{"id":14528,"date":"2026-11-04T21:29:23","date_gmt":"2026-11-04T13:29:23","guid":{"rendered":"https:\/\/infernews.com\/blog\/rapid-mlx\/"},"modified":"2026-11-04T21:32:02","modified_gmt":"2026-11-04T13:32:02","slug":"rapid-mlx","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/rapid-mlx\/","title":{"rendered":"Rapid-MLX\uff1a\u52a0\u5feb Apple Silicon \u7684\u672c\u5730\u7de8\u7a0b\u4ee3\u7406"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/11\/Rapid-MLX-Apple-Silicon.jpg\" alt=\"Rapid-MLX. Local LLM server for Apple Silicon, built for coding agents. Up to 4\u00d7 faster than Apple\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 Mac \u4e0a\u7528\u672c\u5730\u6a21\u578b\u64cd\u4f5c Codex\u3001Claude Code \u6216 OpenCode\uff0c\u56de\u61c9\u901f\u5ea6\u548c\u4ee3\u7406\u80fd\u5426\u53ef\u9760\u547c\u53eb\u5de5\u5177\u90fd\u6703\u5f71\u97ff\u5de5\u4f5c\u6d41\u7a0b\u3002Rapid-MLX \u662f\u5efa\u57fa\u65bc MLX\u3001\u9762\u5411 Apple Silicon \u7684\u958b\u6e90\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u63a8\u7406\u670d\u52d9\u5668\uff0c\u8b93\u591a\u6b3e\u7de8\u7a0b\u4ee3\u7406\u900f\u904e\u517c\u5bb9 OpenAI \u8207 Anthropic \u7684\u4ecb\u9762\u9023\u63a5\u672c\u5730\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u8207\u76f4\u63a5\u4f7f\u7528 Apple \u7684 MLX\uff08mlx-lm\uff09\u76f8\u6bd4\uff0c\u4e3b\u6253\u66f4\u5feb\u7684\u751f\u6210\u901f\u5ea6\u548c\u7de8\u7a0b\u4ee3\u7406\u6240\u9700\u7684\u5de5\u5177\u547c\u53eb\u80fd\u529b\uff1b\u540c\u4e00\u6a21\u578b\u3001\u540c\u4e00\u7d44\u6b0a\u91cd\u4e0b\uff0c\u9805\u76ee\u5831\u544a\u6700\u9ad8\u53ef\u9054 4 \u500d\u89e3\u78bc\u901f\u5ea6\uff0c\u5178\u578b\u4efb\u52d9\u7d04\u5feb 1.5 \u500d\u3002\u6bd4\u8f03\u7d50\u679c\u6703\u53d7\u6a21\u578b\u3001\u4efb\u52d9\u548c\u786c\u4ef6\u5f71\u97ff\uff0c\u4e0d\u80fd\u8996\u70ba\u6240\u6709\u60c5\u6cc1\u90fd\u80fd\u9054\u5230\u7684\u901f\u5ea6\u63d0\u5347\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6e2c\u8a66\u8cc7\u6599\u5305\u62ec Mac mini M4 Pro \u4e0a\u7684 Qwen3.5-9B 4-bit\uff0c\u4ee5\u53ca Mac Studio M5 Max\uff0836 GB\uff09\u4e0a\u7684\u591a\u6b3e Qwen \u6a21\u578b\u3002Rapid-MLX \u7684 Qwen3.5-9B <mark>\u89e3\u78bc\u901f\u5ea6\u70ba\u6bcf\u79d2 115.5 \u500b token<\/mark>\uff0coMLX \u70ba 77.9\uff0cLM Studio \u70ba 81.0\uff1b\u4f46\u6e2c\u8a66\u53ea\u8a18\u9304\u55ae\u6b21\u57f7\u884c\uff0c\u4e26\u4f7f\u7528\u5404\u670d\u52d9\u5668\u7684\u9810\u8a2d\u6a21\u5f0f\uff0c\u56e0\u6b64\u6578\u5b57\u9069\u5408\u53c3\u8003\uff0c\u4e0d\u5b9c\u76f4\u63a5\u7576\u4f5c\u5168\u9762\u6392\u540d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u88dd\u5f8c\u9078\u7528\u652f\u63f4\u7684\u7de8\u7a0b\u4ee3\u7406\uff0c\u518d\u4ee5 <code>rapid-mlx launch<\/code> \u555f\u52d5\u5373\u53ef\uff1b\u540c\u4e00\u6307\u4ee4\u53ef\u91cd\u8907\u4f7f\u7528\uff0c\u79fb\u9664 Rapid \u7684\u79c1\u4eba\u8a2d\u5b9a\u6a94\u4e5f\u4e0d\u6703\u6539\u52d5 Codex \u539f\u6709\u8a2d\u5b9a\u3002\u9996\u6b21\u56de\u8986\u53ef\u80fd\u8f03\u6162\uff0c\u56e0\u70ba\u6a21\u578b\u9700\u8981\u4e0b\u8f09\u6216\u8f09\u5165\uff0c\u4e5f\u53ef\u80fd\u8981\u8655\u7406\u4ee3\u7406\u7684\u958b\u5834\u63d0\u793a\u8a5e\u3002\u9805\u76ee\u8981\u6c42\u4f7f\u7528 