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title_diff: "[{\"diffs\":[[1,\"苹果大佬实测Qwen3-Coder 在M4芯片上表现惊艳\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":28}]"
body_diff: "[{\"diffs\":[[1,\"<html>\\\r\\\n<head>\\\r\\\n  <title>苹果大佬实测Qwen3-Coder 在M4芯片上表现惊艳</title>\\\r\\\n  <basefont face=\\\"微软雅黑\\\" size=\\\"2\\\" />\\\r\\\n  <meta http-equiv=\\\"Content-Type\\\" content=\\\"text/html;charset=utf-8\\\" />\\\r\\\n  <meta name=\\\"exporter-version\\\" content=\\\"YXBJ Windows/608924 (zh-CN, DDL); Windows/10.0.0 (Win64); EDAMVersion=V2;\\\"/>\\\r\\\n  <meta name=\\\"content-class\\\" content=\\\"yinxiang.peso.superNote\\\"/>\\\r\\\n  <meta name=\\\"application-data:yinxiang.noteLayout\\\" content=\\\"{\\\"lineSpace\\\":\\\"recommend\\\",\\\"paragraphSpace\\\":\\\"recommend\\\"}\\\"/>\\\r\\\n  <style>\\\r\\\n\\tbody, td {\\\r\\\n\\t  font-family: 微软雅黑;\\\r\\\n\\t  font-size: 12pt;\\\r\\\n\\t}\\\r\\\n  </style>\\\r\\\n</head>\\\r\\\n<body>\\\r\\\n<a name=\\\"45427\\\"></a>\\\r\\\n<h1>苹果大佬实测Qwen3-Coder 在M4芯片上表现惊艳</h1>\\\r\\\n\\\r\\\n<div><span style=\\\"\\\"><div style=\\\"max-width: 700px;\\\"><p></p><div style=\\\"--en-blockquote: true; box-sizing: border-box; border-left: 3px solid #b4c0cc; background-position: initial initial; background-repeat: initial initial;\\\"><div>原文链接: <a href=\\\"https://mp.weixin.qq.com/s?__biz=MzIyMTUyMTU5Mg==&amp;mid=2247483913&amp;idx=1&amp;sn=af6f93cefff69cbd791c0fcfad7816d0&amp;chksm=e97623682393cafa748f13105b90230c246c999e3b686c10b111aadfa76b52b1589ebd98ef20&amp;mpshare=1&amp;scene=1&amp;srcid=0802XIfOhcVl9bNF9kpSmCh2&amp;sharer_shareinfo=18c5567064bad1229f22b444a7693bba&amp;sharer_shareinfo_first=18c5567064bad1229f22b444a7693bba#rd\\\"><span>https://mp.weixin.qq.com/s?__biz=MzIyMTUyMTU5Mg==&amp;mid=224748...</span></a></div></div><p></p><div style=\\\"\\\"><div><div><div><span style=\\\"\\\">原创</span><span><span style=\\\"\\\">Dylan</span></span><span><a style=\\\"\\\"> AI 时代的碳基生命 </a></span><span><em></em></span></div><div style=\\\"\\\"><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span>苹果机器学习研究团队的大佬 Awni Hannun（MLX框架联合创始人）最近在Twitter上分享了他使用阿里云Qwen3-coder的惊艳体验！</span></span></div><p style=\\\"\\\"><span>他还试了个很有意思的</span><span>Prompt</span><span>：</span><span>“</span><span><span style=\\\"font-weight: bold;\\\">写一个</span></span><span><span style=\\\"font-weight: bold;\\\">HTML</span></span><span><span style=\\\"font-weight: bold;\\\">和</span></span><span><span style=\\\"font-weight: bold;\\\">JavaScript</span></span><span><span style=\\\"font-weight: bold;\\\">实现</span></span><span><span style=\\\"font-weight: bold;\\\">space invaders</span></span><span><span style=\\\"font-weight: bold;\\\">游戏</span></span><span>”</span><span>，模型一次性就生成了几乎能直接跑的小游戏代码！</span></p><p style=\\\"\\\"><span>虽然第一版还不是很完美，但只要用</span><span>DWQ 4-bit+</span><span>官方推荐参数，代码质量和可玩性都大大提升，</span><span>AI</span><span>写前端真的不是梦！</span></p><p style=\\\"\\\"><span><span style=\\\"\\\">注：</span><span style=\\\"font-style: italic;\\\">DWQ 4-bit </span></span><span><span style=\\\"font-style: italic;\\\">是一种高效的模型量化方法，用于加速大模型推理并降低显存占用</span></span></p><div><h1 style=\\\"background: rgb(200,100,66); font-size: 22px; font-weight: bold; color: #000; text-align: center; border-radius: 8px; __visibility: visible;\\\"><span style=\\\"__visibility: visible;\\\">硬核测试配置 </span><span><br/></span></h1></div><ul style=\\\"list-style-type: disc;\\\"><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>模型：Qwen3-Coder-Flash（4-bit 量化）</span></span></span></div></li><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>硬件：M4 Max + 128 GB RAM </span></span></span></div></li><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>推理框架：MLX-LM </span></span></span></div></li><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>实测速度：4467 tokens ➡️ &gt;107 tokens/s </span></span></span></div></li></ul><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>一句话：在不到 45 秒里生成了一篇 4K+ token 的长答案，速度媲美中端 GPU，彻底改写“笔记本只能慢吞吞跑大模型”的刻板印象。  </span></span></span></div><p style=\\\"\\\"><span>Awni 去年就夸过 Qwen3 在 M3 Ultra 上的表现：“A perfect coding model for MLX on Apple silicon.Runs quite fast on an M3 Ultra.”。 </span></p><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>如今换成 M4 Max，时钟更高、带宽更大，再配合 MLX-LM  的 GPU 原生图算，速度直接破百。