Axolotl

A command-line tool for fine-tuning language models from YAML configuration files.

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About Axolotl

Axolotl lets you fine-tune open language models by describing the training run in a configuration file rather than writing training code. The repository ships example configurations, DeepSpeed settings and Docker images, so a run can be reproduced on your own GPUs or a rented machine.

It suits developers and researchers who want to adapt an existing model to their own data. It assumes familiarity with Python, GPUs and machine learning concepts, and is not a chat app for everyday users.

Strengths

  • Training runs defined in readable configuration files
  • Many example configurations to start from
  • Docker images and DeepSpeed configs included

Limitations

  • Needs capable GPUs for most models
  • Aimed at people with machine learning experience

Details

Pricing
FreeFree and open source.
License
Apache-2.0
Developer
Axolotl AI
Platforms
Linux, Command line
How it runs
Downloadable app
Account
Not required
Best suited for
Developers fine-tuning open language models on their own hardware
Last verified
Added
Provenance
Facts checked against the developer's own pages and store listings, 1 sources on file.

Alternatives to Axolotl

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Software that can replace Axolotl for an important use case, and what changes if you switch.

  • LlamaFactory

    Web UI and command-line toolkit for fine-tuning over 100 open language and vision-language models.

    LlamaFactory adds a web interface alongside the command line, supports over 100 language and vision-language models, and runs on Windows as well as Linux.

  • Unsloth

    A local interface and command-line tool for running and fine-tuning language and diffusion models.

    Unsloth combines fine-tuning with running models, offers a local UI plus CLI on Windows, macOS and Linux, but its license is not stated.

  • MLX LM

    A Python package and command-line tool for running and fine-tuning language models on Apple silicon.

    MLX LM fine-tunes and quantizes models on Apple silicon Macs instead of Linux GPUs, and its license is not confirmed.

Similar software

Related functionality, not necessarily a direct replacement.

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