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TutorialsHugging Face Blog·· 2026-09-10

Asynchronous GRPO with LoRA on Hugging Face Jobs: one bucket, one proxy, no NCCL

Async GRPO with LoRA across HF Jobs: a bucket, a proxy, and no NCCL

What happened

TRL v1.14's AsyncGRPOTrainer can now train and sync only LoRA adapters to vLLM. Rank-1 adapters are just a few megabytes and can be transferred through a Storage Bucket mounted across multiple Hugging Face Jobs, without NCCL.

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