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Alternatives to OneTrainer
A desktop tool for training and fine-tuning diffusion image models, including LoRAs and embeddings. The listings below can replace it for an important use case. Each note says what changes if you switch.
The original
OneTrainer
A desktop tool for training and fine-tuning diffusion image models, including LoRAs and embeddings.
Replacements
Listings that take over the same core job as OneTrainer.
Kohya's GUI
A local graphical interface for training LoRA models and fine-tuning Stable Diffusion image models.
Kohya's GUI is a graphical front end for Kohya's sd-scripts that trains LoRAs and Stable Diffusion fine-tunes on Windows or Linux, with presets and a Docker setup.
FluxGym
A simple local web interface for training FLUX LoRAs, with support for low-VRAM GPUs.
FluxGym offers a simpler local web interface that trains only FLUX LoRAs, works on low-VRAM GPUs, and has fewer options than OneTrainer.
Unsloth
A local interface and command-line tool for running and fine-tuning language and diffusion models.
Unsloth fine-tunes language and diffusion models through a local UI or CLI on Windows, macOS and Linux, focusing more on language models, and its license is not stated.
Similar software
Related functionality, not a direct replacement.
LTX-2
Open local video model that generates synchronized audio and video.
Open-Sora
An open-source video generation project releasing models, training code and tools for text-to-video.
Hugging Face Hub
A web platform for hosting, finding and sharing machine learning models, datasets and demo apps.
Label Studio
An open-source data labeling tool for building training datasets and reviewing AI output.