SANA: The FLUX Killer, 100+ Times Faster with Low VRAM Requirments

Описание: Sana stands out in the realm of image generation models for its exceptional power and speed, particularly when compared to other models like Flux. Despite being much smaller, Sana-0.6B generates images significantly faster, offering an impressive 100× speed increase over larger models like Flux-12B, while maintaining competitive image quality.

In fact, Sana-0.6B can generate a 1024x1024 image in less than one second on a 16GB laptop GPU, making it highly efficient for real-time applications.One of Sana's key strengths is its deep compression autoencoder, which reduces the number of latent tokens by compressing images 32×, allowing for faster and more memory-efficient processing, even at ultra-high resolutions like 4K. In contrast, traditional autoencoders typically compress by only 8×, making Sana’s approach a game-changer for generating large, high-quality images quickly.


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