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feat: add aiera.com.cn 新智元 RSS route#22118

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feat: add aiera.com.cn 新智元 RSS route#22118
panqingjie00 wants to merge 7 commits into
DIYgod:masterfrom
panqingjie00:feat/aiera-latest

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@panqingjie00 panqingjie00 commented May 27, 2026 •
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Involved Issue / 该 PR 相关 Issue

Close #

Example for the Proposed Route(s) / 路由地址示例

/aiera/latest

New RSS Route Checklist / 新 RSS 路由检查表

  • New Route / 新的路由
  • Anti-bot or rate limit / 反爬/频率限制
    • 通过 WordPress REST API 获取数据，无额外反爬限制
  • Date and time / 日期和时间
    • Parsed / 可以解析
    • 使用 GMT 时间，时区正确
  • New package added / 添加了新的包
  • Puppeteer

Note / 说明

新智元是 AI 新闻资讯平台，使用 WordPress REST API 获取最新文章，包含全文内容和图片。

@github-actions github-actions Bot added the route label May 27, 2026
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github-actions Bot commented May 27, 2026 •
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Auto Review

  • [Rule 12] Extract tags/categories into category field: lib/routes/aiera/latest.ts:51 — The WordPress API response with _embed includes category/tag data in _embedded["wp:term"], but the route does not extract them into the category field. Other WordPress-based routes in this repo consistently extract these (e.g., lib/routes/thewirehindi/utils.tsx:44, lib/routes/landiannews/utils.ts:37). Suggested fix: add category: item._embedded?.["wp:term"]?.flat()?.map((t: any) => t.name) to the item mapping.

@github-actions github-actions Bot added the auto: not ready to review Users can't get the RSS feed output according to automated testing results label May 27, 2026
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github-actions Bot commented May 27, 2026

Successfully generated as following:

http://localhost:1200/aiera/latest - Failed ❌ 
HTTPError: Response code 503 (Service Unavailable)

Error Message:<br/>TypeError: Cannot read properties of undefined (reading &#39;tryGet&#39;)
Route: /aiera/latest
Full Route: /aiera/latest
Node Version: v24.16.0
Git Hash: 68056755

@github-actions github-actions Bot removed the auto: not ready to review Users can't get the RSS feed output according to automated testing results label May 27, 2026
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github-actions Bot commented May 27, 2026

Successfully generated as following:

http://localhost:1200/aiera/latest - Failed ❌ 
HTTPError: Response code 503 (Service Unavailable)

Error Message:<br/>TypeError: Cannot read properties of undefined (reading &#39;tryGet&#39;)
Route: /aiera/latest
Full Route: /aiera/latest
Node Version: v24.16.0
Git Hash: 68056755

@github-actions github-actions Bot added the auto: not ready to review Users can't get the RSS feed output according to automated testing results label May 27, 2026
github-advanced-security[bot]
github-advanced-security AI found potential problems May 27, 2026
View reviewed changes
Comment thread lib/routes/aiera/latest.ts Fixed
Comment thread lib/routes/aiera/latest.ts Fixed
@github-actions github-actions Bot added auto: ready to review Manual review will come in after lint issues and merge conflicts are fixed and removed auto: not ready to review Users can't get the RSS feed output according to automated testing results labels May 27, 2026
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github-actions Bot commented May 27, 2026

Successfully generated as following:

