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add article rl-async-pause-resume
Signed-off-by: flb_ <floatlibai@gmail.com>
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‎2026/08/rl-async-pause-resume/index.html‎

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异步rl：pause/resume
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Welcome to Hexo! This is your very first post. Check documentation for more info. If you get any problems when using Hexo, you can find the answer in troubleshooting or you can ask me on GitHub.
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Qu...
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在标准 RL 训练循环中，生成（generation）和训练（training）顺序执行：策略模型先生成 rollout 样本，然后在这些样本上进行训练，往复循环。在生成阶段，训练侧处于空闲状态，反之亦然。
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所谓 one-off pipelining 方法将生成阶段和训练阶段拆分为两个并行的协程，使模型能够一边生成新样本，一边对先前生成的数据进行训练，带来更高的 GPU 利用率和更大的训练吞...
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异步rl：pause/resume
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Welcome to Hexo! This is your very first post. Check documentation for more info. If you get any problems when using Hexo, you can find the answer in troubleshooting or you can ask me on GitHub.
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Qu...
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在标准 RL 训练循环中，生成（generation）和训练（training）顺序执行：策略模型先生成 rollout 样本，然后在这些样本上进行训练，往复循环。在生成阶段，训练侧处于空闲状态，反之亦然。
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所谓 one-off pipelining 方法将生成阶段和训练阶段拆分为两个并行的协程，使模型能够一边生成新样本，一边对先前生成的数据进行训练，带来更高的 GPU 利用率和更大的训练吞...
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debug: "env",
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default: {"avatar":"https://unpkg.com/volantis-static@0.0.1761982841160/media/placeholder/avatar/round/3442075.svg","link":"https://unpkg.com/volantis-static@0.0.1761982841160/media/placeholder/link/8f277b4ee0ecd.svg","cover":"https://unpkg.com/volantis-static@0.0.1761982841160/media/placeholder/cover/76b86c0226ffd.svg","image":"https://unpkg.com/volantis-static@0.0.1761982841160/media/placeholder/image/2659360.svg","topic":"https://gcore.jsdelivr.net/gh/cdn-x/placeholder@1.0.12/image/10433048.png","project":"https://gcore.jsdelivr.net/gh/cdn-x/placeholder@1.0.12/image/2779789.png","banner":"https://gcore.jsdelivr.net/gh/cdn-x/placeholder@1.0.12/banner/books.jpg","loading":"https://api.iconify.design/eos-icons:three-dots-loading.svg?color=%231cd0fd","image_onerror":"data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' width='2rem' height='2rem' viewBox='0 0 24 24'%3E%3C!-- Icon from Solar by 480 Design - https://creativecommons.org/licenses/by/4.0/ --%3E%3Cpath fill='%23F44336' d='M22 12.698c-.002 1.47-.013 2.718-.096 3.743c-.097 1.19-.296 2.184-.74 3.009a4.2 4.2 0 0 1-.73.983c-.833.833-1.893 1.21-3.237 1.39C15.884 22 14.2 22 12.053 22h-.106c-2.148 0-3.83 0-5.144-.177c-1.343-.18-2.404-.557-3.236-1.39c-.738-.738-1.12-1.656-1.322-2.795c-.2-1.12-.236-2.512-.243-4.241Q1.999 12.737 2 12v-.054c0-2.148 0-3.83.177-5.144c.18-1.343.557-2.404 1.39-3.236s1.893-1.21 3.236-1.39c1.168-.157 2.67-.175 4.499-.177a.697.697 0 1 1 0 1.396c-1.855.002-3.234.018-4.313.163c-1.189.16-1.906.464-2.436.994S3.72 5.8 3.56 6.99C3.397 8.2 3.395 9.788 3.395 12v.784l.932-.814a2.14 2.14 0 0 1 2.922.097l3.99 3.99a1.86 1.86 0 0 0 2.385.207l.278-.195a2.79 2.79 0 0 1 3.471.209l2.633 2.37c.265-.557.423-1.288.507-2.32c.079-.972.09-2.152.091-3.63a.698.698 0 0 1 1.396 0' opacity='.5'/%3E%3Cpath fill='%23F44336' fill-rule='evenodd' d='M17.5 11c-2.121 0-3.182 0-3.841-.659S13 8.621 13 6.5s0-3.182.659-3.841S15.379 2 17.5 2s3.182 0 3.841.659S22 4.379 22 6.5s0 3.182-.659 3.841S19.621 11 17.5 11m-1.47-7.03a.75.75 0 1 0-1.06 1.06l1.47 1.47l-1.47 1.47a.75.75 0 0 0 1.06 1.06l1.47-1.47l1.47 1.47a.75.75 0 1 0 1.06-1.06L18.56 6.5l1.47-1.47a.75.75 0 0 0-1.06-1.06L17.5 5.44z' clip-rule='evenodd'/%3E%3C/svg%3E"},
2592-
lastupdate: new Date(1787153701077),
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lastupdate: new Date(1787204923456),
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scroll_behavior: "smooth",
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cdn: {
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jquery: "https://unpkg.com/jquery@3.7.1/dist/jquery.min.js",
@@ -3032,10 +3032,10 @@
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<h2>2026</h2>
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<div class='timenode'>
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<a class="meta" href="/2026/08/hello-world/">
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<time>08-19</time>
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<a class="meta" href="/2026/08/rl-async-pause-resume/">
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<time>08-20</time>
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Hello World
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异步rl：pause/resume
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@@ -3128,7 +3128,7 @@ <h2>2026</h2>
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<div class='content'>
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<widget class="widget-wrapper recent post-list"><div class="widget-body fs14"><a class="item title" href="/2026/08/hello-world/"><span class="title">Hello World</span></a></div></widget>
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<widget class="widget-wrapper recent post-list"><div class="widget-body fs14"><a class="item title" href="/2026/08/rl-async-pause-resume/"><span class="title">异步rl：pause/resume</span></a></div></widget>
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</div>
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</section>
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@@ -3247,7 +3247,6 @@ <h2>2026</h2>
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<!-- Custom Files footer end-->
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</footer>
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<a id="s-top" class="fa-solid fa-arrow-up fa-fw" title="top"></a>
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</div>
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</div>

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