# Hugging Face TRL Training

> TRL CLI SFT/DPO/GRPO. Not huggingface-llm-trainer. GPU assumed, not 0 USD laptop

**Subcategory:** Hugging Face  
**License:** Apache-2.0  
**Source:** https://github.com/huggingface/skills/blob/main/skills/trl-training/SKILL.md

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## When it is useful

Train with TRL CLI (trl sft / dpo / grpo / kto / rloo / reward). Not huggingface-llm-trainer. GPU assumed, not a 0 USD laptop. Distinct from huggingface-train-sentence-transformers and from huggingface-vision-trainer.

## The Catch

TRL CLI SFT/DPO/GRPO. Not huggingface-llm-trainer. GPU assumed; not a 0 USD laptop. Distinct from train-sentence-transformers. Cloud GPU costs apply.