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ai-toolkit vs OneTrainer for FLUX.2 dev LoRA training

Both ai-toolkit and OneTrainer can train FLUX.2 dev LoRAs. Here is how they compare, using each project's docs and GitHub activity.

ai-toolkitOneTrainer
FLUX.2 dev supportsupported (reference)supported
GitHub stars123213243
Last commit2026-10-162026-10-16
Latest releasenone publishednone published
VRAM (FLUX.2 dev)80 GB recommended; ai-toolkit ships train_lora_flux_24gb.yaml
OverviewOstris' trainer with a web UI and YAML configs; widest day-0 support for new image models. Community threads call it the easiest option for Flux/Krea.GUI + CLI trainer with a broad model list; users report good VRAM use and speed but more settings to configure.

ai-toolkit notes for FLUX.2 dev

Which should you pick?

If you want the quickest start with a web UI, ai-toolkit is the usual community pick; choose a script-based trainer if you already use its ecosystem. We don't have a sourced head-to-head quality benchmark for FLUX.2 dev between these two, so treat any "better results" claim as unknown.

Shared FLUX.2 dev settings

Setup guides

Where to rent a 24 GB+ GPU

Cheapest 24 GB+ cards (2026-10-16 14:43 UTC) from RunPod and Vast.ai. Prices move constantly; see the live price table.

GPUVRAMRunPod community $/hrVast.ai cheapest $/hr
RTX 309024 GB$0.22$0.12
RTX A500024 GB$0.16—
RTX PRO 400024 GB$0.50$0.26
RTX 3090 Ti24 GB$0.27—
RTX A600048 GB$0.33—
RTX 409024 GB$0.34$0.39

Sources

FAQ

Is ai-toolkit or OneTrainer better for FLUX.2 dev?

Both support it. There is no sourced quality benchmark between them for this model yet; pick based on workflow (UI vs scripts) and the notes above.

Can I train FLUX.2 dev LoRAs with ai-toolkit?

supported (reference)

Can I train FLUX.2 dev LoRAs with OneTrainer?

supported

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Data updated 2026-10-16. Disclosure: RunPod and Vast.ai links are referral links; ImageLoRA may earn a commission at no cost to you. unknown = not yet verified from a source.