http://localhost:1200/aiera/latest - Success ✔️ 
<?xml version="1.0" encoding="UTF-8"?>
<rss xmlns:atom="http://www.w3.org/2005/Atom" version="2.0">
  <channel>
    <title>新智元 - 最新文章</title>
    <link>https://aiera.com.cn</link>
    <atom:link href="http://localhost:1200/aiera/latest" rel="self" type="application/rss+xml"></atom:link>
    <description>新智元最新 AI 新闻资讯 - Powered by RSSHub</description>
    <generator>RSSHub</generator>
    <webMaster>contact@rsshub.app (RSSHub)</webMaster>
    <language>zh-CN</language>
    <lastBuildDate>Wed, 27 May 2026 05:30:09 GMT</lastBuildDate>
    <ttl>5</ttl>
    <item>
      <title>一个月的活一周干完！英伟达世界模型训练速度飙升400%</title>
      <description>&lt;h3 data-mpa-powered-by=&quot;yiban.io&quot; style=&quot;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;PingFang SC&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;&quot;&gt;
        &lt;section data-tools=&quot;135编辑器&quot; data-id=&quot;88402&quot; style=&quot;outline: 0px;line-height: 27.2px;widows: 1;visibility: visible;&quot;&gt;
        &lt;section data-tools=&quot;135编辑器&quot; data-id=&quot;88402&quot; style=&quot;outline: 0px;letter-spacing: 0.544px;line-height: 27.2px;visibility: visible;&quot;&gt;
        &lt;section data-style=&quot;line-height: 1.8; text-align: justify; font-size: 15px; letter-spacing: 0px; color: rgb(117, 114, 114);white-space: normal;&quot; style=&quot;outline: 0px;visibility: visible;&quot;&gt;
        &lt;section style=&quot;outline: 0px;visibility: visible;&quot;&gt;
        &lt;section style=&quot;margin-bottom: 8px;text-align: center;margin-top: 0px;&quot;&gt;
        &lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_6e284f6c87.jpg&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/h3&gt;
        &lt;h3 style=&quot;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;PingFang SC&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;&quot;&gt;
        &lt;section data-tools=&quot;135编辑器&quot; data-id=&quot;88402&quot; style=&quot;outline: 0px;line-height: 27.2px;widows: 1;visibility: visible;&quot;&gt;
        &lt;section data-tools=&quot;135编辑器&quot; data-id=&quot;88402&quot; style=&quot;outline: 0px;letter-spacing: 0.544px;line-height: 27.2px;visibility: visible;&quot;&gt;
        &lt;section style=&quot;outline: 0px;visibility: visible;&quot;&gt;
        &lt;section style=&quot;outline: 0px;visibility: visible;&quot;&gt;
        &lt;p style=&quot;margin-top: -1.2em;margin-right: 8px;margin-left: 8px;outline: 0px;font-size: 17px;letter-spacing: 0.544px;text-align: center;line-height: 1.75em;visibility: visible;&quot;&gt;&lt;span style=&quot;outline: 0px;letter-spacing: 1px;visibility: visible;&quot;&gt;&lt;strong style=&quot;outline: 0px;font-family: inherit;font-size: 1em;text-decoration: inherit;visibility: visible;&quot;&gt;&lt;span style=&quot;outline: 0px;font-size: 18px;color: rgb(255, 255, 255);line-height: 1.4;font-family: inherit;font-weight: inherit;text-decoration: inherit;background-color: rgb(127, 127, 127);visibility: visible;&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong style=&quot;outline: 0px;font-size: 1em;font-family: inherit;text-decoration: inherit;visibility: visible;&quot;&gt;&lt;span style=&quot;outline: 0px;font-size: 18px;color: rgb(255, 255, 255);line-height: 1.4;font-family: inherit;font-weight: inherit;text-decoration: inherit;background-color: rgb(127, 127, 127);visibility: visible;&quot;&gt;&lt;span leaf=&quot;&quot;&gt;新智元报道 &amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/h3&gt;
        &lt;section powered-by=&quot;xiumi.us&quot; style=&quot;margin-bottom: 0px;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;PingFang SC&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;&quot;&gt;
        &lt;section style=&quot;outline: 0px;visibility: visible;&quot;&gt;
        &lt;section style=&quot;outline: 0px;visibility: visible;&quot;&gt;
        &lt;p style=&quot;text-align: center;&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_3b253ef414-60.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section powered-by=&quot;xiumi.us&quot; class=&quot;js_darkmode__5&quot; style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;outline: 0px;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);letter-spacing: 0.544px;white-space: normal;font-family: -apple-system-font, system-ui, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;PingFang SC&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;visibility: visible;&quot;&gt;
        &lt;section style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;visibility: visible;&quot;&gt;
        &lt;section style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;visibility: visible;&quot;&gt;
        &lt;h5 class=&quot;js_darkmode__6&quot; style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 10px 8px 0px;padding: 10px;outline: 0px;font-size: 14px;background-color: rgb(248, 248, 248);color: rgb(0, 0, 0);letter-spacing: 0.544px;font-family: Arial, Helvetica, sans-serif;border-radius: 3px;line-height: 1.75em;visibility: visible;word-break: break-all !important;word-spacing: 1px !important;&quot;&gt;&lt;span style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;letter-spacing: 1px;font-size: 15px;visibility: visible;&quot;&gt;&lt;strong style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;visibility: visible;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;visibility: visible;&quot;&gt;【新智元导读】&lt;span textstyle=&quot;&quot; style=&quot;font-weight: normal;&quot;&gt;英伟达世界动作模型 DreamZero 训练一次要烧 8 张 H100 整整 25 天，RLinf 从算子融合到 I/O 全链路系统级重构，把训练吞吐拉高近 4 倍——1 个月的活，1 周就能干完。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/h5&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-top: 24px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;在通往 AGI 的道路上，世界模型（World Model）被视为让 AI 真正理解并预测物理世界的关键拼图。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;英伟达近期重磅发布的世界动作模型（WAM） DreamZero 一经发布就在两项机器人基准测试 RoboArena 、MolmoSpaces 上双双登顶，在具身智能领域获得极大关注。