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

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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🌍 SOCIAL 

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#SANA
#nvlabs

[mr_pip_]

I hear the words, but where is the release??

[jamesongnotjamesbond]

hope SANA will be release to public soonest ❤

[HiProfileAI]

we wil lbelieve it when the model is released to open source and we can play with it and confirm it.

[AndrewYurchenko]

Excellent! I'm waiting for the release!!!

[sirjcbcbsh]

wondering how fast could be on my 4070 to super 8vram

[Vinz-VYG]

Is your video sponsored by Nvida ? looks like marketing blabla ...

[nassersi]

the pictures were full of mistakes, mostly uninteresting composition, we couldn't see the hands. Can it generate the naked male and female figures next to each other anatomically correct? I doubt it. A shout into the darkness and nothing. A rant and a model nowhere.

[Kuzma-wv]

Images are 2 generations behind though? They kinda... um... look like shit?