6eff\u8840\uff0c\u90fd\u8981 set \u597d rules<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5206\u62c6\u5e7e\u591a\u90e8\u90fd\u597d\uff0c\u5982\u679c\u4f60\u7528\u6703\u52d5\u624b\u5605\u672c\u5730\u52a9\u624b\uff0c<strong>\u8a18\u5f97\u5beb\u6e05\u695a\u898f\u5247<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u5beb\u624b<\/strong>\uff1a\u53ea\u51fa\u7a3f\uff0c<strong>\u5514\u81ea\u52d5\u767c\u4f48<\/strong>\u3001\u5514\u958b\u4ed8\u6b3e\u3002  <\/li><li><strong>\u76e3\u6e2c<\/strong>\uff1a\u53ea\u544a\u8b66\uff0c<strong>\u5514\u51c6\u81ea\u884c\u91cd\u555f\u4f3a\u670d\u5668<\/strong>\u3002  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