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;与传统VLA等模型不同，WAM将视频这一具备完整时空信息的载体当作自己的核心学习材料，并以一种「先理解世界如何变化，再决定自己如何行动」的模式，使模型天然获得互联网视频所蕴含的海量物理经验。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;它不再需要大量重复演示来学习单一动作，而是能从多样化的数据中学习世界的物理规律，从而在从未见过的环境和任务中依然保持稳定执行能力。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_7732b8c4c5.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;当前最优的VLA模型与DreamZero世界模型在任务成功率、泛化性、跨本体等方面的直观对比&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;上面的表格直观的展示出 DreamZero 模型相比开源最优的 VLA 模型 π0.5，在任务成功率、任务泛化性、后训练对成功率的提升效果、以及跨真机本体的泛化性等方面具有明显的优势，实现了超过 2x 的成功率提升。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;它的范式革新不仅大幅降低了学习成本，也让机器人的形态适配与技能拓展不再受限于大量专属数据，为多机型协同、快速部署与低成本迭代提供了可行路径。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;然而，&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;以 Diffusion 架构为主体的 WAM 多模态模型，也给算力和显存带来了巨大的挑战。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;参考官方开源的 DreamZero 训练代码，采用 8 台 H100 训练 24750 万帧数据，完整训练周期长达 25 天，高昂的训练成本和耗时成为行业复现的主要门槛。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;p data-pm-slice=&quot;0 0 []&quot; style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span data-eleid=&quot;3&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;为助力前沿研究更高效地落地，&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span data-eleid=&quot;4&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;无问芯穹与清华大学等联合推出的大规模强化学习框架 RLinf 已正式上线了对 DreamZero 训练的深度支持。&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p data-pm-slice=&quot;0 0 []&quot; style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span data-eleid=&quot;4&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;在实现功能适配的基础之上更进一步，依托 RLinf 强大的底层系统优化能力，对 DreamZero 的训练管线进行了深度的重构与加速。&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p data-pm-slice=&quot;0 0 []&quot; style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span data-eleid=&quot;4&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;相比 DreamZero 官方提供的基线训练脚本，RLinf 成功实现了近 4 倍的训练吞吐加速，且具有更好的收敛效果。&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;RLinf 是如何极致榨干 GPU 的每一滴算力，达成 4 倍训练加速的？接下来将为您一文拆解背后的核心优化思路与逻辑。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_cd5464740f.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 0px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;line-height: 1.75em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;代码链接：https://github.com/RLinf/RLinf&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 0px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;Hugging Face链接：https://huggingface.co/RLinf&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 0px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;使用文档链接：https://rlinf.readthedocs.io/zh-cn/latest/rst_source/examples/embodied/sft_dreamzero.html&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;text-align: center;margin-top: 48px;margin-bottom: 0px;&quot;&gt;
        &lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_df9d89c9b2-206.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;span style=&quot;color: rgb(0, 0, 0);font-size: 19px;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;核心揭秘&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;span style=&quot;color: rgb(0, 0, 0);font-size: 19px;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;近 4 倍加速背后的&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;span style=&quot;color: rgb(0, 0, 0);font-size: 19px;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;3 大优化维度&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h2 style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h2&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;为了打破官方脚本的性能瓶颈，RLinf 系统优化团队从计算图、FSDP2并行优化与全局参数调优、数据处理管线进行了深度优化。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_50d4030b04.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;&quot;&gt;
        &lt;p style=&quot;line-height: 1.75em;margin: 24px 8px 8px;&quot;&gt;&lt;strong style=&quot;letter-spacing: 0.578px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;font-size: var(--articleFontsize);&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_779d8ee2aa-131.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;line-height: 1.75em;margin-left: 8px;margin-right: 8px;&quot;&gt;
        &lt;span style=&quot;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;极致的算子/计算图优化：Torch Compile + CUDA Graph&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h3 style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h3&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;Python 层面的算子与调度开销往往是限制 GPU 峰值性能的「隐形杀手」。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;在 RLinf 中，我们深度融合了&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;torch.compile&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;和 CUDA Graph 技术：&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;ul style=&quot;list-style-type: disc;margin-left: 8px;margin-right: 8px;&quot; class=&quot;list-paddingleft-1&quot;&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;Torch Compile&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：通过底层编译优化，对算子进行深度融合（Kernel Fusion），包括 WanRMSNorm、adaLN-zero 等 Diffusion 架构中的低效算子。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;CUDA&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;&amp;nbsp;Graph&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：将计算图固化，消除 GPU launch 的 CPU 调度瓶颈，在DreamZero的训练中，CausalWanSelfAttention 部分的kernel launch较为密集，CUDA Graph 可以做到有效优化。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;/ul&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;通过该项优化技术，DreamZero 5B 和 14B 模型在不改变原有mbs=1（此处 mbs 指 mbs per&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;gpu&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;，下同）的配置下分别获得 50%（从1.8s/step降到1.2s/step）和 34%（从9s/step降到6.7s/step）的训练加速。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;margin-bottom: 0px;&quot;&gt;
