Qwen(@Alibaba_Qwen)

QwenGyre addresses two challenges of XLong-horizon agentic RL.

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QwenGyre addresses two challenges of XLong-horizon agentic RL.

TL;DR · AI 摘要

QwenGyre通过弹性调度器解决XLong-horizon agentic RL的挑战,实现1.85倍加速。

核心要点

  • 弹性调度器可动态分配GPU资源,实现1.85倍训练加速
  • 解决XLong-horizon agentic RL的两个核心挑战:资源调度与长时序训练
  • 适用于需要极端长时序训练的智能体开发场景

结构提纲

按章节快速跳转。

  1. 介绍QwenGyre解决XLong-horizon agentic RL挑战的创新方案

  2. 弹性调度器实现GPU资源动态分配,保障训练连续性

  3. 相比传统方法实现最高1.85倍训练加速

  4. 解决极端长时序训练中的资源调度与执行中断问题

思维导图

用一张图看清主题之间的关系。

查看大纲文本(无障碍 / 无 JS 友好)
  • QwenGyre技术方案
    • 核心创新
      • 弹性调度器设计
      • XLong-horizon优化
    • 解决挑战
      • 资源动态分配
      • 长时序训练中断
    • 性能指标
      • 1.85倍加速

金句 / Highlights

值得收藏与分享的关键句。

#强化学习#QwenGyre#XLong-horizon#弹性调度
打开原文

Qwen on X: "QwenGyre addresses two challenges of XLong-horizon agentic RL." / X

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Qwen on X: "QwenGyre addresses two challenges of XLong-horizon agentic RL."

  • ![Image 1: Avatar](https://x.com/Alibaba_Qwen) Qwen @Alibaba_Qwen 8h Introducing QwenGyre, bringing elastic RL to extreme-long-horizon (XLong) agent training. ✨ It launches with two core designs: 🥳 - Elastic Scheduler: reallocates GPUs between rollout & training as demand shifts—live executions never interrupted. Up to 1.85× speedup over Show more Image 2 [](https://x.com/Alibaba_Qwen/status/2109633085658808515/photo/1) 106 238 2.4K 130K
  • ![Image 3: Avatar](https://x.com/Alibaba_Qwen) Qwen @Alibaba_Qwen QwenGyre addresses two challenges of XLong-horizon agentic RL. Image 4 [](https://x.com/Alibaba_Qwen/status/2109633089211416820/photo/1) 1:11 PM · Oct 12, 2026·14.3K Views 6 4 100 8
  • ![Image 5: @humansareindef1](https://x.com/humansareindef1) humansareindefensiblystupid@humansareindef1 7h Awesome work, PLEASE DON'T ALTER THE PARAMETER SIZE OF QWEN 4 FLASH NEXT BEYOND 150B, LOOK AT WHAT MY AMD R9700 COMMUNITY CAN DO WITH A CUSTOM ENGINE BUILT ON C++/HIP Image 6 [](https://x.com/humansareindef1/status/2109652953749741842/photo/1) 1 3 231
  • ![Image 7: @feng_ye_4](https://x.com/feng_ye_4) feng@feng_ye_4 8h 我想知道Qwen4什么时候出,能不能打过Fable5 [](https://x.com/compose/post?in_reply_to=2109634893189873891) 2 224
  • ![Image 8: @ak12kpoot](https://x.com/ak12kpoot) uber master @ak12kpoot 8h 长程 agent RL 真正卡的是调度,不只是算法:单次 rollout 近百万 token、跑数小时,GPU 会大面积空转。QwenGyre 能在不打断在跑任务的情况下把 GPU 从 rollout 弹性挪到训练;轨迹处理器再重建分支、给部分进度打分并去重。论文报告相对 Colocate/Async 最高约 1.85×/1.78× 加速,Qwen 3.8 2.4T 在 Show more [](https://x.com/compose/post?in_reply_to=2109638896753520787) 1 274

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