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LLM fine-tuning

Axolotl

Open-source framework for fine-tuning large language models (full fine-tuning, LoRA and QLoRA, RLHF and GRPO) from a YAML configuration, with multi-GPU and multi-node training. It is distributed as a PyPI package and Docker images for local hardware and cloud GPU providers.

Pricing model
Free and open source
Free tier
Yes
Self-hostable
Yes
Open source
Yes (Apache-2.0)

Axolotl works with 10 of the GPU clouds we track

Each is documented in Axolotl's own docs, shown with its lowest current rate from the prices we track, per GPU-hour. Axolotl may support providers we don't track; its documentation (opens in a new tab) has the full list.