        &lt;p style=&quot;line-height: 1.75em;margin: 0px 8px 8px;&quot;&gt;&lt;strong style=&quot;letter-spacing: 0.578px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;font-size: var(--articleFontsize);&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_779d8ee2aa-131.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;line-height: 1.75em;margin-left: 8px;margin-right: 8px;&quot;&gt;
        &lt;span style=&quot;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;计算与显存的联合优化：解锁全方位性能调优&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h3&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color:rgba(0, 0, 0, 0.9);font-size:17px;font-family:&amp;quot;mp-quote&amp;quot;, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height:1.6;letter-spacing:0.034em;font-style:normal;font-weight:normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h3&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;支持任意 Microbatch Size、并行方式的参数调优以及 Recompute（激活重计算），是业界训练大模型时必不可少的性能调优手段。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;然而，在 DreamZero 官方的 baseline 中，存在着明显的工程局限，例如默认使用 DeepSpeed 的 zero2 offload 并行方法、image encoder 不拼 batch 逐样本执行等，大大降低了性能的调优空间。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;RLinf 团队从底层夯实了工程底座，彻底修复了这些痛点，交付了一套健壮且高度可配的调优矩阵：&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;ul style=&quot;list-style-type: disc;margin-left: 8px;margin-right: 8px;&quot; class=&quot;list-paddingleft-1&quot;&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;稳定适配 FSDP2&lt;/span&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：FSDP2 是 PyTorch 官方团队推出的最新 ZeRO 实现，也是 RLinf &amp;nbsp;面向中等规模大模型的默认并行方案。此前，在 DreamZero 官方代码中使用的 DeepSpeed 方案存在一定的局限性：由于 ZeRO3 与 VAE 模块中 causal conv 的上下文维护机制存在兼容性冲突，开发者往往被迫回退至性能较低的 ZeRO2 offload 模式。此外，DeepSpeed 在反向传播阶段的 post backward hook 产生了较高的 CPU 侧开销，制约了整体训练吞吐。通过向 FSDP2 训练后端的迁移，我们彻底解决了上述架构冲突与性能瓶颈。用户现在可以根据显存配置需求，在不同的分片策略间灵活切换，确保训练过程的高效与稳定。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;灵活的 Microbatch 设置&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：在 FSDP2 支持 DreamZero 模型训练的初始版本中，Microbatch Size (mbs)、Recompute（激活重计算）与 FSDP2 的策略组合往往会触发复杂的底层计算图冲突，而且 image encoder 不拼 batch 会吞掉一部分开大 mbs 的加速收益。RLinf 通过工程上的努力，彻底解决了 mbs &amp;gt; 1 时与上述特性共存的不兼容问题，并且使得 image encoder 能够高效地拼 batch 执行。这一改进使训练系统具备了更高的灵活性：用户可以不受约束地配置任意 mbs，从而根据硬件资源的显存水位与计算吞吐需求，进行精细化的参数调优，在显存占用与执行效率之间达成更优的工程平衡。举例来说，对 DreamZero 5B 模型的训练，在不开启 Recompute 的情况下，mbs 开到2，相比于原来的 mbs 只能开到1，单步耗时几乎没有变化，1.2s/step 变到 1.3s/step，吞吐增加 85%。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;Recompute机制与加速算子的深度协同&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：针对 PyTorch 原生框架在复杂并行策略下的兼容性局限，RLinf 通过深度的底层工程优化，实现了 Recompute（激活重计算）与 CUDA Graph、FSDP2 的稳定解耦与协同。这一改进将 Recompute 转化为一个高可靠、可量化的性能调优维度。在显存受限的硬件环境下，系统能够以微小的计算耗时为代价，换取显著的显存空间释放，从而支持更大规模的并行任务，大幅提升整体训练吞吐。在 DreamZero 5B的训练中，在不开启 Recompute 情况下，单卡 mbs 只能开到2，最佳速度约 1.2s/step，即1.7 samples/sec/gpu，有 Recompute 情况下，单卡 mbs 开到 32 可获得 7.2 s/step，即 4.4 samples/sec/gpu，同等算力下吞吐提升 158%。可以看到，开启 Recompute 使 mbs 得以大幅增加，从而大大提升算子效率。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;/ul&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;通过以上FSDP2、mbs、Recompute 的全局参数调优，在 DreamZero 5B 模型训练上，我们在第一项算子优化的基础上（即 1.2 samples/sec/&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;gpu&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;）将训练性能进一步提升了 266%，达到 4.4 samples/sec/gpu。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;margin-bottom: 0px;&quot;&gt;
        &lt;p style=&quot;line-height: 1.75em;margin: 24px 8px 8px;&quot;&gt;&lt;strong style=&quot;letter-spacing: 0.578px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;font-size: var(--articleFontsize);&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_779d8ee2aa-131.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;line-height: 1.75em;margin-left: 8px;margin-right: 8px;&quot;&gt;
        &lt;span style=&quot;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;突破 I/O 吞吐瓶颈：高效视频数据处理管线&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h3 style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h3&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;随着计算密度（即上述两项优化）的显著提升，数据加载效率逐渐成为制约整体训练吞吐的新瓶颈。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;在 DreamZero 的训练实践中，视频数据的解码与预处理过程极其消耗 CPU 资源。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;传统的方案（如 PyAV）在解码性能上难以支撑高频的吞吐需求；而单纯通过增加&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;dataset&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;的&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;num_workers&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;来尝试「通过数量换速度」往往治标不治本——过多的数据读取进程会剧烈抢占 CPU 资源，进而导致训练主线程的内核下发（Kernel Launch）出现延迟，反而拖慢了 GPU 的执行节奏。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;为了在「解码速度」与「系统资源开销」之间寻找最优解，RLinf 团队对主流的视频处理库进行了深度的性能 Benchmark：&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_0d6979035b.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;虽然 Decord 在纯解码速度上略胜一筹，但&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;Torchcodec&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;在保持同梯队性能的同时，表现出了更优的 CPU 占用稳定性。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;这使得我们能够预留出足够的计算余量给训练主线程，并支持开启更多的&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;num_workers&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;来并发处理数据。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;相比原生的 PyAV 方案，单个视频的解码时间缩短了近 400&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;ms&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;。在 DreamZero 多视角（左视角、右视角、腕部视角三个视频）的训练场景下，视频解码时间累计节省了 1.2s。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;这一&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;I/O&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;&amp;nbsp;端的性能提升，为后续进一步压榨&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;GPU&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;&amp;nbsp;计算潜力提供了充足的数据「弹药」。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;text-align: center;margin-top: 48px;margin-bottom: 0px;&quot;&gt;
        &lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_df9d89c9b2-206.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;sp

