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How to train a SDXL LoRA: trainers, VRAM and settings

Everything we have verified about training SDXL LoRAs: which trainers support it, VRAM, settings and where to rent a GPU.

Trainer support

TrainerStatus
ai-toolkitsupported
OneTrainersupported
musubi-tunernot listed
kohya sd-scriptssupported
SimpleTunersupported

VRAM

low-VRAM friendly with gradient checkpointing, 8-bit optimizer, cached latents (exact GB unknown)

Settings that work

Full guide with recipes: How to train a SDXL LoRA.

Trainer comparisons

Where to rent a 16 GB+ GPU

Cheapest 16 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 A400016 GB$0.17$0.09
Tesla V10016 GB$0.19$0.10
RTX 309024 GB$0.22$0.12
RTX 5060 Ti16 GB—$0.12
RTX 5070 Ti16 GB—$0.12
RTX A500024 GB$0.16—

Sources

FAQ

Which trainers support SDXL?

ai-toolkit, OneTrainer, kohya sd-scripts, SimpleTuner

How much VRAM does SDXL LoRA training need?

low-VRAM friendly with gradient checkpointing, 8-bit optimizer, cached latents (exact GB unknown)

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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.