Diffusers Adds Native LoRA Training Scripts and FP8/NVFP4 Quantized Inference

RisingSayak · x · 2026-10-15

Diffusers now ships Diffusers-native LoRA training scripts for both text-to-image and image-to-image, contributed by @linoytsaban, and can load LoRAs trained with @ostrisai's ai-toolkit.

Both distilled and non-distilled pipelines are implemented as modular diffusers pipelines for maximum flexibility. The team also added support for loading quantized checkpoints (FP8r and NVFP4) and running inference with them, giving them a dedicated backend.

Related event: Black Forest Labs Releases Flux.3 Klein with Day-0 Diffusers Support(4 posts)→

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