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        &lt;section style=&quot;outline: 0px;visibility: visible;&quot;&gt;
        &lt;p style=&quot;margin-top: -1.2em;margin-right: 8px;margin-left: 8px;outline: 0px;font-size: 17px;letter-spacing: 0.544px;text-align: center;line-height: 1.75em;visibility: visible;&quot;&gt;&lt;span style=&quot;outline: 0px;letter-spacing: 1px;visibility: visible;&quot;&gt;&lt;strong style=&quot;outline: 0px;font-family: inherit;font-size: 1em;text-decoration: inherit;visibility: visible;&quot;&gt;&lt;span style=&quot;outline: 0px;font-size: 18px;color: rgb(255, 255, 255);line-height: 1.4;font-family: inherit;font-weight: inherit;text-decoration: inherit;background-color: rgb(127, 127, 127);visibility: visible;&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong style=&quot;outline: 0px;font-size: 1em;font-family: inherit;text-decoration: inherit;visibility: visible;&quot;&gt;&lt;span style=&quot;outline: 0px;font-size: 18px;color: rgb(255, 255, 255);line-height: 1.4;font-family: inherit;font-weight: inherit;text-decoration: inherit;background-color: rgb(127, 127, 127);visibility: visible;&quot;&gt;&lt;span leaf=&quot;&quot;&gt;新智元报道 &amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/h3&gt;
        &lt;section powered-by=&quot;xiumi.us&quot; style=&quot;margin-bottom: 0px;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;PingFang SC&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);visibility: visible;&quot;&gt;
        &lt;section style=&quot;outline: 0px;visibility: visible;&quot;&gt;
        &lt;section style=&quot;outline: 0px;visibility: visible;&quot;&gt;
        &lt;p style=&quot;text-align: center;&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_3b253ef414-60.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section powered-by=&quot;xiumi.us&quot; class=&quot;js_darkmode__5&quot; style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 0px;outline: 0px;background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);letter-spacing: 0.544px;white-space: normal;font-family: -apple-system-font, system-ui, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;PingFang SC&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;visibility: visible;&quot;&gt;
        &lt;section style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;visibility: visible;&quot;&gt;
        &lt;section style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;visibility: visible;&quot;&gt;
        &lt;h5 class=&quot;js_darkmode__6&quot; style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);margin: 10px 8px 0px;padding: 10px;outline: 0px;font-size: 14px;background-color: rgb(248, 248, 248);color: rgb(0, 0, 0);letter-spacing: 0.544px;font-family: Arial, Helvetica, sans-serif;border-radius: 3px;line-height: 1.75em;visibility: visible;word-break: break-all !important;word-spacing: 1px !important;&quot;&gt;&lt;span style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;letter-spacing: 1px;font-size: 15px;visibility: visible;&quot;&gt;&lt;strong style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;visibility: visible;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);outline: 0px;visibility: visible;&quot;&gt;【新智元导读】&lt;span textstyle=&quot;&quot; style=&quot;font-weight: normal;&quot;&gt;英伟达世界动作模型 DreamZero 训练一次要烧 8 张 H100 整整 25 天，RLinf 从算子融合到 I/O 全链路系统级重构，把训练吞吐拉高近 4 倍——1 个月的活，1 周就能干完。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/h5&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-top: 24px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;在通往 AGI 的道路上，世界模型（World Model）被视为让 AI 真正理解并预测物理世界的关键拼图。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;英伟达近期重磅发布的世界动作模型（WAM） DreamZero 一经发布就在两项机器人基准测试 RoboArena 、MolmoSpaces 上双双登顶，在具身智能领域获得极大关注。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;与传统VLA等模型不同，WAM将视频这一具备完整时空信息的载体当作自己的核心学习材料，并以一种「先理解世界如何变化，再决定自己如何行动」的模式，使模型天然获得互联网视频所蕴含的海量物理经验。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;它不再需要大量重复演示来学习单一动作，而是能从多样化的数据中学习世界的物理规律，从而在从未见过的环境和任务中依然保持稳定执行能力。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_7732b8c4c5.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;当前最优的VLA模型与DreamZero世界模型在任务成功率、泛化性、跨本体等方面的直观对比&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;上面的表格直观的展示出 DreamZero 模型相比开源最优的 VLA 模型 π0.5，在任务成功率、任务泛化性、后训练对成功率的提升效果、以及跨真机本体的泛化性等方面具有明显的优势，实现了超过 2x 的成功率提升。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;它的范式革新不仅大幅降低了学习成本，也让机器人的形态适配与技能拓展不再受限于大量专属数据，为多机型协同、快速部署与低成本迭代提供了可行路径。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;然而，&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;以 Diffusion 架构为主体的 WAM 多模态模型，也给算力和显存带来了巨大的挑战。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;参考官方开源的 DreamZero 训练代码，采用 8 台 H100 训练 24750 万帧数据，完整训练周期长达 25 天，高昂的训练成本和耗时成为行业复现的主要门槛。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;p data-pm-slice=&quot;0 0 []&quot; style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span data-eleid=&quot;3&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;为助力前沿研究更高效地落地，&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span data-eleid=&quot;4&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;无问芯穹与清华大学等联合推出的大规模强化学习框架 RLinf 已正式上线了对 DreamZero 训练的深度支持。&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p data-pm-slice=&quot;0 0 []&quot; style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span data-eleid=&quot;4&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;在实现功能适配的基础之上更进一步，依托 RLinf 强大的底层系统优化能力，对 DreamZero 的训练管线进行了深度的重构与加速。&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p data-pm-slice=&quot;0 0 []&quot; style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span data-eleid=&quot;4&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;相比 DreamZero 官方提供的基线训练脚本，RLinf 成功实现了近 4 倍的训练吞吐加速，且具有更好的收敛效果。&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;RLinf 是如何极致榨干 GPU 的每一滴算力，达成 4 倍训练加速的？接下来将为您一文拆解背后的核心优化思路与逻辑。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_cd5464740f.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 0px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;line-height: 1.75em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;代码链接：https://github.com/RLinf/RLinf&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 0px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;Hugging Face链接：https://huggingface.co/RLinf&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 0px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;使用文档链接：https://rlinf.readthedocs.io/zh-cn/latest/rst_source/examples/embodied/sft_dreamzero.html&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;text-align: center;margin-top: 48px;margin-bottom: 0px;&quot;&gt;
        &lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_df9d89c9b2-206.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;span style=&quot;color: rgb(0, 0, 0);font-size: 19px;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;核心揭秘&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;span style=&quot;color: rgb(0, 0, 0);font-size: 19px;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;近 4 倍加速背后的&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;span style=&quot;color: rgb(0, 0, 0);font-size: 19px;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;3 大优化维度&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h2 style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h2&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;为了打破官方脚本的性能瓶颈，RLinf 系统优化团队从计算图、FSDP2并行优化与全局参数调优、数据处理管线进行了深度优化。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_50d4030b04.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;&quot;&gt;
        &lt;p style=&quot;line-height: 1.75em;margin: 24px 8px 8px;&quot;&gt;&lt;strong style=&quot;letter-spacing: 0.578px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;font-size: var(--articleFontsize);&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_779d8ee2aa-131.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;line-height: 1.75em;margin-left: 8px;margin-right: 8px;&quot;&gt;
