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About

How we rank & score
Tool profile · Fine-Tuning & Model Training

LLaMA-Factory

A web UI for fine-tuning. The gentlest on-ramp if YAML is the blocker.

91
sovereignty

LLaMA-Factory covers the same ground as Axolotl — LoRA, QLoRA, full fine-tuning, preference optimisation across a wide model range — but adds a browser UI that walks through dataset selection, method and hyperparameters without editing a config file. For a team where the person who understands the training data is not the person who writes YAML, that difference decides whether the project happens. The CLI is there when you outgrow the UI.

OPEN SOURCEApache-2.0SELF-HOSTLOCAL-FIRST
LicenseApache-2.0
PricingFree and unlimited; hardware is yours.
Open sourceYes
Self-hostableYes
Local-first dataYes

What it does well

  • +Genuine web UI — no config file required to get started
  • +Very broad model-family and training-method coverage
  • +Includes evaluation and chat testing in the same interface
  • +Apache-2.0

Where it falls short

  • UI convenience hides details you eventually need to understand
  • Documentation is thinner in English than in Chinese
  • Heavier install than a library-only approach

LLaMA-Factory as an alternative to

Where LLaMA-Factory shows up in our comparisons, and how it ranked.

LLaMA-Factory head-to-head

Straight comparisons against the tools people weigh it against.

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