</span><span><br/></span></span></span></div><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span><span style=\\\"font-weight: bold;\\\">本地推理，几乎和云端没差别，效率直接拉满！</span></span></span></span></div><div><h1 style=\\\"background: rgb(200,100,66); font-size: 22px; font-weight: bold; color: #000; text-align: center; border-radius: 8px; __visibility: visible;\\\"><span style=\\\"__visibility: visible;\\\">Qwen3-Coder 为什么这么猛？</span><span></span></h1></div><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>据官方介绍，Qwen3-Coder是阿里通义千问团队最新推出的代码大模型： </span></span></span></div><ul style=\\\"list-style-type: disc;\\\"><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>总参数量：480B（4800亿） 激活参数：35B（350亿）</span></span></span></div></li><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>支持上下文：原生256K，可扩展至1M </span></span></span></div></li><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>特点：在Agentic Coding、Agentic Browser-Use 和 Agentic Tool-Use上达到开源模型 SOTA 水平 </span></span></span></div></li><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>性能对标：可与Claude Sonnet 4媲美  </span></span></span></div></li></ul><div><span><br/></span></div><div><h1 style=\\\"background: rgb(200,100,66); font-size: 22px; font-weight: bold; color: #000; text-align: center; border-radius: 8px; __visibility: visible;\\\"><span style=\\\"__visibility: visible;\\\">开发者能拿它干啥？ </span><span><br/></span></h1></div><ul style=\\\"list-style-type: disc;\\\"><li><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>离线 Copilot：不用翻墙、无隐私泄漏，直接 VS Code 插件接本地端口。 </span></span></span></div></li><li><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>Agent 小助手：M4 Max + 100 t/s 足够让 ReAct/Plan-Execute agent 全程本地。 </span></span></span></div></li><li><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>教育场景：Mac Lab 统一部署，一台机器可多实例并行批改作业。  </span></span></span></div><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span><br/></span></span></span></div></li></ul><div><h1 style=\\\"background: rgb(200,100,66); font-size: 22px; font-weight: bold; color: #000; text-align: center; border-radius: 8px; __visibility: visible;\\\"><span style=\\\"__visibility: visible;\\\">新手三步上手 </span><span><br/></span></h1></div><ul style=\\\"list-style-type: disc;\\\"><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>👉 安装 mlx-lm：pip install mlx-lm </span></span></span></div></li><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>👉 下载模型：mlx-lm download qwen/Qwen3-Coder-Flash </span></span></span></div></li><li><div style=\\\"\\\"><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>👉 IDE 接入：用 Continue.dev/Ollama 指向 </span></span><span style=\\\"box-sizing: border-box;\\\"><span>http://localhost:11434</span></span><span style=\\\"box-sizing: border-box;\\\"><span></span></span></span></div></li></ul><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span><br/></span></span></span></div><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>Awni 的实测告诉我们：</span><strong><span>4-bit + Apple Silicon + 开源大模型 = 每个人的便携式“云”</span></strong><span>。</span></span></span></div><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>Mac 本地部署 Qwen-Coder，就再用不担心 Token 不够用了，更不需要担心代码和数据泄露的问题，如果你的预算充足，绝对值得一试。</span></span></span></div><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>如果文章有启发，欢迎点赞转发，你的鼓励是我最大的创作动力～</span></span></span></div><div><span style=\\\"caret-color: rgb(0, 122, 255); color: rgb(51, 51, 51); font-style: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 4; text-align: start; text-indent: 0px; text-transform: none; white-space: pre-wrap; widows: auto; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration: none; display: inline;\\\"><span style=\\\"box-sizing: border-box;\\\"><span>👆👆<span style=\\\"color: rgb(0, 82, 255); font-weight: bold;\\\">tips：</span>亲爱的读者朋友，由于微信的推送规则，即使你关注了我，可能也常常收不到推送，记得点击</span><strong style=\\\"box-sizing: border-box;\\\"><span style=\\\"color: rgb(0, 55, 251); box-sizing: border-box;\\\"><span> “AI 时代的碳基生命”</span></span></strong><span>名片，设为星标🌟，每次文章更新，都会自动推送。</span></span></span></div></div></div></div></div></div></span>\\\n</div></body></html>\\u0000\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":17030}]"
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