        &lt;span style=&quot;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;极致的算子/计算图优化：Torch Compile + CUDA Graph&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h3 style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h3&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;Python 层面的算子与调度开销往往是限制 GPU 峰值性能的「隐形杀手」。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;在 RLinf 中，我们深度融合了&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;torch.compile&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;和 CUDA Graph 技术：&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;ul style=&quot;list-style-type: disc;margin-left: 8px;margin-right: 8px;&quot; class=&quot;list-paddingleft-1&quot;&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;Torch Compile&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：通过底层编译优化，对算子进行深度融合（Kernel Fusion），包括 WanRMSNorm、adaLN-zero 等 Diffusion 架构中的低效算子。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;CUDA&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;&amp;nbsp;Graph&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：将计算图固化，消除 GPU launch 的 CPU 调度瓶颈，在DreamZero的训练中，CausalWanSelfAttention 部分的kernel launch较为密集，CUDA Graph 可以做到有效优化。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;/ul&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;通过该项优化技术，DreamZero 5B 和 14B 模型在不改变原有mbs=1（此处 mbs 指 mbs per&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;gpu&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;，下同）的配置下分别获得 50%（从1.8s/step降到1.2s/step）和 34%（从9s/step降到6.7s/step）的训练加速。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;margin-bottom: 0px;&quot;&gt;
        &lt;p style=&quot;line-height: 1.75em;margin: 0px 8px 8px;&quot;&gt;&lt;strong style=&quot;letter-spacing: 0.578px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;font-size: var(--articleFontsize);&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_779d8ee2aa-131.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;line-height: 1.75em;margin-left: 8px;margin-right: 8px;&quot;&gt;
        &lt;span style=&quot;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;计算与显存的联合优化：解锁全方位性能调优&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h3&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color:rgba(0, 0, 0, 0.9);font-size:17px;font-family:&amp;quot;mp-quote&amp;quot;, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height:1.6;letter-spacing:0.034em;font-style:normal;font-weight:normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h3&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;支持任意 Microbatch Size、并行方式的参数调优以及 Recompute（激活重计算），是业界训练大模型时必不可少的性能调优手段。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;然而，在 DreamZero 官方的 baseline 中，存在着明显的工程局限，例如默认使用 DeepSpeed 的 zero2 offload 并行方法、image encoder 不拼 batch 逐样本执行等，大大降低了性能的调优空间。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;RLinf 团队从底层夯实了工程底座，彻底修复了这些痛点，交付了一套健壮且高度可配的调优矩阵：&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;ul style=&quot;list-style-type: disc;margin-left: 8px;margin-right: 8px;&quot; class=&quot;list-paddingleft-1&quot;&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;稳定适配 FSDP2&lt;/span&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：FSDP2 是 PyTorch 官方团队推出的最新 ZeRO 实现，也是 RLinf &amp;nbsp;面向中等规模大模型的默认并行方案。此前，在 DreamZero 官方代码中使用的 DeepSpeed 方案存在一定的局限性：由于 ZeRO3 与 VAE 模块中 causal conv 的上下文维护机制存在兼容性冲突，开发者往往被迫回退至性能较低的 ZeRO2 offload 模式。此外，DeepSpeed 在反向传播阶段的 post backward hook 产生了较高的 CPU 侧开销，制约了整体训练吞吐。通过向 FSDP2 训练后端的迁移，我们彻底解决了上述架构冲突与性能瓶颈。用户现在可以根据显存配置需求，在不同的分片策略间灵活切换，确保训练过程的高效与稳定。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;灵活的 Microbatch 设置&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：在 FSDP2 支持 DreamZero 模型训练的初始版本中，Microbatch Size (mbs)、Recompute（激活重计算）与 FSDP2 的策略组合往往会触发复杂的底层计算图冲突，而且 image encoder 不拼 batch 会吞掉一部分开大 mbs 的加速收益。RLinf 通过工程上的努力，彻底解决了 mbs &amp;gt; 1 时与上述特性共存的不兼容问题，并且使得 image encoder 能够高效地拼 batch 执行。这一改进使训练系统具备了更高的灵活性：用户可以不受约束地配置任意 mbs，从而根据硬件资源的显存水位与计算吞吐需求，进行精细化的参数调优，在显存占用与执行效率之间达成更优的工程平衡。举例来说，对 DreamZero 5B 模型的训练，在不开启 Recompute 的情况下，mbs 开到2，相比于原来的 mbs 只能开到1，单步耗时几乎没有变化，1.2s/step 变到 1.3s/step，吞吐增加 85%。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;Recompute机制与加速算子的深度协同&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：针对 PyTorch 原生框架在复杂并行策略下的兼容性局限，RLinf 通过深度的底层工程优化，实现了 Recompute（激活重计算）与 CUDA Graph、FSDP2 的稳定解耦与协同。这一改进将 Recompute 转化为一个高可靠、可量化的性能调优维度。在显存受限的硬件环境下，系统能够以微小的计算耗时为代价，换取显著的显存空间释放，从而支持更大规模的并行任务，大幅提升整体训练吞吐。在 DreamZero 5B的训练中，在不开启 Recompute 情况下，单卡 mbs 只能开到2，最佳速度约 1.2s/step，即1.7 samples/sec/gpu，有 Recompute 情况下，单卡 mbs 开到 32 可获得 7.2 s/step，即 4.4 samples/sec/gpu，同等算力下吞吐提升 158%。可以看到，开启 Recompute 使 mbs 得以大幅增加，从而大大提升算子效率。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;/ul&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;通过以上FSDP2、mbs、Recompute 的全局参数调优，在 DreamZero 5B 模型训练上，我们在第一项算子优化的基础上（即 1.2 samples/sec/&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;gpu&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;）将训练性能进一步提升了 266%，达到 4.4 samples/sec/gpu。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;margin-bottom: 0px;&quot;&gt;
        &lt;p style=&quot;line-height: 1.75em;margin: 24px 8px 8px;&quot;&gt;&lt;strong style=&quot;letter-spacing: 0.578px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;font-size: var(--articleFontsize);&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_779d8ee2aa-131.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;line-height: 1.75em;margin-left: 8px;margin-right: 8px;&quot;&gt;
        &lt;span style=&quot;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;突破 I/O 吞吐瓶颈：高效视频数据处理管线&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h3 style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h3&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;随着计算密度（即上述两项优化）的显著提升，数据加载效率逐渐成为制约整体训练吞吐的新瓶颈。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;在 DreamZero 的训练实践中，视频数据的解码与预处理过程极其消耗 CPU 资源。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;传统的方案（如 PyAV）在解码性能上难以支撑高频的吞吐需求；而单纯通过增加&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;dataset&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;的&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;num_workers&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;来尝试「通过数量换速度」往往治标不治本——过多的数据读取进程会剧烈抢占 CPU 资源，进而导致训练主线程的内核下发（Kernel Launch）出现延迟，反而拖慢了 GPU 的执行节奏。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;为了在「解码速度」与「系统资源开销」之间寻找最优解，RLinf 团队对主流的视频处理库进行了深度的性能 Benchmark：&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_0d6979035b.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;虽然 Decord 在纯解码速度上略胜一筹，但&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;Torchcodec&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;在保持同梯队性能的同时，表现出了更优的 CPU 占用稳定性。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;这使得我们能够预留出足够的计算余量给训练主线程，并支持开启更多的&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;num_workers&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;来并发处理数据。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;相比原生的 PyAV 方案，单个视频的解码时间缩短了近 400&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;ms&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;。在 DreamZero 多视角（左视角、右视角、腕部视角三个视频）的训练场景下，视频解码时间累计节省了 1.2s。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;这一&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;I/O&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;&amp;nbsp;端的性能提升，为后续进一步压榨&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;GPU&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;&amp;nbsp;计算潜力提供了充足的数据「弹药」。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;text-align: center;margin-top: 48px;margin-bottom: 0px;&quot;&gt;
        &lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_df9d89c9b2-206.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;sp

