Accelerate SDXL with Latent Consistency LoRAs: From 50 Steps to 4

A new technique using Latent Consistency LoRAs (Low-Rank Adaptations) can generate high-quality images with Stability AI's SDXL model in just four steps, drastically reducing inference time compared to the standard 50-step process. This approach leverages consistency distillation and lightweight adapters to achieve near-instantaneous generation without sacrificing output fidelity. The method promises to make advanced text-to-image generation more accessible on consumer hardware, potentially lowering the barrier for real-time creative applications.