M \u7cfb\u5217 Mac\uff0c\u76ee\u524d\u6c92\u6709 Windows \u6216 Linux \u684c\u9762\u7248\u672c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u63f4 Codex\u3001Claude Code\u3001OpenCode\u3001Pi\u3001Hermes\u3001Crush \u548c Goose\u3002<\/li>\n\n\n\n<li>\u63d0\u4f9b\u517c\u5bb9 OpenAI \u8207 Anthropic \u7684 API\uff0c\u4e26\u8457\u91cd\u53ef\u9760\u7684\u5de5\u5177\u547c\u53eb\u3002<\/li>\n\n\n\n<li>\u53ef\u6309\u6a21\u578b\u548c\u4efb\u52d9\u67e5\u770b\u901f\u5ea6\u6bd4\u8f03\uff0c\u9805\u76ee\u4ea6\u63d0\u4f9b\u6e2c\u8a66\u65b9\u6cd5\u8207\u539f\u59cb\u6578\u64da\u3002<\/li>\n\n\n\n<li>\u9996\u6b21\u56de\u8986\u53ef\u80fd\u53d7\u6a21\u578b\u4e0b\u8f09\u3001\u8f09\u5165\u53ca\u63d0\u793a\u8a5e\u8655\u7406\u6642\u9593\u5f71\u97ff\u3002<\/li>\n\n\n\n<li>\u50c5\u652f\u63f4 Apple Silicon\uff1b\u4e0d\u9069\u5408\u9700\u8981 Windows \u6216 Linux \u684c\u9762\u7248\u672c\u7684\u5718\u968a\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u5728 Mac \u4e0a\u904b\u884c\u672c\u5730\u6a21\u578b\u3001\u53c8\u5e0c\u671b\u4fdd\u7559\u7de8\u7a0b\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\u7684\u958b\u767c\u8005\uff0c\u53ef\u4ee5\u7528 Rapid-MLX \u6e2c\u8a66\u5e38\u7528\u6a21\u578b\u8207\u4efb\u52d9\uff0c\u518d\u6c7a\u5b9a\u901f\u5ea6\u63d0\u5347\u662f\u5426\u8db3\u4ee5\u914d\u5408\u786c\u4ef6\u9700\u6c42\u3002\u6a21\u578b\u4ecd\u9808\u5728\u672c\u6a5f\u4e0b\u8f09\u548c\u8f09\u5165\uff0c\u9078\u64c7\u6642\u61c9\u4e00\u4f75\u8003\u616e\u8a18\u61b6\u9ad4\u5bb9\u91cf\u53ca\u9996\u6b21\u555f\u52d5\u7b49\u5f85\u6642\u9593\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/raullenchai\/Rapid-MLX\" rel=\"noopener\" target=\"_blank\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u8b93 Codex\u3001OpenCode\u3001Claude Code \u7b49\u7de8\u7a0b\u4ee3\u7406\u4f7f\u7528\u672c\u5730\u6a21\u578b\uff0c\u53c8\u4e0d\u60f3\u72a7\u7272\u56de\u61c9\u901f\u5ea6\u8207\u5de5\u5177\u547c\u53eb\u80fd\u529b\uff1fRapid-MLX \u63d0\u4f9b\u517c\u5bb9 OpenAI \u548c Anthropic API \u7684\u63a8\u7406\u670d\u52d9\u5668\uff0c\u5c08\u70ba Apple Silicon \u8a2d\u8a08\u3002<\/p>\n","protected":false},"author":8,"featured_media":14527,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,76,185,161,38,166,146,187],"tags":[],"class_list":["post-14528","post","type-post","status-publish","format-standard","hentry","category-133","category-76","category-qwen","category-161","category-38","category-mac","category-146","category-187"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14528","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=14528"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14528\/revisions"}],"predecessor-version":[{"id":14529,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14528\/revisions\/14529"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/14527"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=14528"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=14528"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=14528"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}