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panqingjie00 commented May 27, 2026

@DIYgod please review, think you.

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github-actions Bot commented May 27, 2026

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        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-top: 24px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;在通往 AGI 的道路上，世界模型（World Model）被视为让 AI 真正理解并预测物理世界的关键拼图。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;英伟达近期重磅发布的世界动作模型（WAM） DreamZero 一经发布就在两项机器人基准测试 RoboArena 、MolmoSpaces 上双双登顶，在具身智能领域获得极大关注。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;与传统VLA等模型不同，WAM将视频这一具备完整时空信息的载体当作自己的核心学习材料，并以一种「先理解世界如何变化，再决定自己如何行动」的模式，使模型天然获得互联网视频所蕴含的海量物理经验。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;它不再需要大量重复演示来学习单一动作，而是能从多样化的数据中学习世界的物理规律，从而在从未见过的环境和任务中依然保持稳定执行能力。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_7732b8c4c5.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;当前最优的VLA模型与DreamZero世界模型在任务成功率、泛化性、跨本体等方面的直观对比&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;上面的表格直观的展示出 DreamZero 模型相比开源最优的 VLA 模型 π0.5，在任务成功率、任务泛化性、后训练对成功率的提升效果、以及跨真机本体的泛化性等方面具有明显的优势，实现了超过 2x 的成功率提升。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;它的范式革新不仅大幅降低了学习成本，也让机器人的形态适配与技能拓展不再受限于大量专属数据，为多机型协同、快速部署与低成本迭代提供了可行路径。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;然而，&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;以 Diffusion 架构为主体的 WAM 多模态模型，也给算力和显存带来了巨大的挑战。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;参考官方开源的 DreamZero 训练代码，采用 8 台 H100 训练 24750 万帧数据，完整训练周期长达 25 天，高昂的训练成本和耗时成为行业复现的主要门槛。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;p data-pm-slice=&quot;0 0 []&quot; style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span data-eleid=&quot;3&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;为助力前沿研究更高效地落地，&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span data-eleid=&quot;4&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;无问芯穹与清华大学等联合推出的大规模强化学习框架 RLinf 已正式上线了对 DreamZero 训练的深度支持。&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p data-pm-slice=&quot;0 0 []&quot; style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span data-eleid=&quot;4&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;在实现功能适配的基础之上更进一步，依托 RLinf 强大的底层系统优化能力，对 DreamZero 的训练管线进行了深度的重构与加速。&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p data-pm-slice=&quot;0 0 []&quot; style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span data-eleid=&quot;4&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;相比 DreamZero 官方提供的基线训练脚本，RLinf 成功实现了近 4 倍的训练吞吐加速，且具有更好的收敛效果。&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;RLinf 是如何极致榨干 GPU 的每一滴算力，达成 4 倍训练加速的？接下来将为您一文拆解背后的核心优化思路与逻辑。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_cd5464740f.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 0px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;line-height: 1.75em;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;代码链接：https://github.com/RLinf/RLinf&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 0px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;Hugging Face链接：https://huggingface.co/RLinf&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 0px;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 13px;letter-spacing: 1px;color: rgb(136, 136, 136);&quot;&gt;使用文档链接：https://rlinf.readthedocs.io/zh-cn/latest/rst_source/examples/embodied/sft_dreamzero.html&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;text-align: center;margin-top: 48px;margin-bottom: 0px;&quot;&gt;
        &lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_df9d89c9b2-206.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;span style=&quot;color: rgb(0, 0, 0);font-size: 19px;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;核心揭秘&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;span style=&quot;color: rgb(0, 0, 0);font-size: 19px;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;近 4 倍加速背后的&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;text-align: center;margin-bottom: 0px;margin-top: 8px;line-height: 1.75em;&quot;&gt;
        &lt;span style=&quot;color: rgb(0, 0, 0);font-size: 19px;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;3 大优化维度&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h2 style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h2&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;为了打破官方脚本的性能瓶颈，RLinf 系统优化团队从计算图、FSDP2并行优化与全局参数调优、数据处理管线进行了深度优化。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_50d4030b04.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;&quot;&gt;
        &lt;p style=&quot;line-height: 1.75em;margin: 24px 8px 8px;&quot;&gt;&lt;strong style=&quot;letter-spacing: 0.578px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;font-size: var(--articleFontsize);&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_779d8ee2aa-131.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;line-height: 1.75em;margin-left: 8px;margin-right: 8px;&quot;&gt;
        &lt;span style=&quot;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;极致的算子/计算图优化：Torch Compile + CUDA Graph&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h3 style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h3&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;Python 层面的算子与调度开销往往是限制 GPU 峰值性能的「隐形杀手」。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;在 RLinf 中，我们深度融合了&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;torch.compile&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;和 CUDA Graph 技术：&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;ul style=&quot;list-style-type: disc;margin-left: 8px;margin-right: 8px;&quot; class=&quot;list-paddingleft-1&quot;&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;Torch Compile&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：通过底层编译优化，对算子进行深度融合（Kernel Fusion），包括 WanRMSNorm、adaLN-zero 等 Diffusion 架构中的低效算子。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;CUDA&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;&amp;nbsp;Graph&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：将计算图固化，消除 GPU launch 的 CPU 调度瓶颈，在DreamZero的训练中，CausalWanSelfAttention 部分的kernel launch较为密集，CUDA Graph 可以做到有效优化。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;/ul&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;通过该项优化技术，DreamZero 5B 和 14B 模型在不改变原有mbs=1（此处 mbs 指 mbs per&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;gpu&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;，下同）的配置下分别获得 50%（从1.8s/step降到1.2s/step）和 34%（从9s/step降到6.7s/step）的训练加速。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;margin-bottom: 0px;&quot;&gt;
        &lt;p style=&quot;line-height: 1.75em;margin: 0px 8px 8px;&quot;&gt;&lt;strong style=&quot;letter-spacing: 0.578px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;font-size: var(--articleFontsize);&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_779d8ee2aa-131.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;line-height: 1.75em;margin-left: 8px;margin-right: 8px;&quot;&gt;
