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RT by @huggingface: If you're using GRPO in TRL, you should really switch to the new async trainer…

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Representative image for RT by @huggingface: If you're using GRPO in TRL, you should really switch to the new async trainer…

Merged summary

TL;DR - Hugging Face recommends TRL users switch GRPO workloads to its new asynchronous trainer, reporting roughly 2–4× faster performance in internal benchmarks.

  • The update targets Group Relative Policy Optimization (GRPO) training in TRL.
  • Asynchronous execution is presented as the source of improved training throughput.
  • The post does not provide benchmark methodology, hardware, or workload details.

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RT by @huggingface: If you're using GRPO in TRL, you should really switch to the new async trainer…

@_lewtun 2026-08-13
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Providers: Hugging Face · N/A OpenAlex · N/A Publisher · N/A Semantic Scholar · N/A X · N/A Fetched 2026-09-16 14:20:03.101092 UTC

TL;DR - Hugging Face recommends TRL users switch GRPO workloads to its new asynchronous trainer, reporting roughly 2–4× faster performance in internal benchmarks.

  • The update targets Group Relative Policy Optimization (GRPO) training in TRL.
  • Asynchronous execution is presented as the source of improved training throughput.
  • The post does not provide benchmark methodology, hardware, or workload details.
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