        &lt;span style=&quot;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;计算与显存的联合优化：解锁全方位性能调优&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h3&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color:rgba(0, 0, 0, 0.9);font-size:17px;font-family:&amp;quot;mp-quote&amp;quot;, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height:1.6;letter-spacing:0.034em;font-style:normal;font-weight:normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h3&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;支持任意 Microbatch Size、并行方式的参数调优以及 Recompute（激活重计算），是业界训练大模型时必不可少的性能调优手段。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;然而，在 DreamZero 官方的 baseline 中，存在着明显的工程局限，例如默认使用 DeepSpeed 的 zero2 offload 并行方法、image encoder 不拼 batch 逐样本执行等，大大降低了性能的调优空间。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;RLinf 团队从底层夯实了工程底座，彻底修复了这些痛点，交付了一套健壮且高度可配的调优矩阵：&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;ul style=&quot;list-style-type: disc;margin-left: 8px;margin-right: 8px;&quot; class=&quot;list-paddingleft-1&quot;&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;稳定适配 FSDP2&lt;/span&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：FSDP2 是 PyTorch 官方团队推出的最新 ZeRO 实现，也是 RLinf &amp;nbsp;面向中等规模大模型的默认并行方案。此前，在 DreamZero 官方代码中使用的 DeepSpeed 方案存在一定的局限性：由于 ZeRO3 与 VAE 模块中 causal conv 的上下文维护机制存在兼容性冲突，开发者往往被迫回退至性能较低的 ZeRO2 offload 模式。此外，DeepSpeed 在反向传播阶段的 post backward hook 产生了较高的 CPU 侧开销，制约了整体训练吞吐。通过向 FSDP2 训练后端的迁移，我们彻底解决了上述架构冲突与性能瓶颈。用户现在可以根据显存配置需求，在不同的分片策略间灵活切换，确保训练过程的高效与稳定。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;灵活的 Microbatch 设置&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：在 FSDP2 支持 DreamZero 模型训练的初始版本中，Microbatch Size (mbs)、Recompute（激活重计算）与 FSDP2 的策略组合往往会触发复杂的底层计算图冲突，而且 image encoder 不拼 batch 会吞掉一部分开大 mbs 的加速收益。RLinf 通过工程上的努力，彻底解决了 mbs &amp;gt; 1 时与上述特性共存的不兼容问题，并且使得 image encoder 能够高效地拼 batch 执行。这一改进使训练系统具备了更高的灵活性：用户可以不受约束地配置任意 mbs，从而根据硬件资源的显存水位与计算吞吐需求，进行精细化的参数调优，在显存占用与执行效率之间达成更优的工程平衡。举例来说，对 DreamZero 5B 模型的训练，在不开启 Recompute 的情况下，mbs 开到2，相比于原来的 mbs 只能开到1，单步耗时几乎没有变化，1.2s/step 变到 1.3s/step，吞吐增加 85%。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;li style=&quot;font-size: 15px;&quot;&gt;
        &lt;p style=&quot;margin-bottom: 24px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;font-weight: bold;&quot;&gt;Recompute机制与加速算子的深度协同&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.6;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;&quot;&gt;：针对 PyTorch 原生框架在复杂并行策略下的兼容性局限，RLinf 通过深度的底层工程优化，实现了 Recompute（激活重计算）与 CUDA Graph、FSDP2 的稳定解耦与协同。这一改进将 Recompute 转化为一个高可靠、可量化的性能调优维度。在显存受限的硬件环境下，系统能够以微小的计算耗时为代价，换取显著的显存空间释放，从而支持更大规模的并行任务，大幅提升整体训练吞吐。在 DreamZero 5B的训练中，在不开启 Recompute 情况下，单卡 mbs 只能开到2，最佳速度约 1.2s/step，即1.7 samples/sec/gpu，有 Recompute 情况下，单卡 mbs 开到 32 可获得 7.2 s/step，即 4.4 samples/sec/gpu，同等算力下吞吐提升 158%。可以看到，开启 Recompute 使 mbs 得以大幅增加，从而大大提升算子效率。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;/li&gt;
        &lt;/ul&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;通过以上FSDP2、mbs、Recompute 的全局参数调优，在 DreamZero 5B 模型训练上，我们在第一项算子优化的基础上（即 1.2 samples/sec/&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;gpu&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;）将训练性能进一步提升了 266%，达到 4.4 samples/sec/gpu。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;margin-bottom: 0px;&quot;&gt;
        &lt;p style=&quot;line-height: 1.75em;margin: 24px 8px 8px;&quot;&gt;&lt;strong style=&quot;letter-spacing: 0.578px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;font-size: var(--articleFontsize);&quot;&gt;&lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_779d8ee2aa-131.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;/section&gt;
        &lt;section style=&quot;margin-bottom: 0px;line-height: 1.75em;margin-left: 8px;margin-right: 8px;&quot;&gt;
        &lt;span style=&quot;letter-spacing: 1px;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot;&gt;突破 I/O 吞吐瓶颈：高效视频数据处理管线&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;h3 style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;br&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/h3&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;随着计算密度（即上述两项优化）的显著提升，数据加载效率逐渐成为制约整体训练吞吐的新瓶颈。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;在 DreamZero 的训练实践中，视频数据的解码与预处理过程极其消耗 CPU 资源。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;传统的方案（如 PyAV）在解码性能上难以支撑高频的吞吐需求；而单纯通过增加&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;dataset&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;的&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;num_workers&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;来尝试「通过数量换速度」往往治标不治本——过多的数据读取进程会剧烈抢占 CPU 资源，进而导致训练主线程的内核下发（Kernel Launch）出现延迟，反而拖慢了 GPU 的执行节奏。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;为了在「解码速度」与「系统资源开销」之间寻找最优解，RLinf 团队对主流的视频处理库进行了深度的性能 Benchmark：&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;section style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;line-height: 1.75em;letter-spacing: 0.034em;font-style: normal;font-weight: normal;margin-left: 8px;margin-right: 8px;&quot; nodeleaf=&quot;&quot;&gt;
        &lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_0d6979035b.png&quot; alt=&quot;&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;br&gt;
        &lt;/section&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;虽然 Decord 在纯解码速度上略胜一筹，但&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;Torchcodec&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;在保持同梯队性能的同时，表现出了更优的 CPU 占用稳定性。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;这使得我们能够预留出足够的计算余量给训练主线程，并支持开启更多的&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;num_workers&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;&quot;&gt;&amp;nbsp;来并发处理数据。&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;相比原生的 PyAV 方案，单个视频的解码时间缩短了近 400&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;ms&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;。在 DreamZero 多视角（左视角、右视角、腕部视角三个视频）的训练场景下，视频解码时间累计节省了 1.2s。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;p style=&quot;margin-left: 8px;margin-right: 8px;line-height: 1.75em;&quot;&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;这一&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;I/O&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;&amp;nbsp;端的性能提升，为后续进一步压榨&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;GPU&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;strong&gt;&lt;span leaf=&quot;&quot; style=&quot;color: rgba(0, 0, 0, 0.9);font-size: 17px;font-family: mp-quote, &amp;quot;PingFang SC&amp;quot;, system-ui, -apple-system, BlinkMacSystemFont, &amp;quot;Helvetica Neue&amp;quot;, &amp;quot;Hiragino Sans GB&amp;quot;, &amp;quot;Microsoft YaHei UI&amp;quot;, &amp;quot;Microsoft YaHei&amp;quot;, Arial, sans-serif;letter-spacing: 0.034em;font-style: normal;font-weight: normal;&quot;&gt;&lt;span textstyle=&quot;&quot; style=&quot;font-size: 15px;letter-spacing: 1px;color: rgb(255, 104, 39);font-weight: bold;&quot;&gt;&amp;nbsp;计算潜力提供了充足的数据「弹药」。&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/p&gt;
        &lt;section style=&quot;text-align: center;margin-top: 48px;margin-bottom: 0px;&quot;&gt;
        &lt;span leaf=&quot;&quot;&gt;&lt;img decoding=&quot;async&quot; src=&quot;https://aiera.com.cn/wp-content/uploads/2026/05/aiera_img_df9d89c9b2-206.png&quot; alt=&quot;&quot

TonyRL
TonyRL reviewed May 28, 2026
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Comment thread lib/routes/aiera/latest.ts
};

async function handler() {
const response = await cache.tryGet('aiera:latest', async () => {
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@TonyRL TonyRL May 28, 2026

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Don't cache the response as it will refresh the cache duration on each request. This means the entries won't be updated once it's cached.

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@panqingjie00 @TonyRL @github-advanced-security